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kaggle-notebooks-outputs-filtered-25

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{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "212a76a3", "metadata": { "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", "execution": { "iopub.execute_input": "2023-04-28T08:04:11.767133Z", "iopub.status.busy": "2023-04-28T08:04:11.766674Z", "iopub.status.idle": "2023-04-28T08:04:11.778178Z", "shell.execute_reply": "2023-04-28T08:04:11.776982Z" }, "papermill": { "duration": 0.020553, "end_time": "2023-04-28T08:04:11.780973", "exception": false, "start_time": "2023-04-28T08:04:11.760420", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "id": "8eeb3883", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:11.789789Z", "iopub.status.busy": "2023-04-28T08:04:11.789387Z", "iopub.status.idle": "2023-04-28T08:04:12.457188Z", "shell.execute_reply": "2023-04-28T08:04:12.456071Z" }, "papermill": { "duration": 0.675393, "end_time": "2023-04-28T08:04:12.460029", "exception": false, "start_time": "2023-04-28T08:04:11.784636", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "train_df = pd.read_csv('/kaggle/input/playground-series-s3e8/train.csv')\n", "test_df = pd.read_csv('/kaggle/input/playground-series-s3e8/test.csv')\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "fd355989", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:12.468645Z", "iopub.status.busy": "2023-04-28T08:04:12.468244Z", "iopub.status.idle": "2023-04-28T08:04:12.514107Z", "shell.execute_reply": "2023-04-28T08:04:12.513023Z" }, "papermill": { "duration": 0.053236, "end_time": "2023-04-28T08:04:12.516697", "exception": false, "start_time": "2023-04-28T08:04:12.463461", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "id 0\n", "carat 0\n", "cut 0\n", "color 0\n", "clarity 0\n", "depth 0\n", "table 0\n", "x 0\n", "y 0\n", "z 0\n", "price 0\n", "dtype: int64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df.isna().sum()" ] }, { "cell_type": "code", "execution_count": 4, "id": "e7fb5049", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:12.526257Z", "iopub.status.busy": "2023-04-28T08:04:12.525078Z", "iopub.status.idle": "2023-04-28T08:04:13.742772Z", "shell.execute_reply": "2023-04-28T08:04:13.741516Z" }, "papermill": { "duration": 1.225435, "end_time": "2023-04-28T08:04:13.745740", "exception": false, "start_time": "2023-04-28T08:04:12.520305", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_squared_error\n", "from sklearn import preprocessing" ] }, { "cell_type": "code", "execution_count": 5, "id": "68f73ad8", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:13.755404Z", "iopub.status.busy": "2023-04-28T08:04:13.754671Z", "iopub.status.idle": "2023-04-28T08:04:14.043000Z", "shell.execute_reply": "2023-04-28T08:04:14.041618Z" }, "papermill": { "duration": 0.295958, "end_time": "2023-04-28T08:04:14.045733", "exception": false, "start_time": "2023-04-28T08:04:13.749775", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "enc = preprocessing.OrdinalEncoder()\n", "\n", "cols =['cut','color', 'clarity']\n", "\n", "for col in cols:\n", " train_df[col] = enc.fit_transform(train_df[col].values.reshape(-1,1))\n", " test_df[col] = enc.transform(test_df[col].values.reshape(-1,1))" ] }, { "cell_type": "code", "execution_count": 6, "id": "e5e777bc", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:14.054693Z", "iopub.status.busy": "2023-04-28T08:04:14.054278Z", "iopub.status.idle": "2023-04-28T08:04:14.124372Z", "shell.execute_reply": "2023-04-28T08:04:14.123425Z" }, "papermill": { "duration": 0.07784, "end_time": "2023-04-28T08:04:14.127197", "exception": false, "start_time": "2023-04-28T08:04:14.049357", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "X_train, X_val, y_train, y_val = train_test_split(train_df.drop(['price'],axis=1),train_df['price'],test_size=0.2)" ] }, { "cell_type": "code", "execution_count": 7, "id": "830e5abf", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:14.135869Z", "iopub.status.busy": "2023-04-28T08:04:14.135206Z", "iopub.status.idle": "2023-04-28T08:04:14.214404Z", "shell.execute_reply": "2023-04-28T08:04:14.212646Z" }, "papermill": { "duration": 0.088501, "end_time": "2023-04-28T08:04:14.219304", "exception": false, "start_time": "2023-04-28T08:04:14.130803", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "lr = LinearRegression()\n", "lr.fit(X_train,y_train)\n", "pred = lr.predict(X_val)" ] }, { "cell_type": "code", "execution_count": 8, "id": "b4291762", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:14.239819Z", "iopub.status.busy": "2023-04-28T08:04:14.237841Z", "iopub.status.idle": "2023-04-28T08:04:14.260037Z", "shell.execute_reply": "2023-04-28T08:04:14.258304Z" }, "papermill": { "duration": 0.03784, "end_time": "2023-04-28T08:04:14.265486", "exception": false, "start_time": "2023-04-28T08:04:14.227646", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "1115.6475074122613" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sqrt(mean_squared_error(y_val, pred))" ] }, { "cell_type": "code", "execution_count": 9, "id": "aa7869b3", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:14.285400Z", "iopub.status.busy": "2023-04-28T08:04:14.284680Z", "iopub.status.idle": "2023-04-28T08:04:14.677509Z", "shell.execute_reply": "2023-04-28T08:04:14.676220Z" }, "papermill": { "duration": 0.406307, "end_time": "2023-04-28T08:04:14.680336", "exception": false, "start_time": "2023-04-28T08:04:14.274029", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "my_pred = lr.predict(test_df)\n", "df = pd.DataFrame({'id': test_df['id'], 'price':my_pred})\n", "df.to_csv('submission.csv',index= False)" ] }, { "cell_type": "code", "execution_count": null, "id": "9ce94289", "metadata": { "papermill": { "duration": 0.003148, "end_time": "2023-04-28T08:04:14.687090", "exception": false, "start_time": "2023-04-28T08:04:14.683942", "status": "completed" }, "tags": [] }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 14.271149, "end_time": "2023-04-28T08:04:15.415899", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T08:04:01.144750", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/542/127542856.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "83c86362", "metadata": { "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", "execution": { "iopub.execute_input": "2023-04-28T08:04:45.965617Z", "iopub.status.busy": "2023-04-28T08:04:45.964808Z", "iopub.status.idle": "2023-04-28T08:04:45.978764Z", "shell.execute_reply": "2023-04-28T08:04:45.977716Z" }, "papermill": { "duration": 0.023811, "end_time": "2023-04-28T08:04:45.981674", "exception": false, "start_time": "2023-04-28T08:04:45.957863", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/kaggle/input/km037classification/sample.csv\n", "/kaggle/input/km037classification/train.csv\n", "/kaggle/input/km037classification/test.csv\n" ] } ], "source": [ "# This Python 3 environment comes with many helpful analytics libraries installed\n", "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n", "# For example, here's several helpful packages to load\n", "\n", "import numpy as np # linear algebra\n", "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", "\n", "# Input data files are available in the read-only \"../input/\" directory\n", "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n", "\n", "import os\n", "for dirname, _, filenames in os.walk('/kaggle/input'):\n", " for filename in filenames:\n", " print(os.path.join(dirname, filename))\n", "\n", "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n", "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session" ] }, { "cell_type": "code", "execution_count": 2, "id": "a0a060b0", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:45.991569Z", "iopub.status.busy": "2023-04-28T08:04:45.991161Z", "iopub.status.idle": "2023-04-28T08:04:46.011109Z", "shell.execute_reply": "2023-04-28T08:04:46.009980Z" }, "papermill": { "duration": 0.028011, "end_time": "2023-04-28T08:04:46.013743", "exception": false, "start_time": "2023-04-28T08:04:45.985732", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "train = pd.read_csv(\"/kaggle/input/km037classification/train.csv\")\n", "test = pd.read_csv(\"/kaggle/input/km037classification/test.csv\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "e02a3892", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:46.024304Z", "iopub.status.busy": "2023-04-28T08:04:46.023543Z", "iopub.status.idle": "2023-04-28T08:04:46.036260Z", "shell.execute_reply": "2023-04-28T08:04:46.035054Z" }, "papermill": { "duration": 0.020698, "end_time": "2023-04-28T08:04:46.038700", "exception": false, "start_time": "2023-04-28T08:04:46.018002", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "train.rename(columns = {'30':'Age'}, inplace = True)\n", "train.rename(columns = {'64':'year_of_op'}, inplace = True)\n", "train.rename(columns = {'1':'number_of_positive_axillary_nodes'}, inplace = True)\n", "train.rename(columns = {'1.1':'survival_status'}, inplace = True)\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "b3813a1d", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:46.049377Z", "iopub.status.busy": "2023-04-28T08:04:46.048571Z", "iopub.status.idle": "2023-04-28T08:04:46.072228Z", "shell.execute_reply": "2023-04-28T08:04:46.070841Z" }, "papermill": { "duration": 0.032421, "end_time": "2023-04-28T08:04:46.074958", "exception": false, "start_time": "2023-04-28T08:04:46.042537", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>Age</th>\n", " <th>year_of_op</th>\n", " <th>number_of_positive_axillary_nodes</th>\n", " <th>survival_status</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>30</td>\n", " <td>62</td>\n", " <td>3</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>30</td>\n", " <td>65</td>\n", " <td>0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>31</td>\n", " <td>59</td>\n", " <td>2</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>31</td>\n", " <td>65</td>\n", " <td>4</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>33</td>\n", " <td>58</td>\n", " <td>10</td>\n", " <td>1</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Age year_of_op number_of_positive_axillary_nodes survival_status\n", "0 30 62 3 1\n", "1 30 65 0 1\n", "2 31 59 2 1\n", "3 31 65 4 1\n", "4 33 58 10 1" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train.head()" ] }, { "cell_type": "code", "execution_count": 5, "id": "e95c11ac", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:46.085767Z", "iopub.status.busy": "2023-04-28T08:04:46.084913Z", "iopub.status.idle": "2023-04-28T08:04:46.109150Z", "shell.execute_reply": "2023-04-28T08:04:46.107717Z" }, "papermill": { "duration": 0.033144, "end_time": "2023-04-28T08:04:46.112258", "exception": false, "start_time": "2023-04-28T08:04:46.079114", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 209 entries, 0 to 208\n", "Data columns (total 4 columns):\n", " # Column Non-Null Count Dtype\n", "--- ------ -------------- -----\n", " 0 Age 209 non-null int64\n", " 1 year_of_op 209 non-null int64\n", " 2 number_of_positive_axillary_nodes 209 non-null int64\n", " 3 survival_status 209 non-null int64\n", "dtypes: int64(4)\n", "memory usage: 6.7 KB\n" ] } ], "source": [ "train.info()" ] }, { "cell_type": "code", "execution_count": 6, "id": "2fde9a4d", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:46.124006Z", "iopub.status.busy": "2023-04-28T08:04:46.122387Z", "iopub.status.idle": "2023-04-28T08:04:46.131563Z", "shell.execute_reply": "2023-04-28T08:04:46.129956Z" }, "papermill": { "duration": 0.018218, "end_time": "2023-04-28T08:04:46.134746", "exception": false, "start_time": "2023-04-28T08:04:46.116528", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "test.rename(columns = {'58':'Age'}, inplace = True)\n", "test.rename(columns = {'61':'year_of_op'}, inplace = True)\n", "test.rename(columns = {'1':'number_of_positive_axillary_nodes'}, inplace = True)\n", "# test.rename(columns = {'1.1':'survival_status '}, inplace = True)" ] }, { "cell_type": "code", "execution_count": 7, "id": "91bb3343", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:46.144989Z", "iopub.status.busy": "2023-04-28T08:04:46.144535Z", "iopub.status.idle": "2023-04-28T08:04:46.158584Z", "shell.execute_reply": "2023-04-28T08:04:46.156486Z" }, "papermill": { "duration": 0.022477, "end_time": "2023-04-28T08:04:46.161422", "exception": false, "start_time": "2023-04-28T08:04:46.138945", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 95 entries, 0 to 94\n", "Data columns (total 3 columns):\n", " # Column Non-Null Count Dtype\n", "--- ------ -------------- -----\n", " 0 Age 95 non-null int64\n", " 1 year_of_op 95 non-null int64\n", " 2 number_of_positive_axillary_nodes 95 non-null int64\n", "dtypes: int64(3)\n", "memory usage: 2.4 KB\n" ] } ], "source": [ "test.info()" ] }, { "cell_type": "code", "execution_count": 8, "id": "c3d86e26", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:46.172266Z", "iopub.status.busy": "2023-04-28T08:04:46.171818Z", "iopub.status.idle": "2023-04-28T08:04:46.441326Z", "shell.execute_reply": "2023-04-28T08:04:46.440265Z" }, "papermill": { "duration": 0.278053, "end_time": "2023-04-28T08:04:46.443763", "exception": false, "start_time": "2023-04-28T08:04:46.165710", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "# Create a scatter plot\n", "plt.scatter(train['Age'], train['number_of_positive_axillary_nodes'])\n", "plt.xlabel('Age')\n", "plt.ylabel('Number of Positive Axillary Nodes')\n", "plt.title('Scatter Plot of Age vs Number of Positive Axillary Nodes')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "2f37397d", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:46.456198Z", "iopub.status.busy": "2023-04-28T08:04:46.454941Z", "iopub.status.idle": "2023-04-28T08:04:46.467260Z", "shell.execute_reply": "2023-04-28T08:04:46.465967Z" }, "papermill": { "duration": 0.021125, "end_time": "2023-04-28T08:04:46.469754", "exception": false, "start_time": "2023-04-28T08:04:46.448629", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>Age</th>\n", " <th>year_of_op</th>\n", " <th>number_of_positive_axillary_nodes</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>58</td>\n", " <td>67</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>58</td>\n", " <td>58</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>58</td>\n", " <td>58</td>\n", " <td>3</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>58</td>\n", " <td>61</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>59</td>\n", " <td>62</td>\n", " <td>35</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Age year_of_op number_of_positive_axillary_nodes\n", "0 58 67 0\n", "1 58 58 0\n", "2 58 58 3\n", "3 58 61 2\n", "4 59 62 35" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test.head()" ] }, { "cell_type": "code", "execution_count": 10, "id": "b0cb64cc", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:46.482273Z", "iopub.status.busy": "2023-04-28T08:04:46.480954Z", "iopub.status.idle": "2023-04-28T08:04:47.933335Z", "shell.execute_reply": "2023-04-28T08:04:47.932053Z" }, "papermill": { "duration": 1.46185, "end_time": "2023-04-28T08:04:47.936518", "exception": false, "start_time": "2023-04-28T08:04:46.474668", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.metrics import accuracy_score\n", "\n", "X = train[['Age', 'year_of_op', 'number_of_positive_axillary_nodes']]\n", "y = train['survival_status']\n", "\n", "# Create a Decision Tree Classifier model\n", "model = DecisionTreeClassifier()" ] }, { "cell_type": "code", "execution_count": 11, "id": "920c661b", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:47.948819Z", "iopub.status.busy": "2023-04-28T08:04:47.948406Z", "iopub.status.idle": "2023-04-28T08:04:47.965336Z", "shell.execute_reply": "2023-04-28T08:04:47.964206Z" }, "papermill": { "duration": 0.026326, "end_time": "2023-04-28T08:04:47.967985", "exception": false, "start_time": "2023-04-28T08:04:47.941659", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "DecisionTreeClassifier()" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(X, y)" ] }, { "cell_type": "code", "execution_count": null, "id": "e54e6fc4", "metadata": { "papermill": { "duration": 0.004725, "end_time": "2023-04-28T08:04:47.977895", "exception": false, "start_time": "2023-04-28T08:04:47.973170", "status": "completed" }, "tags": [] }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 13.418786, "end_time": "2023-04-28T08:04:48.806442", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T08:04:35.387656", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/542/127542916.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "0943f469", "metadata": { "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", "execution": { "iopub.execute_input": "2023-04-28T08:04:58.697646Z", "iopub.status.busy": "2023-04-28T08:04:58.697193Z", "iopub.status.idle": "2023-04-28T08:04:58.711760Z", "shell.execute_reply": "2023-04-28T08:04:58.710467Z" }, "papermill": { "duration": 0.025642, "end_time": "2023-04-28T08:04:58.714174", "exception": false, "start_time": "2023-04-28T08:04:58.688532", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/kaggle/input/playground-series-s3e12/sample_submission.csv\n", "/kaggle/input/playground-series-s3e12/train.csv\n", "/kaggle/input/playground-series-s3e12/test.csv\n" ] } ], "source": [ "# This Python 3 environment comes with many helpful analytics libraries installed\n", "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n", "# For example, here's several helpful packages to load\n", "\n", "import numpy as np # linear algebra\n", "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", "\n", "# Input data files are available in the read-only \"../input/\" directory\n", "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n", "\n", "import os\n", "for dirname, _, filenames in os.walk('/kaggle/input'):\n", " for filename in filenames:\n", " print(os.path.join(dirname, filename))\n", "\n", "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n", "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session" ] }, { "cell_type": "code", "execution_count": 2, "id": "e8329e41", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:04:58.727463Z", "iopub.status.busy": "2023-04-28T08:04:58.726997Z", "iopub.status.idle": "2023-04-28T08:05:00.652040Z", "shell.execute_reply": "2023-04-28T08:05:00.650757Z" }, "papermill": { "duration": 1.935049, "end_time": "2023-04-28T08:05:00.654907", "exception": false, "start_time": "2023-04-28T08:04:58.719858", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.model_selection import GridSearchCV, train_test_split\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.tree import DecisionTreeClassifier, plot_tree\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.metrics import f1_score, precision_score, recall_score, precision_recall_curve, roc_auc_score, roc_curve, accuracy_score" ] }, { "cell_type": "code", "execution_count": 3, "id": "a0d82976", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:05:00.668054Z", "iopub.status.busy": "2023-04-28T08:05:00.667278Z", "iopub.status.idle": "2023-04-28T08:05:00.713799Z", "shell.execute_reply": "2023-04-28T08:05:00.712387Z" }, "papermill": { "duration": 0.05604, "end_time": "2023-04-28T08:05:00.716511", "exception": false, "start_time": "2023-04-28T08:05:00.660471", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>gravity</th>\n", " <th>ph</th>\n", " <th>osmo</th>\n", " <th>cond</th>\n", " <th>urea</th>\n", " <th>calc</th>\n", " <th>target</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>0</td>\n", " <td>1.013</td>\n", " <td>6.19</td>\n", " <td>443</td>\n", " <td>14.8</td>\n", " <td>124</td>\n", " <td>1.45</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>1</td>\n", " <td>1.025</td>\n", " <td>5.40</td>\n", " <td>703</td>\n", " <td>23.6</td>\n", " <td>394</td>\n", " <td>4.18</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>2</td>\n", " <td>1.009</td>\n", " <td>6.13</td>\n", " <td>371</td>\n", " <td>24.5</td>\n", " <td>159</td>\n", " <td>9.04</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>3</td>\n", " <td>1.021</td>\n", " <td>4.91</td>\n", " <td>442</td>\n", " <td>20.8</td>\n", " <td>398</td>\n", " <td>6.63</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>4</td>\n", " <td>1.021</td>\n", " <td>5.53</td>\n", " <td>874</td>\n", " <td>17.8</td>\n", " <td>385</td>\n", " <td>2.21</td>\n", " <td>1</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " id gravity ph osmo cond urea calc target\n", "0 0 1.013 6.19 443 14.8 124 1.45 0\n", "1 1 1.025 5.40 703 23.6 394 4.18 0\n", "2 2 1.009 6.13 371 24.5 159 9.04 0\n", "3 3 1.021 4.91 442 20.8 398 6.63 1\n", "4 4 1.021 5.53 874 17.8 385 2.21 1" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_train =pd.read_csv('/kaggle/input/playground-series-s3e12/train.csv')\n", "data_train.head()" ] }, { "cell_type": "code", "execution_count": 4, "id": "7e75b232", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:05:00.730109Z", "iopub.status.busy": "2023-04-28T08:05:00.729373Z", "iopub.status.idle": "2023-04-28T08:05:00.760929Z", "shell.execute_reply": "2023-04-28T08:05:00.759604Z" }, "papermill": { "duration": 0.041243, "end_time": "2023-04-28T08:05:00.763631", "exception": false, "start_time": "2023-04-28T08:05:00.722388", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 276 entries, 0 to 275\n", "Data columns (total 7 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 id 276 non-null int64 \n", " 1 gravity 276 non-null float64\n", " 2 ph 276 non-null float64\n", " 3 osmo 276 non-null int64 \n", " 4 cond 276 non-null float64\n", " 5 urea 276 non-null int64 \n", " 6 calc 276 non-null float64\n", "dtypes: float64(4), int64(3)\n", "memory usage: 15.2 KB\n" ] } ], "source": [ "data_test = pd.read_csv('/kaggle/input/playground-series-s3e12/test.csv')\n", "data_test.info()" ] }, { "cell_type": "code", "execution_count": 5, "id": "99dbf829", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:05:00.777118Z", "iopub.status.busy": "2023-04-28T08:05:00.776702Z", "iopub.status.idle": "2023-04-28T08:05:00.795672Z", "shell.execute_reply": 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1.022 \n", "ph 414.0 5.955459 0.642260 4.760 5.530 5.740 6.280 \n", "osmo 414.0 651.545894 234.676567 187.000 455.250 679.500 840.000 \n", "cond 414.0 21.437923 7.514750 5.100 15.500 22.200 27.600 \n", "urea 414.0 278.657005 136.442249 10.000 170.000 277.000 385.000 \n", "calc 414.0 4.114638 3.217641 0.170 1.450 3.130 6.630 \n", "target 414.0 0.444444 0.497505 0.000 0.000 0.000 1.000 \n", "\n", " max \n", "id 413.00 \n", "gravity 1.04 \n", "ph 7.94 \n", "osmo 1236.00 \n", "cond 38.00 \n", "urea 620.00 \n", "calc 14.34 \n", "target 1.00 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_train.describe().T" ] }, { "cell_type": "code", "execution_count": 8, "id": "8333b4e9", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:05:00.903420Z", "iopub.status.busy": "2023-04-28T08:05:00.902975Z", "iopub.status.idle": "2023-04-28T08:05:01.479764Z", "shell.execute_reply": "2023-04-28T08:05:01.478604Z" }, "papermill": { "duration": 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"text/plain": [ "<Figure size 640x480 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(data_train.corr(), annot=True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "699e54f9", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:05:01.500141Z", "iopub.status.busy": "2023-04-28T08:05:01.499070Z", "iopub.status.idle": "2023-04-28T08:05:03.010143Z", "shell.execute_reply": "2023-04-28T08:05:03.008811Z" }, "papermill": { "duration": 1.522819, "end_time": "2023-04-28T08:05:03.013054", "exception": false, "start_time": "2023-04-28T08:05:01.490235", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 1500x1000 with 9 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_train.hist(bins=25, figsize=(15,10))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "id": "200e7b49", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:05:03.032279Z", "iopub.status.busy": "2023-04-28T08:05:03.031239Z", "iopub.status.idle": "2023-04-28T08:05:16.022094Z", "shell.execute_reply": "2023-04-28T08:05:16.018313Z" }, "papermill": { "duration": 13.025675, "end_time": "2023-04-28T08:05:16.047185", "exception": false, "start_time": "2023-04-28T08:05:03.021510", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1808.88x1750 with 56 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(data_train, hue='target')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "id": "d75db0ca", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:05:16.113279Z", "iopub.status.busy": "2023-04-28T08:05:16.112066Z", "iopub.status.idle": "2023-04-28T08:05:16.120378Z", "shell.execute_reply": "2023-04-28T08:05:16.119324Z" }, "papermill": { "duration": 0.044176, "end_time": "2023-04-28T08:05:16.123085", "exception": false, "start_time": "2023-04-28T08:05:16.078909", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "features = data_train.drop(['target','id'], axis=1)\n", "target = data_train.target\n", "X_test = data_test.drop('id', axis=1)" ] }, { "cell_type": "code", "execution_count": 12, "id": "ae9e01a6", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:05:16.186356Z", "iopub.status.busy": "2023-04-28T08:05:16.185894Z", "iopub.status.idle": "2023-04-28T08:05:16.196898Z", "shell.execute_reply": "2023-04-28T08:05:16.195979Z" }, "papermill": { "duration": 0.04486, "end_time": "2023-04-28T08:05:16.199105", "exception": false, "start_time": "2023-04-28T08:05:16.154245", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "((310, 6), (104, 6), (310,), (104,))" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train, X_valid, y_train, y_valid = train_test_split(features, target, random_state=13)\n", "X_train.shape, X_valid.shape, y_train.shape, y_valid.shape" ] }, { "cell_type": "code", "execution_count": 13, "id": "628fde1c", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:05:16.263608Z", "iopub.status.busy": "2023-04-28T08:05:16.262812Z", "iopub.status.idle": "2023-04-28T08:05:27.021807Z", "shell.execute_reply": "2023-04-28T08:05:27.020583Z" }, "papermill": { "duration": 10.794995, "end_time": "2023-04-28T08:05:27.024720", "exception": false, "start_time": "2023-04-28T08:05:16.229725", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'tree__max_depth': 2, 'tree__min_samples_leaf': 5, 'tree__min_samples_split': 2} 0.7323049001814882\n", "Accuracy: 0.7019230769230769\n", "F1_score: 0.6804123711340206\n" ] } ], "source": [ "#Tree\n", "# Parameters\n", "param_grid = {'tree__max_depth': range(2,11,1),\n", " 'tree__min_samples_leaf': range(2,11,1),\n", " 'tree__min_samples_split': range(2,5,1)}\n", "\n", "# Create a decision tree classifier\n", "pipe = Pipeline([('scaler', StandardScaler()), ('tree', DecisionTreeClassifier(random_state=13))])\n", "\n", "# Create the grid search object\n", "grid_search = GridSearchCV(pipe, param_grid, cv=5, scoring='f1')\n", "\n", "# Fit the grid search to the data\n", "grid_search.fit(X_train, y_train)\n", " \n", "# Print the best parameters found\n", "print(grid_search.best_params_, grid_search.best_score_)\n", "\n", "model_dt = grid_search.best_estimator_\n", "predicted_valid = model_dt.predict(X_valid)\n", "print('Accuracy:',accuracy_score(y_valid, predicted_valid))\n", "print('F1_score:',f1_score(y_valid, predicted_valid))" ] }, { "cell_type": "code", "execution_count": 14, "id": "daec28a3", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:05:27.089052Z", "iopub.status.busy": "2023-04-28T08:05:27.088633Z", "iopub.status.idle": "2023-04-28T08:05:27.513970Z", "shell.execute_reply": "2023-04-28T08:05:27.512535Z" }, "papermill": { "duration": 0.461325, "end_time": "2023-04-28T08:05:27.517054", "exception": false, "start_time": "2023-04-28T08:05:27.055729", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_tree(model_dt['tree'], filled=True, feature_names=X_train.columns)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "id": "acbc9133", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:05:27.583814Z", "iopub.status.busy": "2023-04-28T08:05:27.582619Z", "iopub.status.idle": "2023-04-28T08:05:27.856464Z", "shell.execute_reply": "2023-04-28T08:05:27.855481Z" }, "papermill": { "duration": 0.309385, "end_time": "2023-04-28T08:05:27.859005", "exception": false, "start_time": "2023-04-28T08:05:27.549620", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1000x600 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imp_dt = pd.DataFrame(model_dt['tree'].feature_importances_, index=X_train.columns, columns=['importances'])\n", "ax = imp_dt.sort_values('importances').plot(kind='barh', figsize=(10, 6), grid=True)\n", "ax.bar_label(ax.containers[0])\n", "plt.title('Most important features')\n", "plt.xlabel('feature importances')\n", "plt.ylabel('feature')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "id": "655fe1b1", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:05:27.927161Z", "iopub.status.busy": "2023-04-28T08:05:27.926524Z", "iopub.status.idle": "2023-04-28T08:05:28.209550Z", "shell.execute_reply": "2023-04-28T08:05:28.208442Z" }, "papermill": { "duration": 0.321307, "end_time": "2023-04-28T08:05:28.213998", "exception": false, "start_time": "2023-04-28T08:05:27.892691", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1000x1000 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AUC: 0.7733255903987611\n" ] } ], "source": [ "\n", "probabilities_valid = model_dt.predict_proba(X_valid)\n", "probabilities_one_valid = probabilities_valid[:, 1]\n", "\n", "fpr, tpr, thresholds = roc_curve(y_valid, probabilities_one_valid) \n", "\n", "plt.figure(figsize=(10, 10))\n", "plt.plot(fpr, tpr, linestyle='-')\n", "plt.plot([0, 1], [0, 1], linestyle='--')\n", "plt.xlim([0.0, 1.0])\n", "plt.ylim([0.0, 1.0])\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", "plt.title('ROC-curve')\n", "plt.grid(visible=True)\n", "plt.show()\n", "\n", "auc_roc = roc_auc_score (y_valid, probabilities_one_valid)\n", "\n", "print(\"AUC:\", auc_roc)" ] }, { "cell_type": "markdown", "id": "e347357c", "metadata": { "papermill": { "duration": 0.032149, "end_time": "2023-04-28T08:05:28.280975", "exception": false, "start_time": "2023-04-28T08:05:28.248826", "status": "completed" }, "tags": [] }, "source": [ "TEST" ] }, { "cell_type": "code", "execution_count": 17, "id": "c7035c69", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:05:28.347816Z", "iopub.status.busy": "2023-04-28T08:05:28.347417Z", "iopub.status.idle": "2023-04-28T08:05:28.355883Z", "shell.execute_reply": "2023-04-28T08:05:28.354697Z" }, "papermill": { "duration": 0.044958, "end_time": "2023-04-28T08:05:28.358476", "exception": false, "start_time": "2023-04-28T08:05:28.313518", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "predict_test = model_dt.predict_proba(X_test)[:,1]" ] }, { "cell_type": "code", "execution_count": 18, "id": "a0d402ef", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:05:28.427105Z", "iopub.status.busy": "2023-04-28T08:05:28.425989Z", "iopub.status.idle": "2023-04-28T08:05:28.432082Z", "shell.execute_reply": "2023-04-28T08:05:28.430773Z" }, "papermill": { "duration": 0.043006, "end_time": "2023-04-28T08:05:28.434774", "exception": false, "start_time": "2023-04-28T08:05:28.391768", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "data_submit.target = predict_test" ] }, { "cell_type": "code", "execution_count": 19, "id": "5d1a9428", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:05:28.502378Z", "iopub.status.busy": "2023-04-28T08:05:28.501441Z", "iopub.status.idle": "2023-04-28T08:05:28.513433Z", "shell.execute_reply": "2023-04-28T08:05:28.512125Z" }, "papermill": { "duration": 0.048979, "end_time": "2023-04-28T08:05:28.516267", "exception": false, "start_time": "2023-04-28T08:05:28.467288", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "data_submit.to_csv('submission.csv', index=False)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 41.482552, "end_time": "2023-04-28T08:05:29.573663", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T08:04:48.091111", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/542/127542935.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "697c5ce3", "metadata": { "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", "execution": { "iopub.execute_input": "2023-04-28T08:06:42.458126Z", "iopub.status.busy": "2023-04-28T08:06:42.457655Z", "iopub.status.idle": "2023-04-28T08:06:42.471603Z", "shell.execute_reply": "2023-04-28T08:06:42.470115Z" }, "papermill": { "duration": 0.030179, "end_time": "2023-04-28T08:06:42.474430", "exception": false, "start_time": "2023-04-28T08:06:42.444251", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/kaggle/input/nlp-getting-started/sample_submission.csv\n", "/kaggle/input/nlp-getting-started/train.csv\n", "/kaggle/input/nlp-getting-started/test.csv\n" ] } ], "source": [ "import os\n", "for dirname, _, filenames in os.walk('/kaggle/input'):\n", " for filename in filenames:\n", " print(os.path.join(dirname, filename))\n", "\n", "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n", "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session" ] }, { "cell_type": "markdown", "id": "f8f2a001", "metadata": { "papermill": { "duration": 0.009461, "end_time": "2023-04-28T08:06:42.494023", "exception": false, "start_time": "2023-04-28T08:06:42.484562", "status": "completed" }, "tags": [] }, "source": [ "# Reference\n", "\n", "## Kaggle Notebook on \"Twitter Disaster\"(Please help to upvote below Notebooks)\n", "\n", "* [Disaster Tweets NLP: EDA & BERT With Transformers](https://www.kaggle.com/code/datafan07/disaster-tweets-nlp-eda-bert-with-transformers)\n", "\n", "* [NLP with Disaster Tweets - EDA, Cleaning and BERT](https://www.kaggle.com/code/gunesevitan/nlp-with-disaster-tweets-eda-cleaning-and-bert) --- 1st copy\n", "\n", " Terms:\n", " * Class distributions are 57% for 0 (Not Disaster) and 43% for 1 (Disaster). Classes are almost equally separated so they don't require any **stratification by target in cross-validation**.\n", "\n", "## Discussions\n", "\n", "* [Best NLP Kernels For Beginners](https://www.kaggle.com/competitions/nlp-getting-started/discussion/134890#appreciation)" ] }, { "cell_type": "markdown", "id": "eef8babc", "metadata": { "papermill": { "duration": 0.009319, "end_time": "2023-04-28T08:06:42.513576", "exception": false, "start_time": "2023-04-28T08:06:42.504257", "status": "completed" }, "tags": [] }, "source": [ "# Questions" ] }, { "cell_type": "markdown", "id": "13a31ace", "metadata": { "papermill": { "duration": 0.010714, "end_time": "2023-04-28T08:06:42.533834", "exception": false, "start_time": "2023-04-28T08:06:42.523120", "status": "completed" }, "tags": [] }, "source": [ "* Q1: in \"cleaning text step 5\", what is \"speech tags\"?\n", "\n", " * [An introduction to part-of-speech tagging and the Hidden Markov Model](https://www.freecodecamp.org/news/an-introduction-to-part-of-speech-tagging-and-the-hidden-markov-model-953d45338f24/)\n", " \n", " * [词性标注(Part-of-Speech Tagging),HMM](https://zhuanlan.zhihu.com/p/60531442)\n", "\n", "* Q2: What is \"wordnet\" and \"wordnet format\"?\n", "\n", " * [【Python&NLP】关于WordNet，我的一些用法和思路（一）](https://zhuanlan.zhihu.com/p/26461511)\n", "\n", "* Q3：" ] }, { "cell_type": "markdown", "id": "b7261aa2", "metadata": { "papermill": { "duration": 0.009489, "end_time": "2023-04-28T08:06:42.553027", "exception": false, "start_time": "2023-04-28T08:06:42.543538", "status": "completed" }, "tags": [] }, "source": [ "## 1. Check The Missing Values" ] }, { "cell_type": "code", "execution_count": 2, "id": "042d6715", "metadata": { "_kg_hide-output": true, "execution": { "iopub.execute_input": "2023-04-28T08:06:42.574058Z", "iopub.status.busy": "2023-04-28T08:06:42.573654Z", "iopub.status.idle": "2023-04-28T08:06:44.377849Z", "shell.execute_reply": "2023-04-28T08:06:44.376063Z" }, "papermill": { "duration": 1.818011, "end_time": "2023-04-28T08:06:44.380669", "exception": false, "start_time": "2023-04-28T08:06:42.562658", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[nltk_data] Downloading package stopwords to /usr/share/nltk_data...\n", "[nltk_data] Package stopwords is already up-to-date!\n", "[nltk_data] Downloading package punkt to /usr/share/nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n", "[nltk_data] Downloading package averaged_perceptron_tagger to\n", "[nltk_data] /usr/share/nltk_data...\n", "[nltk_data] Package averaged_perceptron_tagger is already up-to-\n", "[nltk_data] date!\n", "[nltk_data] Downloading package wordnet to /usr/share/nltk_data...\n", "[nltk_data] Package wordnet is already up-to-date!\n" ] } ], "source": [ "import numpy as np # linear algebra\n", "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", "\n", "import re\n", "import string\n", "\n", "# Libraries for text preprocessing.\n", "\n", "import nltk\n", "nltk.download('stopwords')\n", "nltk.download('punkt')\n", "nltk.download('averaged_perceptron_tagger')\n", "nltk.download('wordnet')\n", "from nltk.corpus import stopwords, wordnet\n", "from nltk.stem import WordNetLemmatizer\n", "from nltk.tokenize import word_tokenize\n", "from nltk.probability import FreqDist" ] }, { "cell_type": "markdown", "id": "49390b32", "metadata": { "papermill": { "duration": 0.009588, "end_time": "2023-04-28T08:06:44.400042", "exception": false, "start_time": "2023-04-28T08:06:44.390454", "status": "completed" }, "tags": [] }, "source": [ "Here it is found that, in both *Training* and *Test* datasets:\n", "\n", "1. The size of Training dataset is 7613, while the Test dataset is 3263\n", "\n", "2. About the missing value:\n", "\n", " * 0.8% of `keyword` is missing in both training and test set\n", " \n", " * 33% of `location` is missing in both training and test set\n", "\n", " Conclusion:\n", "\n", " * 1/3 of the `location` is missing, whild only 0.8% of the `keyword` is missing\n", " \n", " * Train and test dataset most probably taken from the same sample, the ratio of missing values in both are almost the same\n", " \n", "4. The Cardinality：\n", "\n", " * Unique numbers of keywords in both training and test dataset are 222, and it is a small portion of the dataset\n", " \n", " * Unique numbers of Location is training dataset is: 3342, the test dataset is 1603, there are only 423 common unique `location` in both datasets\n", " \n", " Conclusion:\n", " \n", " * Locations are not automatically generated, they are user inputs. That's why location is very dirty and there are too many unique values in it. It shouldn't be used as a feature.\n", "\n", " * Fortunately, there is signal in keyword because some of those words can only be used in one context. Keywords have very different tweet counts and target means. keyword can be used as a feature by itself or as a word added to the text. Every single keyword in training set exists in test set. If training and test set are from the same sample, it is also possible to use target encoding on keyword.\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "09eae2fe", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:44.421269Z", "iopub.status.busy": "2023-04-28T08:06:44.420861Z", "iopub.status.idle": "2023-04-28T08:06:44.498945Z", "shell.execute_reply": "2023-04-28T08:06:44.497429Z" }, "papermill": { "duration": 0.092001, "end_time": "2023-04-28T08:06:44.501817", "exception": false, "start_time": "2023-04-28T08:06:44.409816", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# The maximum value of colum `id` is 10873, that's why we use `np.int16`\n", "# `target` is either 0 or 1, `np.int8` is the best data type for it\n", "train_df = pd.read_csv(\"/kaggle/input/nlp-getting-started/train.csv\", encoding=\"latin-1\", dtype={'id': np.int16, 'target': np.int8})\n", "test_df = pd.read_csv(\"/kaggle/input/nlp-getting-started/test.csv\", encoding=\"latin-1\", dtype={'id': np.int16})" ] }, { "cell_type": "code", "execution_count": 4, "id": "1fbff5cb", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:44.523608Z", "iopub.status.busy": "2023-04-28T08:06:44.523195Z", "iopub.status.idle": "2023-04-28T08:06:44.530163Z", "shell.execute_reply": "2023-04-28T08:06:44.528647Z" }, "papermill": { "duration": 0.020511, "end_time": "2023-04-28T08:06:44.532564", "exception": false, "start_time": "2023-04-28T08:06:44.512053", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The training dataset size is: 7613 \n", " while the test dataset is 3263\n" ] } ], "source": [ "train_total_row, _ = train_df.shape\n", "test_total_row, _ = test_df.shape\n", "print(f\"The training dataset size is: {train_total_row} \\n while the test dataset is {test_total_row}\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "17ca8119", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:44.554575Z", "iopub.status.busy": "2023-04-28T08:06:44.554164Z", "iopub.status.idle": "2023-04-28T08:06:44.583467Z", "shell.execute_reply": "2023-04-28T08:06:44.581791Z" }, "papermill": { "duration": 0.043776, "end_time": "2023-04-28T08:06:44.586480", "exception": false, "start_time": "2023-04-28T08:06:44.542704", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>keyword</th>\n", " <th>location</th>\n", " <th>text</th>\n", " <th>target</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>1</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Our Deeds are the Reason of this #earthquake M...</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>4</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Forest fire near La Ronge Sask. Canada</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>5</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>All residents asked to 'shelter in place' are ...</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>6</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>13,000 people receive #wildfires evacuation or...</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>7</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Just got sent this photo from Ruby #Alaska as ...</td>\n", " <td>1</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " id keyword location text \\\n", "0 1 NaN NaN Our Deeds are the Reason of this #earthquake M... \n", "1 4 NaN NaN Forest fire near La Ronge Sask. Canada \n", "2 5 NaN NaN All residents asked to 'shelter in place' are ... \n", "3 6 NaN NaN 13,000 people receive #wildfires evacuation or... \n", "4 7 NaN NaN Just got sent this photo from Ruby #Alaska as ... \n", "\n", " target \n", "0 1 \n", "1 1 \n", "2 1 \n", "3 1 \n", "4 1 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df.head()" ] }, { "cell_type": "code", "execution_count": 6, "id": "f3d0fca9", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:44.610287Z", "iopub.status.busy": "2023-04-28T08:06:44.609411Z", "iopub.status.idle": "2023-04-28T08:06:44.622692Z", "shell.execute_reply": "2023-04-28T08:06:44.621411Z" }, "papermill": { "duration": 0.028267, "end_time": "2023-04-28T08:06:44.625460", "exception": false, "start_time": "2023-04-28T08:06:44.597193", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>keyword</th>\n", " <th>location</th>\n", " <th>text</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Just happened a terrible car crash</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Heard about #earthquake is different cities, s...</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>3</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>there is a forest fire at spot pond, geese are...</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>9</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Apocalypse lighting. #Spokane #wildfires</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>11</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Typhoon Soudelor kills 28 in China and Taiwan</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " id keyword location text\n", "0 0 NaN NaN Just happened a terrible car crash\n", "1 2 NaN NaN Heard about #earthquake is different cities, s...\n", "2 3 NaN NaN there is a forest fire at spot pond, geese are...\n", "3 9 NaN NaN Apocalypse lighting. #Spokane #wildfires\n", "4 11 NaN NaN Typhoon Soudelor kills 28 in China and Taiwan" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_df.head()" ] }, { "cell_type": "code", "execution_count": 7, "id": "91593b58", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:44.648800Z", "iopub.status.busy": "2023-04-28T08:06:44.647896Z", "iopub.status.idle": "2023-04-28T08:06:44.659139Z", "shell.execute_reply": "2023-04-28T08:06:44.657634Z" }, "papermill": { "duration": 0.025651, "end_time": "2023-04-28T08:06:44.661667", "exception": false, "start_time": "2023-04-28T08:06:44.636016", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Maximum valuie of column `id` in train data: 10873\n", "Maximum valuie of column `id` in test data: 10875\n" ] } ], "source": [ "print(f\"Maximum valuie of column `id` in train data: {max(train_df.id)}\")\n", "print(f\"Maximum valuie of column `id` in test data: {max(test_df.id)}\")" ] }, { "cell_type": "code", "execution_count": 8, "id": "1f864326", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:44.684785Z", "iopub.status.busy": "2023-04-28T08:06:44.684032Z", "iopub.status.idle": "2023-04-28T08:06:44.701665Z", "shell.execute_reply": "2023-04-28T08:06:44.700178Z" }, "papermill": { "duration": 0.031988, "end_time": "2023-04-28T08:06:44.704080", "exception": false, "start_time": "2023-04-28T08:06:44.672092", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 7613 rows totally!\n", "\n", "There are 33.27% missed rows of column `location` missing！\n", "There are 0.80% missed rows of column `keyword` missing！\n", "There are 0.00% missed rows of column `id` missing！\n", "There are 0.00% missed rows of column `text` missing！\n" ] } ], "source": [ "total_row, _ = train_df.shape\n", "\n", "print(f\"There are {total_row} rows totally!\\n\")\n", "\n", "ratio_missed_loc = len(train_df[train_df.location.isnull()]) / total_row * 100\n", "ratio_missed_kw = len(train_df[train_df.keyword.isnull()]) / total_row * 100\n", "ratio_missed_id = len(train_df[train_df.id.isnull()]) / total_row * 100\n", "ratio_missed_text = len(train_df[train_df.text.isnull()]) / total_row * 100\n", "\n", "print(f\"There are {ratio_missed_loc:.2f}% missed rows of column `location` missing！\")\n", "print(f\"There are {ratio_missed_kw:.2f}% missed rows of column `keyword` missing！\")\n", "print(f\"There are {ratio_missed_id:.2f}% missed rows of column `id` missing！\")\n", "print(f\"There are {ratio_missed_text:.2f}% missed rows of column `text` missing！\")" ] }, { "cell_type": "code", "execution_count": 9, "id": "16d02b89", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:44.727812Z", "iopub.status.busy": "2023-04-28T08:06:44.727001Z", "iopub.status.idle": "2023-04-28T08:06:44.738350Z", "shell.execute_reply": "2023-04-28T08:06:44.736910Z" }, "papermill": { "duration": 0.026012, "end_time": "2023-04-28T08:06:44.740932", "exception": false, "start_time": "2023-04-28T08:06:44.714920", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 33.86% missed rows of column `location` missing！\n", "There are 0.80% missed rows of column `keyword` missing！\n", "There are 0.00% missed rows of column `id` missing！\n", "There are 0.00% missed rows of column `text` missing！\n" ] } ], "source": [ "ratio_missed_loc = len(test_df[test_df.location.isnull()]) / test_total_row * 100\n", "ratio_missed_kw = len(test_df[test_df.keyword.isnull()]) / test_total_row * 100\n", "ratio_missed_id = len(test_df[test_df.id.isnull()]) / test_total_row * 100\n", "ratio_missed_text = len(test_df[test_df.text.isnull()]) / test_total_row * 100\n", "\n", "print(f\"There are {ratio_missed_loc:.2f}% missed rows of column `location` missing！\")\n", "print(f\"There are {ratio_missed_kw:.2f}% missed rows of column `keyword` missing！\")\n", "print(f\"There are {ratio_missed_id:.2f}% missed rows of column `id` missing！\")\n", "print(f\"There are {ratio_missed_text:.2f}% missed rows of column `text` missing！\")" ] }, { "cell_type": "code", "execution_count": 10, "id": "f138e3a2", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:44.763955Z", "iopub.status.busy": "2023-04-28T08:06:44.763197Z", "iopub.status.idle": "2023-04-28T08:06:44.778346Z", "shell.execute_reply": "2023-04-28T08:06:44.777035Z" }, "papermill": { "duration": 0.029712, "end_time": "2023-04-28T08:06:44.781081", "exception": false, "start_time": "2023-04-28T08:06:44.751369", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array([1, 0], dtype=int8)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df.target.unique()" ] }, { "cell_type": "code", "execution_count": 11, "id": "5387d7b2", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:44.803865Z", "iopub.status.busy": "2023-04-28T08:06:44.803461Z", "iopub.status.idle": "2023-04-28T08:06:44.814762Z", "shell.execute_reply": "2023-04-28T08:06:44.813308Z" }, "papermill": { "duration": 0.026045, "end_time": "2023-04-28T08:06:44.817696", "exception": false, "start_time": "2023-04-28T08:06:44.791651", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 222 unique `keywords`, which is 2.92% total training dataset.\n", "There are 222 unique `keywords`, which is 6.80% total test dataset.\n" ] }, { "data": { "text/plain": [ "True" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_unique_keywords = train_df.keyword.unique()\n", "percentage = len(train_unique_keywords) / train_total_row * 100\n", "print(f\"There are {len(train_unique_keywords) } unique `keywords`, which is {percentage:.2f}% total training dataset.\")\n", "\n", "test_unique_keywords = test_df.keyword.unique()\n", "percentage = len(test_unique_keywords) / test_total_row * 100\n", "print(f\"There are {len(test_unique_keywords)} unique `keywords`, which is {percentage:.2f}% total test dataset.\")\n", "\n", "set(train_unique_keywords) == set(test_unique_keywords)" ] }, { "cell_type": "code", "execution_count": 12, "id": "2a41b59c", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:44.841540Z", "iopub.status.busy": "2023-04-28T08:06:44.840600Z", "iopub.status.idle": "2023-04-28T08:06:44.851337Z", "shell.execute_reply": "2023-04-28T08:06:44.849932Z" }, "papermill": { "duration": 0.025582, "end_time": "2023-04-28T08:06:44.854030", "exception": false, "start_time": "2023-04-28T08:06:44.828448", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 3342 unique `location`, which is 43.90% total training dataset.\n", "There are 1603 unique `location`, which is 49.13% total test dataset.\n", "The common numbers of unique locations in train and set are: 423\n" ] } ], "source": [ "train_unique_location = train_df.location.unique()\n", "percentage = len(train_unique_location) / train_total_row * 100\n", "print(f\"There are {len(train_unique_location)} unique `location`, which is {percentage:.2f}% total training dataset.\")\n", "\n", "test_unique_location = test_df.location.unique()\n", "percentage = len(test_unique_location) / test_total_row * 100\n", "print(f\"There are {len(test_unique_location)} unique `location`, which is {percentage:.2f}% total test dataset.\")\n", "\n", "print(f\"The common numbers of unique locations in train and set are: {len(set(train_unique_location) & set(test_unique_location))}\")" ] }, { "cell_type": "code", "execution_count": 13, "id": "5e326f3d", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:44.878280Z", "iopub.status.busy": "2023-04-28T08:06:44.877853Z", "iopub.status.idle": "2023-04-28T08:06:44.904896Z", "shell.execute_reply": "2023-04-28T08:06:44.903813Z" }, "papermill": { "duration": 0.042321, "end_time": "2023-04-28T08:06:44.907567", "exception": false, "start_time": "2023-04-28T08:06:44.865246", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "df_mislabeled = train_df.groupby(['text']).nunique().sort_values(by='target', ascending=False)" ] }, { "cell_type": "code", "execution_count": 14, "id": "81c58872", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:44.931873Z", "iopub.status.busy": "2023-04-28T08:06:44.931126Z", "iopub.status.idle": "2023-04-28T08:06:44.945690Z", "shell.execute_reply": "2023-04-28T08:06:44.944436Z" }, "papermill": { "duration": 0.029822, "end_time": "2023-04-28T08:06:44.948384", "exception": false, "start_time": "2023-04-28T08:06:44.918562", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>keyword</th>\n", " <th>location</th>\n", " <th>target</th>\n", " </tr>\n", " <tr>\n", " <th>text</th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>like for the music video I want some real action shit like burning buildings and police chases not some weak ben winston shit</th>\n", " <td>2</td>\n", " <td>2</td>\n", " <td>1</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>Hellfire! We don‰Ûªt even want to think about it or mention it so let‰Ûªs not do anything that leads to it #islam!</th>\n", " <td>2</td>\n", " <td>1</td>\n", " <td>1</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>The Prophet (peace be upon him) said 'Save yourself from Hellfire even if it is by giving half a date in charity.'</th>\n", " <td>6</td>\n", " <td>1</td>\n", " <td>1</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>In #islam saving a person is equal in reward to saving all humans! Islam is the opposite of terrorism!</th>\n", " <td>2</td>\n", " <td>1</td>\n", " <td>2</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>To fight bioterrorism sir.</th>\n", " <td>4</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>Who is bringing the tornadoes and floods. Who is bringing the climate change. God is after America He is plaguing her\\n \\n#FARRAKHAN #QUOTE</th>\n", " <td>3</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>#foodscare #offers2go #NestleIndia slips into loss after #Magginoodle #ban unsafe and hazardous for #humanconsumption</th>\n", " <td>3</td>\n", " <td>1</td>\n", " <td>2</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>#Allah describes piling up #wealth thinking it would last #forever as the description of the people of #Hellfire in Surah Humaza. #Reflect</th>\n", " <td>3</td>\n", " <td>1</td>\n", " <td>3</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>He came to a land which was engulfed in tribal war and turned it into a land of peace i.e. Madinah. #ProphetMuhammad #islam</th>\n", " <td>6</td>\n", " <td>1</td>\n", " <td>2</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>RT NotExplained: The only known image of infamous hijacker D.B. Cooper. http://t.co/JlzK2HdeTG</th>\n", " <td>2</td>\n", " <td>1</td>\n", " <td>1</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>Hellfire is surrounded by desires so be careful and don‰Ûªt let your desires control you! #Afterlife</th>\n", " <td>3</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>CLEARED:incident with injury:I-495 inner loop Exit 31 - MD 97/Georgia Ave Silver Spring</th>\n", " <td>3</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>Mmmmmm I'm burning.... I'm burning buildings I'm building.... Oooooohhhh oooh ooh...</th>\n", " <td>2</td>\n", " <td>2</td>\n", " <td>1</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>wowo--=== 12000 Nigerian refugees repatriated from Cameroon</th>\n", " <td>2</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>.POTUS #StrategicPatience is a strategy for #Genocide; refugees; IDP Internally displaced people; horror; etc. https://t.co/rqWuoy1fm4</th>\n", " <td>4</td>\n", " <td>1</td>\n", " <td>1</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>Caution: breathing may be hazardous to your health.</th>\n", " <td>2</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>I Pledge Allegiance To The P.O.P.E. And The Burning Buildings of Epic City. ??????</th>\n", " <td>2</td>\n", " <td>2</td>\n", " <td>1</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>that horrible sinking feeling when you‰Ûªve been at home on your phone for a while and you realise its been on 3G this whole time</th>\n", " <td>4</td>\n", " <td>1</td>\n", " <td>2</td>\n", " <td>2</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " id keyword location \\\n", "text \n", "like for the music video I want some real actio... 2 2 1 \n", "Hellfire! We don‰Ûªt even want to think abou... 2 1 1 \n", "The Prophet (peace be upon him) said 'Save your... 6 1 1 \n", "In #islam saving a person is equal in reward to... 2 1 2 \n", "To fight bioterrorism sir. 4 1 0 \n", "Who is bringing the tornadoes and floods. Who i... 3 1 0 \n", "#foodscare #offers2go #NestleIndia slips into l... 3 1 2 \n", "#Allah describes piling up #wealth thinking it ... 3 1 3 \n", "He came to a land which was engulfed in tribal ... 6 1 2 \n", "RT NotExplained: The only known image of infamo... 2 1 1 \n", "Hellfire is surrounded by desires so be careful... 3 1 0 \n", "CLEARED:incident with injury:I-495 inner loop ... 3 1 0 \n", "Mmmmmm I'm burning.... I'm burning buildings I'... 2 2 1 \n", "wowo--=== 12000 Nigerian refugees repatriated f... 2 1 0 \n", ".POTUS #StrategicPatience is a strategy for #Ge... 4 1 1 \n", "Caution: breathing may be hazardous to your hea... 2 1 0 \n", "I Pledge Allegiance To The P.O.P.E. And The Bur... 2 2 1 \n", "that horrible sinking feeling when you‰Ûªve ... 4 1 2 \n", "\n", " target \n", "text \n", "like for the music video I want some real actio... 2 \n", "Hellfire! We don‰Ûªt even want to think abou... 2 \n", "The Prophet (peace be upon him) said 'Save your... 2 \n", "In #islam saving a person is equal in reward to... 2 \n", "To fight bioterrorism sir. 2 \n", "Who is bringing the tornadoes and floods. Who i... 2 \n", "#foodscare #offers2go #NestleIndia slips into l... 2 \n", "#Allah describes piling up #wealth thinking it ... 2 \n", "He came to a land which was engulfed in tribal ... 2 \n", "RT NotExplained: The only known image of infamo... 2 \n", "Hellfire is surrounded by desires so be careful... 2 \n", "CLEARED:incident with injury:I-495 inner loop ... 2 \n", "Mmmmmm I'm burning.... I'm burning buildings I'... 2 \n", "wowo--=== 12000 Nigerian refugees repatriated f... 2 \n", ".POTUS #StrategicPatience is a strategy for #Ge... 2 \n", "Caution: breathing may be hazardous to your hea... 2 \n", "I Pledge Allegiance To The P.O.P.E. And The Bur... 2 \n", "that horrible sinking feeling when you‰Ûªve ... 2 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_mislabeled.loc[df_mislabeled.target > 1]" ] }, { "cell_type": "code", "execution_count": 15, "id": "1b516395", "metadata": { "_kg_hide-output": true, "execution": { "iopub.execute_input": "2023-04-28T08:06:44.973177Z", "iopub.status.busy": "2023-04-28T08:06:44.972731Z", "iopub.status.idle": "2023-04-28T08:06:44.980063Z", "shell.execute_reply": "2023-04-28T08:06:44.979168Z" }, "papermill": { "duration": 0.022471, "end_time": "2023-04-28T08:06:44.982324", "exception": false, "start_time": "2023-04-28T08:06:44.959853", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "18" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(df_mislabeled.loc[df_mislabeled.target > 1])" ] }, { "cell_type": "markdown", "id": "9baef6d3", "metadata": { "papermill": { "duration": 0.013484, "end_time": "2023-04-28T08:06:45.007025", "exception": false, "start_time": "2023-04-28T08:06:44.993541", "status": "completed" }, "tags": [] }, "source": [ "## Cleaning Text\n", "\n", "The data cleaning text are:\n", "\n", " * Removed urls, emojis, html tags and punctuations,\n", "\n", " * Tokenized the tweet base texts,\n", "\n", " * Lower cased clean text,\n", "\n", " * Removed stopwords,\n", "\n", " * Applied part of speech tags,\n", "\n", " * Converted part of speeches to wordnet format,\n", "\n", " * Applying word lemmatizer,\n", "\n", " * Converted tokenized text to string again.\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "56579730", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:45.031623Z", "iopub.status.busy": "2023-04-28T08:06:45.031234Z", "iopub.status.idle": "2023-04-28T08:06:45.044856Z", "shell.execute_reply": "2023-04-28T08:06:45.043435Z" }, "papermill": { "duration": 0.029356, "end_time": "2023-04-28T08:06:45.047714", "exception": false, "start_time": "2023-04-28T08:06:45.018358", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>keyword</th>\n", " <th>location</th>\n", " <th>text</th>\n", " <th>target</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>1</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Our Deeds are the Reason of this #earthquake M...</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>4</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Forest fire near La Ronge Sask. Canada</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>5</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>All residents asked to 'shelter in place' are ...</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>6</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>13,000 people receive #wildfires evacuation or...</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>7</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Just got sent this photo from Ruby #Alaska as ...</td>\n", " <td>1</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " id keyword location text \\\n", "0 1 NaN NaN Our Deeds are the Reason of this #earthquake M... \n", "1 4 NaN NaN Forest fire near La Ronge Sask. Canada \n", "2 5 NaN NaN All residents asked to 'shelter in place' are ... \n", "3 6 NaN NaN 13,000 people receive #wildfires evacuation or... \n", "4 7 NaN NaN Just got sent this photo from Ruby #Alaska as ... \n", "\n", " target \n", "0 1 \n", "1 1 \n", "2 1 \n", "3 1 \n", "4 1 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df.head()" ] }, { "cell_type": "markdown", "id": "36b726e5", "metadata": { "papermill": { "duration": 0.01159, "end_time": "2023-04-28T08:06:45.071539", "exception": false, "start_time": "2023-04-28T08:06:45.059949", "status": "completed" }, "tags": [] }, "source": [ "### Step 1: Removed urls, emojis, html tags and punctuations" ] }, { "cell_type": "code", "execution_count": 17, "id": "e760bb2c", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:45.096903Z", "iopub.status.busy": "2023-04-28T08:06:45.096449Z", "iopub.status.idle": "2023-04-28T08:06:45.235941Z", "shell.execute_reply": "2023-04-28T08:06:45.234423Z" }, "papermill": { "duration": 0.155909, "end_time": "2023-04-28T08:06:45.238978", "exception": false, "start_time": "2023-04-28T08:06:45.083069", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Some basic helper functions to clean text by removing urls, emojis, html tags and punctuations.\n", "\n", "def remove_urls(text):\n", " url = re.compile(r'https?://\\S+|www\\.\\S+')\n", " return url.sub(r'', text)\n", "\n", "\n", "def remove_emojis(text):\n", " emoji_pattern = re.compile(\n", " '['\n", " u'\\U0001F600-\\U0001F64F' # emoticons\n", " u'\\U0001F300-\\U0001F5FF' # symbols & pictographs\n", " u'\\U0001F680-\\U0001F6FF' # transport & map symbols\n", " u'\\U0001F1E0-\\U0001F1FF' # flags (iOS)\n", " u'\\U00002702-\\U000027B0'\n", " u'\\U000024C2-\\U0001F251'\n", " ']+',\n", " flags=re.UNICODE)\n", " return emoji_pattern.sub(r'', text)\n", "\n", "\n", "def remove_html_tags(text):\n", " html = re.compile(r'<.*?>|&([a-z0-9]+|#[0-9]{1,6}|#x[0-9a-f]{1,6});')\n", " return re.sub(html, '', text)\n", "\n", "\n", "def remove_punctuations(text):\n", " table = str.maketrans('', '', string.punctuation)\n", " return text.translate(table)\n", "\n", "def clean_text(text):\n", " text = remove_urls(text)\n", " text = remove_emojis(text)\n", " text = remove_html_tags(text)\n", " text = remove_punctuations(text)\n", " return text\n", "\n", "# Applying helper functions\n", "train_df['text_clean'] = train_df['text'].apply(clean_text)" ] }, { "cell_type": "code", "execution_count": 18, "id": "d1c1711d", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:45.264543Z", "iopub.status.busy": "2023-04-28T08:06:45.263711Z", "iopub.status.idle": "2023-04-28T08:06:45.278470Z", "shell.execute_reply": "2023-04-28T08:06:45.276992Z" }, "papermill": { "duration": 0.030136, "end_time": "2023-04-28T08:06:45.280839", "exception": false, "start_time": "2023-04-28T08:06:45.250703", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>keyword</th>\n", " <th>location</th>\n", " <th>text</th>\n", " <th>target</th>\n", " <th>text_clean</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>1</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Our Deeds are the Reason of this #earthquake M...</td>\n", " <td>1</td>\n", " <td>Our Deeds are the Reason of this earthquake Ma...</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>4</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Forest fire near La Ronge Sask. Canada</td>\n", " <td>1</td>\n", " <td>Forest fire near La Ronge Sask Canada</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>5</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>All residents asked to 'shelter in place' are ...</td>\n", " <td>1</td>\n", " <td>All residents asked to shelter in place are be...</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>6</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>13,000 people receive #wildfires evacuation or...</td>\n", " <td>1</td>\n", " <td>13000 people receive wildfires evacuation orde...</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>7</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Just got sent this photo from Ruby #Alaska as ...</td>\n", " <td>1</td>\n", " <td>Just got sent this photo from Ruby Alaska as s...</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " id keyword location text \\\n", "0 1 NaN NaN Our Deeds are the Reason of this #earthquake M... \n", "1 4 NaN NaN Forest fire near La Ronge Sask. Canada \n", "2 5 NaN NaN All residents asked to 'shelter in place' are ... \n", "3 6 NaN NaN 13,000 people receive #wildfires evacuation or... \n", "4 7 NaN NaN Just got sent this photo from Ruby #Alaska as ... \n", "\n", " target text_clean \n", "0 1 Our Deeds are the Reason of this earthquake Ma... \n", "1 1 Forest fire near La Ronge Sask Canada \n", "2 1 All residents asked to shelter in place are be... \n", "3 1 13000 people receive wildfires evacuation orde... \n", "4 1 Just got sent this photo from Ruby Alaska as s... " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df.head()" ] }, { "cell_type": "code", "execution_count": 19, "id": "bed7ac63", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:45.306377Z", "iopub.status.busy": "2023-04-28T08:06:45.305945Z", "iopub.status.idle": "2023-04-28T08:06:45.313490Z", "shell.execute_reply": "2023-04-28T08:06:45.311424Z" }, "papermill": { "duration": 0.023261, "end_time": "2023-04-28T08:06:45.315958", "exception": false, "start_time": "2023-04-28T08:06:45.292697", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(7613, 6)\n", "(3263, 4)\n" ] } ], "source": [ "print(train_df.shape)\n", "print(test_df.shape)" ] }, { "cell_type": "code", "execution_count": 20, "id": "44732fcd", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:45.341438Z", "iopub.status.busy": "2023-04-28T08:06:45.340976Z", "iopub.status.idle": "2023-04-28T08:06:45.402156Z", "shell.execute_reply": "2023-04-28T08:06:45.400565Z" }, "papermill": { "duration": 0.077134, "end_time": "2023-04-28T08:06:45.404961", "exception": false, "start_time": "2023-04-28T08:06:45.327827", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "test_df['text_clean'] = test_df['text'].apply(clean_text)" ] }, { "cell_type": "code", "execution_count": 21, "id": "216d5589", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:45.431777Z", "iopub.status.busy": "2023-04-28T08:06:45.431358Z", "iopub.status.idle": "2023-04-28T08:06:45.444732Z", "shell.execute_reply": "2023-04-28T08:06:45.443759Z" }, "papermill": { "duration": 0.029207, "end_time": "2023-04-28T08:06:45.446966", "exception": false, "start_time": "2023-04-28T08:06:45.417759", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>keyword</th>\n", " <th>location</th>\n", " <th>text</th>\n", " <th>text_clean</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Just happened a terrible car crash</td>\n", " <td>Just happened a terrible car crash</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Heard about #earthquake is different cities, s...</td>\n", " <td>Heard about earthquake is different cities sta...</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>3</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>there is a forest fire at spot pond, geese are...</td>\n", " <td>there is a forest fire at spot pond geese are ...</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>9</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Apocalypse lighting. #Spokane #wildfires</td>\n", " <td>Apocalypse lighting Spokane wildfires</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>11</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Typhoon Soudelor kills 28 in China and Taiwan</td>\n", " <td>Typhoon Soudelor kills 28 in China and Taiwan</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " id keyword location text \\\n", "0 0 NaN NaN Just happened a terrible car crash \n", "1 2 NaN NaN Heard about #earthquake is different cities, s... \n", "2 3 NaN NaN there is a forest fire at spot pond, geese are... \n", "3 9 NaN NaN Apocalypse lighting. #Spokane #wildfires \n", "4 11 NaN NaN Typhoon Soudelor kills 28 in China and Taiwan \n", "\n", " text_clean \n", "0 Just happened a terrible car crash \n", "1 Heard about earthquake is different cities sta... \n", "2 there is a forest fire at spot pond geese are ... \n", "3 Apocalypse lighting Spokane wildfires \n", "4 Typhoon Soudelor kills 28 in China and Taiwan " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_df.head()" ] }, { "cell_type": "markdown", "id": "ed0e9dac", "metadata": { "papermill": { "duration": 0.01182, "end_time": "2023-04-28T08:06:45.470870", "exception": false, "start_time": "2023-04-28T08:06:45.459050", "status": "completed" }, "tags": [] }, "source": [ "### Step 2: Tokenized the tweet base texts" ] }, { "cell_type": "code", "execution_count": 22, "id": "48c4ae18", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:45.497795Z", "iopub.status.busy": "2023-04-28T08:06:45.497407Z", "iopub.status.idle": "2023-04-28T08:06:46.528013Z", "shell.execute_reply": "2023-04-28T08:06:46.526564Z" }, "papermill": { "duration": 1.047919, "end_time": "2023-04-28T08:06:46.531078", "exception": false, "start_time": "2023-04-28T08:06:45.483159", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Tokenizing the tweet base texts.\n", "\n", "train_df['tokenized'] = train_df['text_clean'].apply(word_tokenize)" ] }, { "cell_type": "code", "execution_count": 23, "id": "7464d83a", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:46.558264Z", "iopub.status.busy": "2023-04-28T08:06:46.557391Z", "iopub.status.idle": "2023-04-28T08:06:46.575193Z", "shell.execute_reply": "2023-04-28T08:06:46.573453Z" }, "papermill": { "duration": 0.034199, "end_time": "2023-04-28T08:06:46.577938", "exception": false, "start_time": "2023-04-28T08:06:46.543739", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>keyword</th>\n", " <th>location</th>\n", " <th>text</th>\n", " <th>target</th>\n", " <th>text_clean</th>\n", " <th>tokenized</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>1</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Our Deeds are the Reason of this #earthquake M...</td>\n", " <td>1</td>\n", " <td>Our Deeds are the Reason of this earthquake Ma...</td>\n", " <td>[Our, Deeds, are, the, Reason, of, this, earth...</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>4</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Forest fire near La Ronge Sask. Canada</td>\n", " <td>1</td>\n", " <td>Forest fire near La Ronge Sask Canada</td>\n", " <td>[Forest, fire, near, La, Ronge, Sask, Canada]</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>5</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>All residents asked to 'shelter in place' are ...</td>\n", " <td>1</td>\n", " <td>All residents asked to shelter in place are be...</td>\n", " <td>[All, residents, asked, to, shelter, in, place...</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>6</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>13,000 people receive #wildfires evacuation or...</td>\n", " <td>1</td>\n", " <td>13000 people receive wildfires evacuation orde...</td>\n", " <td>[13000, people, receive, wildfires, evacuation...</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>7</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Just got sent this photo from Ruby #Alaska as ...</td>\n", " <td>1</td>\n", " <td>Just got sent this photo from Ruby Alaska as s...</td>\n", " <td>[Just, got, sent, this, photo, from, Ruby, Ala...</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " id keyword location text \\\n", "0 1 NaN NaN Our Deeds are the Reason of this #earthquake M... \n", "1 4 NaN NaN Forest fire near La Ronge Sask. Canada \n", "2 5 NaN NaN All residents asked to 'shelter in place' are ... \n", "3 6 NaN NaN 13,000 people receive #wildfires evacuation or... \n", "4 7 NaN NaN Just got sent this photo from Ruby #Alaska as ... \n", "\n", " target text_clean \\\n", "0 1 Our Deeds are the Reason of this earthquake Ma... \n", "1 1 Forest fire near La Ronge Sask Canada \n", "2 1 All residents asked to shelter in place are be... \n", "3 1 13000 people receive wildfires evacuation orde... \n", "4 1 Just got sent this photo from Ruby Alaska as s... \n", "\n", " tokenized \n", "0 [Our, Deeds, are, the, Reason, of, this, earth... \n", "1 [Forest, fire, near, La, Ronge, Sask, Canada] \n", "2 [All, residents, asked, to, shelter, in, place... \n", "3 [13000, people, receive, wildfires, evacuation... \n", "4 [Just, got, sent, this, photo, from, Ruby, Ala... " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df.head()" ] }, { "cell_type": "markdown", "id": "2dcc048b", "metadata": { "papermill": { "duration": 0.011971, "end_time": "2023-04-28T08:06:46.602666", "exception": false, "start_time": "2023-04-28T08:06:46.590695", "status": "completed" }, "tags": [] }, "source": [ "### Step 3: Lower casing clean text." ] }, { "cell_type": "code", "execution_count": 24, "id": "7950dcd6", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:46.629495Z", "iopub.status.busy": "2023-04-28T08:06:46.628711Z", "iopub.status.idle": "2023-04-28T08:06:46.679500Z", "shell.execute_reply": "2023-04-28T08:06:46.678062Z" }, "papermill": { "duration": 0.06715, "end_time": "2023-04-28T08:06:46.682133", "exception": false, "start_time": "2023-04-28T08:06:46.614983", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>keyword</th>\n", " <th>location</th>\n", " <th>text</th>\n", " <th>target</th>\n", " <th>text_clean</th>\n", " <th>tokenized</th>\n", " <th>lower</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>1</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Our Deeds are the Reason of this #earthquake M...</td>\n", " <td>1</td>\n", " <td>Our Deeds are the Reason of this earthquake Ma...</td>\n", " <td>[Our, Deeds, are, the, Reason, of, this, earth...</td>\n", " <td>[our, deeds, are, the, reason, of, this, earth...</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>4</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Forest fire near La Ronge Sask. Canada</td>\n", " <td>1</td>\n", " <td>Forest fire near La Ronge Sask Canada</td>\n", " <td>[Forest, fire, near, La, Ronge, Sask, Canada]</td>\n", " <td>[forest, fire, near, la, ronge, sask, canada]</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>5</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>All residents asked to 'shelter in place' are ...</td>\n", " <td>1</td>\n", " <td>All residents asked to shelter in place are be...</td>\n", " <td>[All, residents, asked, to, shelter, in, place...</td>\n", " <td>[all, residents, asked, to, shelter, in, place...</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>6</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>13,000 people receive #wildfires evacuation or...</td>\n", " <td>1</td>\n", " <td>13000 people receive wildfires evacuation orde...</td>\n", " <td>[13000, people, receive, wildfires, evacuation...</td>\n", " <td>[13000, people, receive, wildfires, evacuation...</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>7</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Just got sent this photo from Ruby #Alaska as ...</td>\n", " <td>1</td>\n", " <td>Just got sent this photo from Ruby Alaska as s...</td>\n", " <td>[Just, got, sent, this, photo, from, Ruby, Ala...</td>\n", " <td>[just, got, sent, this, photo, from, ruby, ala...</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " id keyword location text \\\n", "0 1 NaN NaN Our Deeds are the Reason of this #earthquake M... \n", "1 4 NaN NaN Forest fire near La Ronge Sask. Canada \n", "2 5 NaN NaN All residents asked to 'shelter in place' are ... \n", "3 6 NaN NaN 13,000 people receive #wildfires evacuation or... \n", "4 7 NaN NaN Just got sent this photo from Ruby #Alaska as ... \n", "\n", " target text_clean \\\n", "0 1 Our Deeds are the Reason of this earthquake Ma... \n", "1 1 Forest fire near La Ronge Sask Canada \n", "2 1 All residents asked to shelter in place are be... \n", "3 1 13000 people receive wildfires evacuation orde... \n", "4 1 Just got sent this photo from Ruby Alaska as s... \n", "\n", " tokenized \\\n", "0 [Our, Deeds, are, the, Reason, of, this, earth... \n", "1 [Forest, fire, near, La, Ronge, Sask, Canada] \n", "2 [All, residents, asked, to, shelter, in, place... \n", "3 [13000, people, receive, wildfires, evacuation... \n", "4 [Just, got, sent, this, photo, from, Ruby, Ala... \n", "\n", " lower \n", "0 [our, deeds, are, the, reason, of, this, earth... \n", "1 [forest, fire, near, la, ronge, sask, canada] \n", "2 [all, residents, asked, to, shelter, in, place... \n", "3 [13000, people, receive, wildfires, evacuation... \n", "4 [just, got, sent, this, photo, from, ruby, ala... " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Lower casing clean text.\n", "\n", "train_df['lower'] = train_df['tokenized'].apply(\n", " lambda x: [word.lower() for word in x])\n", "\n", "train_df.head()" ] }, { "cell_type": "markdown", "id": "35672236", "metadata": { "papermill": { "duration": 0.012245, "end_time": "2023-04-28T08:06:46.707456", "exception": false, "start_time": "2023-04-28T08:06:46.695211", "status": "completed" }, "tags": [] }, "source": [ "### Step 4: Removing stopwords" ] }, { "cell_type": "code", "execution_count": 25, "id": "2c4e56cb", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:06:46.734246Z", "iopub.status.busy": "2023-04-28T08:06:46.733789Z", "iopub.status.idle": "2023-04-28T08:06:46.935247Z", "shell.execute_reply": "2023-04-28T08:06:46.933634Z" }, "papermill": { "duration": 0.217338, "end_time": "2023-04-28T08:06:46.937147", "exception": true, "start_time": "2023-04-28T08:06:46.719809", "status": "failed" }, "tags": [] }, "outputs": [ { "ename": "NameError", "evalue": "name 'stop' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/tmp/ipykernel_20/2348103663.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Removing stopwords.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m train_df['stopwords_removed'] = train_df['lower'].apply(\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mword\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mword\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mword\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mstop\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 4\u001b[0m )\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36mapply\u001b[0;34m(self, func, convert_dtype, args, **kwargs)\u001b[0m\n\u001b[1;32m 4355\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mfloat64\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4356\u001b[0m \"\"\"\n\u001b[0;32m-> 4357\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mSeriesApply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconvert_dtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\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 4358\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4359\u001b[0m def _reduce(\n", "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/pandas/core/apply.py\u001b[0m in \u001b[0;36mapply\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1041\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply_str\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1042\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1043\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply_standard\u001b[0m\u001b[0;34m(\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 1044\u001b[0m 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\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/pandas/_libs/lib.pyx\u001b[0m in \u001b[0;36mpandas._libs.lib.map_infer\u001b[0;34m()\u001b[0m\n", "\u001b[0;32m/tmp/ipykernel_20/2348103663.py\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Removing stopwords.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m train_df['stopwords_removed'] = train_df['lower'].apply(\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mword\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mword\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mword\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mstop\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 4\u001b[0m )\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/tmp/ipykernel_20/2348103663.py\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Removing stopwords.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m train_df['stopwords_removed'] = train_df['lower'].apply(\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mword\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mword\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mword\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mstop\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 4\u001b[0m )\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mNameError\u001b[0m: name 'stop' is not defined" ] } ], "source": [ "# Removing stopwords.\n", "train_df['stopwords_removed'] = train_df['lower'].apply(\n", " lambda x: [word for word in x if word not in stop]\n", ")\n", "\n", "train_df.head()" ] }, { "cell_type": "code", "execution_count": null, "id": "358d59fd", "metadata": { "execution": { "iopub.status.busy": "2023-04-26T18:35:22.067591Z", "iopub.status.idle": "2023-04-26T18:35:22.069782Z", "shell.execute_reply": "2023-04-26T18:35:22.069464Z", "shell.execute_reply.started": "2023-04-26T18:35:22.069426Z" }, "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "outputs": [], "source": [ "len_max = 0\n", "\n", "for text in train_df['stopwords_removed']:\n", " m = len(text)\n", " if m > len_max:\n", " len_max = m\n", " \n", "print(f\"Maximux length after revoved stopwords is: {len_max}\")" ] }, { "cell_type": "markdown", "id": "d58dfe19", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "source": [ "### Step 5: Applying part of speech tags.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "3906c945", "metadata": { "execution": { "iopub.status.busy": "2023-04-26T18:35:22.071520Z", "iopub.status.idle": "2023-04-26T18:35:22.072247Z", "shell.execute_reply": "2023-04-26T18:35:22.071932Z", "shell.execute_reply.started": "2023-04-26T18:35:22.071897Z" }, "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "outputs": [], "source": [ "# Applying part of speech tags.\n", "\n", "train_df['pos_tags'] = train_df['stopwords_removed'].apply(nltk.tag.pos_tag)\n", "\n", "train_df.head()" ] }, { "cell_type": "markdown", "id": "d1f5808b", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "source": [ "### Step 6: Converting part of speeches to wordnet format." ] }, { "cell_type": "code", "execution_count": null, "id": "66afd78b", "metadata": { "execution": { "iopub.status.busy": "2023-04-26T18:35:22.073721Z", "iopub.status.idle": "2023-04-26T18:35:22.074333Z", "shell.execute_reply": "2023-04-26T18:35:22.074026Z", "shell.execute_reply.started": "2023-04-26T18:35:22.073996Z" }, "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "outputs": [], "source": [ "#work around for https://github.com/nltk/nltk/issues/3028\n", "!unzip /usr/share/nltk_data/corpora/wordnet.zip -d /usr/share/nltk_data/corpora/" ] }, { "cell_type": "code", "execution_count": null, "id": "58a4d8e0", "metadata": { "execution": { "iopub.status.busy": "2023-04-26T18:35:22.076131Z", "iopub.status.idle": "2023-04-26T18:35:22.076675Z", "shell.execute_reply": "2023-04-26T18:35:22.076472Z", "shell.execute_reply.started": "2023-04-26T18:35:22.076436Z" }, "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "outputs": [], "source": [ "!unzip /usr/share/nltk_data/corpora/wordnet.zip -d /usr/share/nltk_data/corpora/" ] }, { "cell_type": "code", "execution_count": null, "id": "7034e978", "metadata": { "execution": { "iopub.status.busy": "2023-04-26T18:35:22.078928Z", "iopub.status.idle": "2023-04-26T18:35:22.080054Z", "shell.execute_reply": "2023-04-26T18:35:22.079822Z", "shell.execute_reply.started": "2023-04-26T18:35:22.079794Z" }, "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "outputs": [], "source": [ "# Converting part of speeches to wordnet format.\n", "\n", "def get_wordnet_pos(tag):\n", " if tag.startswith('J'):\n", " return wordnet.ADJ\n", " elif tag.startswith('V'):\n", " return wordnet.VERB\n", " elif tag.startswith('N'):\n", " return wordnet.NOUN\n", " elif tag.startswith('R'):\n", " return wordnet.ADV\n", " else:\n", " return wordnet.NOUN\n", "\n", "\n", "train_df['wordnet_pos'] = train_df['pos_tags'].apply(\n", " lambda x: [(word, get_wordnet_pos(pos_tag)) for (word, pos_tag) in x])\n", "\n", "train_df.head()" ] }, { "cell_type": "markdown", "id": "116ebfed", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "source": [ "### Step 7: Applying word lemmatizer" ] }, { "cell_type": "code", "execution_count": null, "id": "31895e7a", "metadata": { "execution": { "iopub.status.busy": "2023-04-26T18:35:22.081401Z", "iopub.status.idle": "2023-04-26T18:35:22.082402Z", "shell.execute_reply": "2023-04-26T18:35:22.082192Z", "shell.execute_reply.started": "2023-04-26T18:35:22.082167Z" }, "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "outputs": [], "source": [ "# Applying word lemmatizer.\n", "\n", "wnl = WordNetLemmatizer()\n", "\n", "train_df['lemmatized'] = train_df['wordnet_pos'].apply(\n", " lambda x: [wnl.lemmatize(word, tag) for word, tag in x])\n", "\n", "train_df['lemmatized'] = train_df['lemmatized'].apply(\n", " lambda x: [word for word in x if word not in stop])\n", "\n", "train_df['lemma_str'] = [' '.join(map(str, l)) for l in train_df['lemmatized']]\n", "\n", "train_df.head()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 15.661702, "end_time": "2023-04-28T08:06:47.774216", "environment_variables": {}, "exception": true, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T08:06:32.112514", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/543/127543122.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "bc02231b", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:09:49.742320Z", "iopub.status.busy": "2023-04-28T08:09:49.741485Z", "iopub.status.idle": "2023-04-28T08:09:52.938943Z", "shell.execute_reply": "2023-04-28T08:09:52.937875Z" }, "papermill": { "duration": 3.206435, "end_time": "2023-04-28T08:09:52.941604", "exception": false, "start_time": "2023-04-28T08:09:49.735169", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Import necessary libraries\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Load the data\n", "anime = pd.read_csv('/kaggle/input/anime-recommendations-database/anime.csv')\n", "rating_full = pd.read_csv('/kaggle/input/anime-recommendations-database/rating.csv')" ] }, { "cell_type": "code", "execution_count": 2, "id": "66c0dbf1", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:09:52.950332Z", "iopub.status.busy": "2023-04-28T08:09:52.950036Z", "iopub.status.idle": "2023-04-28T08:09:53.270511Z", "shell.execute_reply": "2023-04-28T08:09:53.269476Z" }, "papermill": { "duration": 0.327613, "end_time": "2023-04-28T08:09:53.273032", "exception": false, "start_time": "2023-04-28T08:09:52.945419", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Count the number of occurrences of each unique rating and sort by rating\n", "rating_counts = rating_full['rating'].value_counts().sort_index()\n", "\n", "# Create a bar chart of the rating counts with rotated x-tick labels\n", "ax = rating_counts.plot(kind='bar')\n", "ax.set_xticklabels(rating_counts.index, rotation=90)\n", "plt.xlabel('Rating')\n", "plt.ylabel('Count')\n", "plt.title('Distribution of Ratings')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "05987519", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:09:53.282913Z", "iopub.status.busy": "2023-04-28T08:09:53.282323Z", "iopub.status.idle": "2023-04-28T08:09:53.841440Z", "shell.execute_reply": "2023-04-28T08:09:53.840407Z" }, "papermill": { "duration": 0.566638, "end_time": "2023-04-28T08:09:53.844016", "exception": false, "start_time": "2023-04-28T08:09:53.277378", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Clean and shorten the data\n", "anime = anime.drop(columns=['members', 'episodes'])\n", "\n", "'''\n", "How to deal with the unrated one? remove | replace with 1e-6 (L2) | replace with mean value?\n", "'''\n", "# L2\n", "rating_L2 = rating_full.replace(-1, 1e-6 )\n", "\n", "# Remove\n", "rating_drop_outliner = rating_full[rating_full['rating'] > -1]\n", "\n", "\n", "# Replace -1 values with the mean rating using assign()\n", "mean_rating = rating_full.loc[rating_full['rating'] >= 0, 'rating'].mean()\n", "rating_replace_mean = rating_full.assign(rating=rating_full['rating'].replace(-1, mean_rating))" ] }, { "cell_type": "code", "execution_count": 4, "id": "4a7afd58", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:09:53.854774Z", "iopub.status.busy": "2023-04-28T08:09:53.853065Z", "iopub.status.idle": "2023-04-28T08:09:53.859694Z", "shell.execute_reply": "2023-04-28T08:09:53.858671Z" }, "papermill": { "duration": 0.013561, "end_time": "2023-04-28T08:09:53.861737", "exception": false, "start_time": "2023-04-28T08:09:53.848176", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "def plot_rating_counts(df, title):\n", " rating_counts = df['rating'].value_counts().sort_index()\n", " ax = rating_counts.plot(kind='bar')\n", " ax.set_xticklabels(rating_counts.index, rotation=90)\n", " plt.xlabel('Rating')\n", " plt.ylabel('Count')\n", " plt.title(title)\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "eb3d176f", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:09:53.870223Z", "iopub.status.busy": "2023-04-28T08:09:53.869944Z", "iopub.status.idle": "2023-04-28T08:09:54.878587Z", "shell.execute_reply": "2023-04-28T08:09:54.877502Z" }, "papermill": { "duration": 1.015519, "end_time": "2023-04-28T08:09:54.880893", "exception": false, "start_time": "2023-04-28T08:09:53.865374", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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ff/652rZtqxdffFGVKlXSokWL9MUXX+jll1+Wv79/oT7Tn02cOFHt27dX27ZtNWTIEHl7e2vGjBnauXOnFi9eXOT/Ap88ebKaN2+uf//735ozZ47at28vb29vPfrooxo2bJguXbqkmTNn6tdff82xbkGOX341bNhQjz76qKZOnSoPDw/dc8892rVrl6ZOnSp/f3+VKvX//z3ZvHlz3X///WrcuLEqVqyoPXv26J133lGLFi3s34eicuLECX300Uc52sPDwxUVFaVHHnlEX375pUaNGqWAgAB9++239j5+fn5q0KBBgfcZERGhZ555JtdTvc76PuIW5tLLmUsQSWbp0qX2+ey7Q8qWLesweXp6mm7duhljjHnqqaeMJLNv3z77etu2bTOSzN69e539EW4Z2XeuZE/e3t6matWqpnXr1mbChAkmLS0txzp/voNpy5Yt5qGHHjJhYWHGx8fHBAQEmNatW5vPPvvMYb3Vq1ebZs2aGR8fH4e7XbK398svv9xwX8b8/ztWPvroI9OwYUPj7e1twsPDzbRp03Ks/9NPP5mYmBjj5+dnqlSpYgYMGGC++OKLHHdLnTlzxjzyyCOmQoUKxmazOexTudzl9eOPP5rOnTsbf39/4+3tbZo0aWLmz5/v0Cf77pQPP/zQoT37jpc/98/Nhg0bzD333GPKli1rSpcube68806zfPnyXLdXkLul8ur7t7/9zXh6epoDBw4YY4xZvny5adKkifH19TXVqlUzQ4cONV9++eVNHb+87tDL7S62S5cumfj4eFO1alXj6+tr7rzzTrNlyxbj7+9vBg8ebO83YsQIExUVZSpWrGh8fHxMzZo1zeDBg82pU6dueEwKIiwszOH35Y9T9vc5r+WSTOvWrW+4jz/eLfVHv/zyi/Hz88v153cz30djrt0tVbZs2XzXUpi7xuC+bMYU8aX2bspms2np0qXq0qWLpGvDyo899ph27dqV47ke5cqVU1BQkEaPHq0JEyY4PBzs999/V5kyZbRq1Sq1b9/emR8BQAm1efNmRUdHa9GiRerZs6erywEsj9NSeWjWrJkyMzOVlpamVq1a5donOjpaV69e1cGDB+1Pp82+1fSPFzMCuHUkJiZqy5YtioyMVOnSpfX9999r0qRJqlOnjrp27erq8oBbwi09cnP+/HkdOHBA0rUwM23aNPstmTVq1NDf//53bdq0SVOnTlWzZs106tQprVmzRn/961/VsWNHZWVl6fbbb1e5cuU0ffp0ZWVl6dlnn5Wfn99Nva0YgPv67rvv9Pzzz2v37t06d+6cKleurA4dOmjixIkFenQAgMK7pcPN2rVr1bZt2xztvXv31oIFC3TlyhWNHz9eCxcu1LFjxxQQEKAWLVpo7Nix+utf/yrp2q2LAwYM0KpVq1S2bFnFxsZq6tSpuT5nAQAAFL9bOtwAAADr4Tk3AADAUgg3AADAUm65u6WysrJ0/PhxlS9fnkd6AwDgJowxOnfunEJCQhweiJmbWy7cHD9+PMebaAEAgHs4evSoqlevft0+t1y4KV++vKRrB8fPz8/F1QAAgPxIT09XaGio/e/49dxy4Sb7VJSfnx/hBgAAN5OfS0q4oBgAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFiKp6sLAACgsMJHfFFs2z4yqVOxbRvFi5EbAABgKYQbAABgKYQbAABgKYQbAABgKS4NN+vXr1fnzp0VEhIim82mZcuW3XCdjIwMjRo1SmFhYfLx8VGtWrU0b9684i8WAAC4BZfeLXXhwgU1adJETzzxhB5++OF8rdOtWzedPHlSc+fOVe3atZWWlqarV68Wc6UAAMBduDTcxMbGKjY2Nt/9V65cqXXr1unQoUOqVKmSJCk8PLyYqgMAAO7Ira65+eyzzxQVFaWXX35Z1apVU926dTVkyBD9/vvvri4NAACUEG71EL9Dhw5p48aN8vX11dKlS3Xq1CnFxcXpzJkzeV53k5GRoYyMDPt8enq6s8oFAAAu4FYjN1lZWbLZbFq0aJHuuOMOdezYUdOmTdOCBQvyHL2ZOHGi/P397VNoaKiTqwYAAM7kVuEmODhY1apVk7+/v72tfv36Msbof//7X67rJCQk6OzZs/bp6NGjzioXAAC4gFuFm+joaB0/flznz5+3t/30008qVaqUqlevnus6Pj4+8vPzc5gAAIB1uTTcnD9/XsnJyUpOTpYkHT58WMnJyUpJSZF0bdSlV69e9v49e/ZUQECAnnjiCe3evVvr16/X0KFD9eSTT6p06dKu+AgAAKCEcWm4SUpKUrNmzdSsWTNJUnx8vJo1a6YXX3xRkpSammoPOpJUrlw5JSYm6rffflNUVJQee+wxde7cWa+++qpL6gcAACWPzRhjXF2EM6Wnp8vf319nz57lFBUAuLnwEV8U27aPTOpUbNtGwRXk77dbXXMDAABwI4QbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKZ6uLsAdhI/4oli2e2RSp2LZLgAAtzJGbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKW4NNysX79enTt3VkhIiGw2m5YtW5bvdTdt2iRPT081bdq02OoDAADux6Xh5sKFC2rSpIlef/31Aq139uxZ9erVS+3atSumygAAgLty6VvBY2NjFRsbW+D1nn76afXs2VMeHh4FGu0BAADW53bX3MyfP18HDx7U6NGj89U/IyND6enpDhMAALAutwo3+/fv14gRI7Ro0SJ5euZv0GnixIny9/e3T6GhocVcJQAAcCW3CTeZmZnq2bOnxo4dq7p16+Z7vYSEBJ09e9Y+HT16tBirBAAArubSa24K4ty5c0pKStKOHTv0z3/+U5KUlZUlY4w8PT21atUq3XPPPTnW8/HxkY+Pj7PLBQAALuI24cbPz08//vijQ9uMGTO0Zs0affTRR4qIiHBRZQAAoCRxabg5f/68Dhw4YJ8/fPiwkpOTValSJdWoUUMJCQk6duyYFi5cqFKlSqlRo0YO61etWlW+vr452gEAwK3LpeEmKSlJbdu2tc/Hx8dLknr37q0FCxYoNTVVKSkprioPAAC4IZeGmzZt2sgYk+fyBQsWXHf9MWPGaMyYMUVbFADcosJHfFFs2z4yqVOxbRv4M7e5WwoAACA/CDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSCDcAAMBSPF1dAAAAt5LwEV8U27aPTOpUbNt2J4zcAAAASyHcAAAASyHcAAAASyHcAAAASyHcAAAASyHcAAAAS3FpuFm/fr06d+6skJAQ2Ww2LVu27Lr9P/nkE7Vv315VqlSRn5+fWrRooa+++so5xQIAALfg0nBz4cIFNWnSRK+//nq++q9fv17t27fXihUrtG3bNrVt21adO3fWjh07irlSAADgLlz6EL/Y2FjFxsbmu//06dMd5idMmKBPP/1Uy5cvV7NmzYq4OgAA4I7c+gnFWVlZOnfunCpVqpRnn4yMDGVkZNjn09PTnVEaAABwEbe+oHjq1Km6cOGCunXrlmefiRMnyt/f3z6FhoY6sUIAAOBsbhtuFi9erDFjxmjJkiWqWrVqnv0SEhJ09uxZ+3T06FEnVgkAAJzNLU9LLVmyRH379tWHH36oe++997p9fXx85OPj46TKAACAq7ndyM3ixYvVp08fvffee+rUibefAgAARy4duTl//rwOHDhgnz98+LCSk5NVqVIl1ahRQwkJCTp27JgWLlwo6Vqw6dWrl1555RXdeeedOnHihCSpdOnS8vf3d8lnAAAAJYtLR26SkpLUrFkz+23c8fHxatasmV588UVJUmpqqlJSUuz933zzTV29elXPPvusgoOD7dNzzz3nkvoBAEDJ49KRmzZt2sgYk+fyBQsWOMyvXbu2eAsCAABuz+2uuQEAALgewg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUl4ab9evXq3PnzgoJCZHNZtOyZctuuM66desUGRkpX19f1axZU7NmzSr+QgEAgNtwabi5cOGCmjRpotdffz1f/Q8fPqyOHTuqVatW2rFjh0aOHKmBAwfq448/LuZKAQCAu/B05c5jY2MVGxub7/6zZs1SjRo1NH36dElS/fr1lZSUpClTpujhhx8upioBAIA7catrbrZs2aKYmBiHtg4dOigpKUlXrlzJdZ2MjAylp6c7TAAAwLrcKtycOHFCgYGBDm2BgYG6evWqTp06les6EydOlL+/v30KDQ11RqkAAMBF3CrcSJLNZnOYN8bk2p4tISFBZ8+etU9Hjx4t9hoBAIDruPSam4IKCgrSiRMnHNrS0tLk6empgICAXNfx8fGRj4+PM8oDAAAlgFuN3LRo0UKJiYkObatWrVJUVJS8vLxcVBUAAChJXBpuzp8/r+TkZCUnJ0u6dqt3cnKyUlJSJF07pdSrVy97//79++vnn39WfHy89uzZo3nz5mnu3LkaMmSIK8oHAAAlkEtPSyUlJalt27b2+fj4eElS7969tWDBAqWmptqDjiRFRERoxYoVGjx4sN544w2FhITo1Vdf5TZwAABg59Jw06ZNG/sFwblZsGBBjrbWrVtr+/btxVgVAABwZ251zQ0AAMCNEG4AAICluNWt4AAAwDXCR3xRLNs9MqlTkW+TkRsAAGAphQo3NWvW1OnTp3O0//bbb6pZs+ZNFwUAAFBYhQo3R44cUWZmZo72jIwMHTt27KaLAgAAKKwCXXPz2Wef2f/7q6++kr+/v30+MzNTX3/9tcLDw4usOAAAgIIqULjp0qWLpGsvqezdu7fDMi8vL4WHh2vq1KlFVhwAAEBBFSjcZGVlSbr2pOCtW7eqcuXKxVIUAABAYRXqVvDDhw8XdR0AAABFotDPufn666/19ddfKy0tzT6ik23evHk3XRgAAEBhFCrcjB07VuPGjVNUVJSCg4Nls9mKui4AAIBCKVS4mTVrlhYsWKDHH3+8qOsBAAC4KYV6zs3ly5fVsmXLoq4FAADgphUq3PTr10/vvfdeUdcCAABw0wp1WurSpUt66623tHr1ajVu3FheXl4Oy6dNm1YkxQEAABRUocLNDz/8oKZNm0qSdu7c6bCMi4sBAIArFSrcfPPNN0VdBwAAQJEo1DU3AAAAJVWhRm7atm173dNPa9asKXRBAAAAN6NQ4Sb7eptsV65cUXJysnbu3JnjhZoAAADOVKhw85///CfX9jFjxuj8+fM3VRAAAMDNKNJrbv7+97/zXikAAOBSRRputmzZIl9f36LcJAAAQIEU6rRU165dHeaNMUpNTVVSUpL+9a9/FUlhAAAAhVGocOPv7+8wX6pUKdWrV0/jxo1TTExMkRQGAABQGIUKN/Pnzy/qOgAAAIpEocJNtm3btmnPnj2y2Wxq0KCBmjVrVlR1AQAAFEqhwk1aWpp69OihtWvXqkKFCjLG6OzZs2rbtq3ef/99ValSpajrBAAAyJdC3S01YMAApaena9euXTpz5ox+/fVX7dy5U+np6Ro4cGBR1wgAAJBvhRq5WblypVavXq369evb2xo0aKA33niDC4oBAIBLFWrkJisrS15eXjnavby8lJWVVaBtzZgxQxEREfL19VVkZKQ2bNhw3f6LFi1SkyZNVKZMGQUHB+uJJ57Q6dOnC7RPAABgXYUKN/fcc4+ee+45HT9+3N527NgxDR48WO3atcv3dpYsWaJBgwZp1KhR2rFjh1q1aqXY2FilpKTk2n/jxo3q1auX+vbtq127dunDDz/U1q1b1a9fv8J8DAAAYEGFCjevv/66zp07p/DwcNWqVUu1a9dWRESEzp07p9deey3f25k2bZr69u2rfv36qX79+po+fbpCQ0M1c+bMXPt/++23Cg8P18CBAxUREaG77rpLTz/9tJKSkgrzMQAAgAUV6pqb0NBQbd++XYmJidq7d6+MMWrQoIHuvffefG/j8uXL2rZtm0aMGOHQHhMTo82bN+e6TsuWLTVq1CitWLFCsbGxSktL00cffaROnToV5mMAAAALKtDIzZo1a9SgQQOlp6dLktq3b68BAwZo4MCBuv3229WwYcMbXjOT7dSpU8rMzFRgYKBDe2BgoE6cOJHrOi1bttSiRYvUvXt3eXt7KygoSBUqVLjuaFFGRobS09MdJgAAYF0FCjfTp0/XU089JT8/vxzL/P399fTTT2vatGkFKsBmsznMG2NytGXbvXu3Bg4cqBdffFHbtm3TypUrdfjwYfXv3z/P7U+cOFH+/v72KTQ0tED1AQAA91KgcPP999/rvvvuy3N5TEyMtm3blq9tVa5cWR4eHjlGadLS0nKM5mSbOHGioqOjNXToUDVu3FgdOnTQjBkzNG/ePKWmpua6TkJCgs6ePWufjh49mq/6AACAeypQuDl58mSut4Bn8/T01C+//JKvbXl7eysyMlKJiYkO7YmJiWrZsmWu61y8eFGlSjmW7OHhIenaiE9ufHx85Ofn5zABAADrKlC4qVatmn788cc8l//www8KDg7O9/bi4+M1Z84czZs3T3v27NHgwYOVkpJiP82UkJCgXr162ft37txZn3zyiWbOnKlDhw5p06ZNGjhwoO644w6FhIQU5KMAAACLKtDdUh07dtSLL76o2NhY+fr6Oiz7/fffNXr0aN1///353l737t11+vRpjRs3TqmpqWrUqJFWrFihsLAwSVJqaqrDM2/69Omjc+fO6fXXX9fzzz+vChUq6J577tHkyZML8jEAAICFFSjcvPDCC/rkk09Ut25d/fOf/1S9evVks9m0Z88evfHGG8rMzNSoUaMKVEBcXJzi4uJyXbZgwYIcbQMGDNCAAQMKtA8AAHDrKFC4CQwM1ObNm/XMM88oISHBfp2LzWazX9yb18XAAAAAzlDgh/iFhYVpxYoV+vXXX3XgwAEZY1SnTh1VrFixOOoDAAAokEI9oViSKlasqNtvv70oawEAALhphXq3FAAAQElFuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuAEAAJbi6eoCAMCKwkd8UWzbPjKpU7FtG7ACRm4AAIClEG4AAIClEG4AAICluDzczJgxQxEREfL19VVkZKQ2bNhw3f4ZGRkaNWqUwsLC5OPjo1q1amnevHlOqhYAAJR0Lr2geMmSJRo0aJBmzJih6Ohovfnmm4qNjdXu3btVo0aNXNfp1q2bTp48qblz56p27dpKS0vT1atXnVw5AAAoqVwabqZNm6a+ffuqX79+kqTp06frq6++0syZMzVx4sQc/VeuXKl169bp0KFDqlSpkiQpPDzcmSUDAIASzmWnpS5fvqxt27YpJibGoT0mJkabN2/OdZ3PPvtMUVFRevnll1WtWjXVrVtXQ4YM0e+//57nfjIyMpSenu4wAQAA63LZyM2pU6eUmZmpwMBAh/bAwECdOHEi13UOHTqkjRs3ytfXV0uXLtWpU6cUFxenM2fO5HndzcSJEzV27Ngirx8AAJRMLr+g2GazOcwbY3K0ZcvKypLNZtOiRYt0xx13qGPHjpo2bZoWLFiQ5+hNQkKCzp49a5+OHj1a5J8BAACUHC4bualcubI8PDxyjNKkpaXlGM3JFhwcrGrVqsnf39/eVr9+fRlj9L///U916tTJsY6Pj498fHyKtngAAFBiuWzkxtvbW5GRkUpMTHRoT0xMVMuWLXNdJzo6WsePH9f58+ftbT/99JNKlSql6tWrF2u9AADAPbj0tFR8fLzmzJmjefPmac+ePRo8eLBSUlLUv39/SddOKfXq1cvev2fPngoICNATTzyh3bt3a/369Ro6dKiefPJJlS5d2lUfAwAAlCAuvRW8e/fuOn36tMaNG6fU1FQ1atRIK1asUFhYmCQpNTVVKSkp9v7lypVTYmKiBgwYoKioKAUEBKhbt24aP368qz4CAAAoYVz+VvC4uDjFxcXlumzBggU52v7yl7/kOJUFAACQzeV3SwEAABQlwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUl4ebGTNmKCIiQr6+voqMjNSGDRvytd6mTZvk6emppk2bFm+BAADArbg03CxZskSDBg3SqFGjtGPHDrVq1UqxsbFKSUm57npnz55Vr1691K5dOydVCgAA3IVLw820adPUt29f9evXT/Xr19f06dMVGhqqmTNnXne9p59+Wj179lSLFi2cVCkAAHAXLgs3ly9f1rZt2xQTE+PQHhMTo82bN+e53vz583Xw4EGNHj06X/vJyMhQenq6wwQAAKzLZeHm1KlTyszMVGBgoEN7YGCgTpw4kes6+/fv14gRI7Ro0SJ5enrmaz8TJ06Uv7+/fQoNDb3p2gEAQMnl8guKbTabw7wxJkebJGVmZqpnz54aO3as6tatm+/tJyQk6OzZs/bp6NGjN10zAAAoufI3/FEMKleuLA8PjxyjNGlpaTlGcyTp3LlzSkpK0o4dO/TPf/5TkpSVlSVjjDw9PbVq1Srdc889Odbz8fGRj49P8XwIAABQ4rhs5Mbb21uRkZFKTEx0aE9MTFTLli1z9Pfz89OPP/6o5ORk+9S/f3/Vq1dPycnJat68ubNKBwAAJZjLRm4kKT4+Xo8//riioqLUokULvfXWW0pJSVH//v0lXTuldOzYMS1cuFClSpVSo0aNHNavWrWqfH19c7QDAIBbl0vDTffu3XX69GmNGzdOqampatSokVasWKGwsDBJUmpq6g2feQMAAPBHLg03khQXF6e4uLhcly1YsOC6644ZM0Zjxowp+qIAAIDbcvndUgAAAEWJcAMAACyFcAMAACyFcAMAACyFcAMAACyFcAMAACyFcAMAACyFcAMAACyFcAMAACyFcAMAACyFcAMAACyFcAMAACyFcAMAACyFcAMAACyFcAMAACyFcAMAACyFcAMAACyFcAMAACzF09UFAMCNhI/4oti2fWRSp2LbNgDXYOQGAABYCuEGAABYCuEGAABYCuEGAABYCuEGAABYCuEGAABYCuEGAABYCuEGAABYCuEGAABYCuEGAABYCuEGAABYCuEGAABYCuEGAABYisvDzYwZMxQRESFfX19FRkZqw4YNefb95JNP1L59e1WpUkV+fn5q0aKFvvrqKydWCwAASjqXhpslS5Zo0KBBGjVqlHbs2KFWrVopNjZWKSkpufZfv3692rdvrxUrVmjbtm1q27atOnfurB07dji5cgAAUFK5NNxMmzZNffv2Vb9+/VS/fn1Nnz5doaGhmjlzZq79p0+frmHDhun2229XnTp1NGHCBNWpU0fLly93cuUAAKCkclm4uXz5srZt26aYmBiH9piYGG3evDlf28jKytK5c+dUqVKlPPtkZGQoPT3dYQIAANblsnBz6tQpZWZmKjAw0KE9MDBQJ06cyNc2pk6dqgsXLqhbt2559pk4caL8/f3tU2ho6E3VDQAASjaXX1Bss9kc5o0xOdpys3jxYo0ZM0ZLlixR1apV8+yXkJCgs2fP2qejR4/edM0AAKDk8nTVjitXriwPD48cozRpaWk5RnP+bMmSJerbt68+/PBD3Xvvvdft6+PjIx8fn5uuFwAAuAeXjdx4e3srMjJSiYmJDu2JiYlq2bJlnustXrxYffr00XvvvadOnToVd5kAAMDNuGzkRpLi4+P1+OOPKyoqSi1atNBbb72llJQU9e/fX9K1U0rHjh3TwoULJV0LNr169dIrr7yiO++80z7qU7p0afn7+7vscwAAgJLDpeGme/fuOn36tMaNG6fU1FQ1atRIK1asUFhYmCQpNTXV4Zk3b775pq5evapnn31Wzz77rL29d+/eWrBggbPLBwAAJZBLw40kxcXFKS4uLtdlfw4sa9euLf6CAACAW3P53VIAAABFiXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAshXADAAAsxeVvBQfgXOEjvii2bR+Z1KnYtg0A+cXIDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBTeCg7chOJ6wzZv1waAwmPkBgAAWArhBgAAWArhBgAAWIrLr7mZMWOG/u///k+pqalq2LChpk+frlatWuXZf926dYqPj9euXbsUEhKiYcOGqX///k6sGMWF61cAAEXBpeFmyZIlGjRokGbMmKHo6Gi9+eabio2N1e7du1WjRo0c/Q8fPqyOHTvqqaee0rvvvqtNmzYpLi5OVapU0cMPP+yCT1ByERQAALcql56WmjZtmvr27at+/fqpfv36mj59ukJDQzVz5sxc+8+aNUs1atTQ9OnTVb9+ffXr109PPvmkpkyZ4uTKAQBASeWycHP58mVt27ZNMTExDu0xMTHavHlzruts2bIlR/8OHTooKSlJV65cKbZaAQCA+3DZaalTp04pMzNTgYGBDu2BgYE6ceJEruucOHEi1/5Xr17VqVOnFBwcnGOdjIwMZWRk2OfPnj0rSUpPT893rVkZF/PdtyAKUkNBUfP/R82OiqtmqfjqpmZH1Pz/UbMjd/x/R35rzu5njLlhX5dfUGyz2RzmjTE52m7UP7f2bBMnTtTYsWNztIeGhha01CLnP93VFRQcNTuHO9YsuWfd1Owc1Owct0LN586dk7+//3X7uCzcVK5cWR4eHjlGadLS0nKMzmQLCgrKtb+np6cCAgJyXSchIUHx8fH2+aysLJ05c0YBAQHXDVGFkZ6ertDQUB09elR+fn5Fuu3iQs3OQc3OQc3O4451U7NzFFfNxhidO3dOISEhN+zrsnDj7e2tyMhIJSYm6qGHHrK3JyYm6sEHH8x1nRYtWmj58uUObatWrVJUVJS8vLxyXcfHx0c+Pj4ObRUqVLi54m/Az8/Pbb6E2ajZOajZOajZedyxbmp2juKo+UYjNtlcerdUfHy85syZo3nz5mnPnj0aPHiwUlJS7M+tSUhIUK9evez9+/fvr59//lnx8fHas2eP5s2bp7lz52rIkCGu+ggAAKCEcek1N927d9fp06c1btw4paamqlGjRlqxYoXCwsIkSampqUpJSbH3j4iI0IoVKzR48GC98cYbCgkJ0auvvsozbgAAgJ3LLyiOi4tTXFxcrssWLFiQo61169bavn17MVdVOD4+Pho9enSO02AlGTU7BzU7BzU7jzvWTc3OURJqtpn83FMFAADgJnhxJgAAsBTCDQAAsBTCDQAAsBTCDQAAsBTCDQAAsBSX3woO5FdmZqZOnTolm82mgIAAeXh4uLokS+I4OwfH2Xnc8Vi7Y80lCSM3xeDq1auuLiFfMjMzdfLkSaWlpSkzM9PV5eRp6dKlio6OVpkyZRQSEqLg4GCVKVNG0dHRWrZsmavLuy53OcYSx9lZ3Pk4Sxzr4uaONZdEhJubsHLlSv3444+Srr2Qc/z48apWrZp8fHxUvXp1TZo0KV+vZnc2d/rlefPNN9WjRw81btxYS5Ys0caNG7VhwwYtWbJEjRs3Vo8ePTR79mxXl5mDOx1jiePsLO56nCWOtTO4Y82StHXrVj322GOKiIhQ6dKlVaZMGUVEROixxx5TUlKSa4oyKLQGDRqYTZs2GWOMmTBhggkICDDTpk0zX375pZk+fboJDAw0kyZNcnGVjmbNmmW8vb1N//79zdKlS83mzZvNpk2bzNKlS03//v2Nj4+Peeutt1xdpl2tWrXMnDlz8lw+d+5cU7NmTSdWdGPudoyN4Tg7izseZ2M41s7ijjUvXbrUeHl5mfvuu8/85z//Me+9955ZtGiR+c9//mNiY2ONt7e3WbZsmdPrItzcBF9fX5OSkmKMMaZRo0ZmyZIlDss///xzU7t2bVeUlid3++Xx9fU1e/fuzXP5nj17jK+vrxMrujF3O8bGcJydxR2PszEca2dxx5obNmxoJk6cmOfySZMmmQYNGjixoms4LXUTKlasqGPHjkmSfvnlF9WpU8dhed26de3LS4pjx47prrvuynN5y5Ytdfz4cSdWdH0NGzbUW2+9lefy2bNnq2HDhk6s6Mbc7RhLHGdnccfjLHGsncUdaz5w4IC6du2a5/IuXbro4MGDTqzoGu6WugkPPfSQXnrpJS1btkwPPvigZsyYobfeeks2m02S9Prrr6tp06auLfJPsn95pk6dmuvykvbLM3XqVHXq1EkrV65UTEyMAgMDZbPZdOLECSUmJurnn3/WihUrXF2mA3c7xhLH2Vnc8ThLHGtncceaa9WqpWXLlmnYsGG5Lv/0009Vs2ZNJ1fFizNvytmzZ3Xvvffqt99+U4sWLfThhx8qMDBQdevW1YEDB3T69GmtWrVKzZs3d3WpduvWrVOnTp0UFhZ23V+eVq1aubpUuyNHjmjmzJn69ttvdeLECUlSUFCQWrRoof79+ys8PNy1Bf6JOx5jiePsLO52nCWOtTO5W80ff/yxevTooZiYmFy/G6tWrdL7779/3dGd4kC4uUlXrlzR3LlztXz5ch06dEhZWVkKDg5WdHS0nnnmGVWvXt3VJebgbr887ohj7BwcZ+fhWCMvW7Zs0SuvvKItW7bk+G4899xzatGihdNrItwAAABL4YLiIuJOD7aykt69e+uee+5xdRmWx3F2Do6z87jjsXbHml2FcHOT3O3BVjfibr881apVU1hYmKvLKBB3O8YSx9lZ3PE4SxxrZ3HHmkeOHKknn3zS6fvlbqmb8Oabb2rgwIF68sknNXToUAUGBsoYo7S0NH311Vfq0aOHXnvtNT311FOuLjXfQkJCVKqU+2TeCRMmuLqEAnOnY2yMkc1m4zg7iTseZ+naH12OdfFzx5qPHTumo0ePOn2/XHNzE2rXrq2EhAT17ds31+Xz5s3TSy+95JJ7/IGi4O3tre+//17169d3dSnALSE1NVUzZ87Uxo0blZqaKg8PD0VERKhLly7q06cPL9DMJ/eK2iWMOz7Y6kaOHj3qkiHE6/n999+1ceNG7d69O8eyS5cuaeHChS6o6vr27Nmj+fPna+/evZKkvXv36plnntGTTz6pNWvWuLi6nOLj43OdMjMzNWnSJPt8Sfbrr79q+vTpevbZZzV+/HiX/GvxRnbs2KHDhw/b5999911FR0crNDRUd911l95//30XVpe3AQMGaMOGDa4uo8Bee+019e7dWx988IEk6Z133lGDBg30l7/8RSNHjixxLzlOSkpS/fr1tXz5cl26dEk//fSTbrvtNpUtW1ZDhgxRq1atdO7cOVeX6R6c/kxkC4mMjDTx8fF5Lo+PjzeRkZFOrOjmJScnm1KlSrm6DLt9+/aZsLAwY7PZTKlSpUzr1q3N8ePH7ctPnDhRouo1xpgvv/zSeHt7m0qVKhlfX1/z5ZdfmipVqph7773XtGvXznh6epqvv/7a1WU6sNlspmnTpqZNmzYOk81mM7fffrtp06aNadu2ravLdBAcHGxOnTpljDHm0KFDJigoyAQFBZn27dub6tWrG39/f7Nnzx4XV+moWbNmZs2aNcYYY2bPnm1Kly5tBg4caGbOnGkGDRpkypUrZ+bOneviKnPK/v2rU6eOmTRpkklNTXV1STc0btw4U758efPwww+boKAgM2nSJBMQEGDGjx9vJkyYYKpUqWJefPFFV5fpIDo62owZM8Y+/84775jmzZsbY4w5c+aMadq0qRk4cKCrysvT+fPnzVtvvWX69Olj7rvvPhMbG2v69OljZs+ebc6fP++Smgg3N2Ht2rWmbNmypkGDBmbQoEFm4sSJZtKkSWbQoEGmYcOGply5cmb9+vWuLtPBp59+et3pP//5T4kKC126dDH333+/+eWXX8z+/ftN586dTUREhPn555+NMSUz3LRo0cKMGjXKGGPM4sWLTcWKFc3IkSPty0eOHGnat2/vqvJyNWHCBBMREZEjdHl6eppdu3a5qKrrs9ls5uTJk8YYY3r06GHatGljLly4YIwx5tKlS+b+++83jzzyiCtLzKFMmTL2726zZs3Mm2++6bB80aJFLnkPz43YbDazevVq89xzz5nKlSsbLy8v88ADD5jly5ebzMxMV5eXq5o1a5qPP/7YGHPtH20eHh7m3XfftS//5JNPSty7/0qXLm0OHjxon8/MzDReXl7mxIkTxhhjVq1aZUJCQlxVXq527dplQkJCTIUKFcyDDz5o/vGPf5innnrKPPjgg6ZChQqmWrVqLvl/COHmJh0+fNgMGzbM3H333aZu3bqmbt265u677zbDhw83hw8fdnV5OWT/C8xms+U5laSwULVqVfPDDz84tMXFxZkaNWqYgwcPlshw4+fnZ/bv32+MufY/J09PT7Nt2zb78h9//NEEBga6qrw8/fe//zV169Y1zz//vLl8+bIxxn3CTW7B7NtvvzXVq1d3RWl5CggIMElJScaYa9/t5ORkh+UHDhwwpUuXdkVp1/XHY3358mWzZMkS06FDB+Ph4WFCQkLMyJEj7d/5kqJ06dL2IGmMMV5eXmbnzp32+SNHjpgyZcq4orQ8hYWFmY0bN9rnjx8/bmw2m7l48aIx5trfm5L24sw2bdqYHj16mIyMjBzLMjIyzKOPPmratGnj9Lq45uYmhYeHa/LkyVq3bp327dunffv2ad26dZo0aVKJfGJncHCwPv74Y2VlZeU6bd++3dUlOvj999/l6el4U98bb7yhBx54QK1bt9ZPP/3kosryp1SpUvL19VWFChXsbeXLl9fZs2ddV1Qebr/9dm3btk2//PKLoqKi9OOPP9rfk1ZSZdeXkZGhwMBAh2WBgYH65ZdfXFFWnmJjYzVz5kxJUuvWrfXRRx85LP/ggw9Uu3ZtV5SWb15eXurWrZtWrlypQ4cO6amnntKiRYtUr149V5fmICgoyH6d3v79+5WZmelw3d6uXbtUtWpVV5WXqy5duqh///5auXKlvvnmGz322GNq3bq1SpcuLUnat2+fqlWr5uIqHX333Xf617/+JW9v7xzLvL29NXLkSH333XdOr4tbwYtYXFycxo0bp8qVK7u6lFxFRkZq+/bt6tKlS67LbTabTAm6ge4vf/mL/SK7P3rttddkjNEDDzzgosryFh4ergMHDtj/SG3ZskU1atSwLz969KiCg4NdVd51lStXTm+//bbef/99tW/fvsQ/kLJdu3by9PRUenq6fvrpJ4eXN6akpJS438PJkycrOjparVu3VlRUlKZOnaq1a9eqfv362rdvn7799lstXbrU1WXmW40aNTRmzBiNHj1aq1evdnU5Dnr27KlevXrpwQcf1Ndff63hw4dryJAhOn36tGw2m1566SU98sgjri7Twfjx45WamqrOnTsrMzNTLVq00LvvvmtfbrPZNHHiRBdWmFPFihW1f/9+NWjQINflBw4cUMWKFZ1cFeGmyL377rsaMmRIifufarahQ4fqwoULeS6vXbu2vvnmGydWdH0PPfSQFi9erMcffzzHstdff11ZWVmaNWuWCyrL2zPPPOMQCho1auSw/MsvvyzxDzzr0aOH7rrrLm3btq3EPjRs9OjRDvNlypRxmF++fHmJe5FjSEiIduzYoUmTJmn58uUyxui///2vjh49qujoaG3atElRUVGuLjOHsLCw696CbLPZ1L59eydWdGNjx45V6dKl9e233+rpp5/W8OHD1bhxYw0bNkwXL15U586d9e9//9vVZTooV66clixZokuXLunq1asqV66cw/KYmBgXVZa3p556Sr1799YLL7yg9u3b53hx5oQJEzRo0CCn18VzbopY+fLl9f3337vkFe8AADjb5MmT9corr+jEiRP2U8XGGAUFBWnQoEEaNmyY02si3BQxwg0A4FZ0+PBhh7eCR0REuKwWwg0AACgWR48e1ejRozVv3jyn7pe7pYrIwYMH9cILL6hnz55KS0uTJK1cuVK7du1ycWUAALjGmTNn9Pbbbzt9v1xQXATWrVun2NhYRUdHa/369Ro/fryqVq2qH374QXPmzMlxuycAAFbw2WefXXf5oUOHnFSJI05LFYEWLVrob3/7m+Lj4x2uudm6dau6dOmiY8eOubpEAACKXKlSpW74CBGbzeb0x0pwWqoI/Pjjj3rooYdytFepUkWnT592QUUAABS/kvpgWMJNEahQoYJSU1NztO/YsaPEPU0SAICikv1g2Ly46sGwhJsi0LNnTw0fPtx+j39WVpY2bdqkIUOGqFevXq4uDwCAYjF06FC1bNkyz+WuejAs19wUgStXrqhPnz56//33ZYyRp6enMjMz1bNnTy1YsOC6T/YEAABFi3BThA4dOqTt27crKytLzZo1U506dVxdEgAAtxzCTTFy1cOLAAC4lRFuitH333+v2267rcS/WRkAACvhIX43oaQ+vAgAgFsZIzc3oaQ+vAgAgFsZt4LfhJL68CIAAG5lhJubUFIfXgQAwK2Ma25uwtChQ3XhwoU8l7vq4UUAANzKuOYGAABYCqelAACApRBuAACApRBuAACApRBuAFjOkSNHZLPZlJyc7OpSALgA4QaAy/Tp00c2m002m02enp6qUaOGnnnmGf36668F2kaXLl0c2kJDQ5WamqpGjRoVccUA3AHhBoBL3XfffUpNTdWRI0c0Z84cLV++XHFxcTe1TQ8PDwUFBcnTk6ddALciwg0Al/Lx8VFQUJCqV6+umJgYde/eXatWrZIkZWZmqm/fvoqIiFDp0qVVr149vfLKK/Z1x4wZo7fffluffvqpfQRo7dq1OU5LrV27VjabTV9//bWioqJUpkwZtWzZUvv27XOoZfz48apatarKly+vfv36acSIEWratKmzDgWAIkK4AVBiHDp0SCtXrpSXl5ckKSsrS9WrV9cHH3yg3bt368UXX9TIkSP1wQcfSJKGDBmibt262Ud/UlNT1bJlyzy3P2rUKE2dOlVJSUny9PTUk08+aV+2aNEivfTSS5o8ebK2bdumGjVqaObMmcX7gQEUC8ZsAbjU559/rnLlyikzM1OXLl2SJE2bNk2S5OXlpbFjx9r7RkREaPPmzfrggw/UrVs3lStXTqVLl1ZGRoaCgoJuuK+XXnpJrVu3liSNGDFCnTp10qVLl+Tr66vXXntNffv21RNPPCFJevHFF7Vq1SqdP3++qD8ygGLGyA0Al2rbtq2Sk5P13XffacCAAerQoYMGDBhgXz5r1ixFRUWpSpUqKleunGbPnq2UlJRC7atx48b2/w4ODpYkpaWlSZL27dunO+64w6H/n+cBuAfCDQCXKlu2rGrXrq3GjRvr1VdfVUZGhn205oMPPtDgwYP15JNPatWqVUpOTtYTTzyhy5cvF2pf2ae7pGsvtpWunfr6c1s23k4DuCfCDYASZfTo0ZoyZYqOHz+uDRs2qGXLloqLi1OzZs1Uu3ZtHTx40KG/t7e3MjMzb3q/9erV03//+1+HtqSkpJveLgDnI9wAKFHatGmjhg0basKECapdu7aSkpL01Vdf6aefftK//vUvbd261aF/eHi4fvjhB+3bt0+nTp3SlStXCrXfAQMGaO7cuXr77be1f/9+jR8/Xj/88EOO0RwAJR/hBkCJEx8fr9mzZ6tLly7q2rWrunfvrubNm+v06dM5noHz1FNPqV69evbrcjZt2lSofT722GNKSEjQkCFDdNttt+nw4cPq06ePfH19i+IjAXAim+GkMgDkqn379goKCtI777zj6lIAFAC3ggOApIsXL2rWrFnq0KGDPDw8tHjxYq1evVqJiYmuLg1AATFyAwCSfv/9d3Xu3Fnbt29XRkaG6tWrpxdeeEFdu3Z1dWkACohwAwAALIULigEAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKUQbgAAgKX8P+nu8apIfFxaAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_rating_counts(rating_L2, 'Distribution of Ratings - L2 Norm')\n", "plot_rating_counts(rating_replace_mean, 'Distribution of Ratings - Replaced Outliner data with mean value')\n", "plot_rating_counts(rating_drop_outliner, 'Distribution of Ratings - Dropped Outliner data')\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "8ed2b421", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:09:54.893835Z", "iopub.status.busy": "2023-04-28T08:09:54.892903Z", "iopub.status.idle": "2023-04-28T08:09:55.128735Z", "shell.execute_reply": "2023-04-28T08:09:55.127613Z" }, "papermill": { "duration": 0.245481, "end_time": "2023-04-28T08:09:55.131942", "exception": false, "start_time": "2023-04-28T08:09:54.886461", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr 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<td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>...</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</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>...</th>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " </tr>\n", " <tr>\n", " <th>9316</th>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>...</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</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>5543</th>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>...</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</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>5621</th>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>...</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</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>6133</th>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>...</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</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>26081</th>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>...</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</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", "<p>12294 rows × 82 columns</p>\n", "</div>" ], "text/plain": [ " Adventure Cars Comedy Dementia Demons Drama Ecchi \\\n", "anime_id \n", "32281 0 0 0 0 0 0 0 \n", "5114 1 0 0 0 0 1 0 \n", "28977 0 0 1 0 0 0 0 \n", "9253 0 0 0 0 0 0 0 \n", "9969 0 0 1 0 0 0 0 \n", "... ... ... ... ... ... ... ... \n", "9316 0 0 0 0 0 0 0 \n", "5543 0 0 0 0 0 0 0 \n", "5621 0 0 0 0 0 0 0 \n", "6133 0 0 0 0 0 0 0 \n", "26081 0 0 0 0 0 0 0 \n", "\n", " Fantasy Game Harem ... Shoujo Shounen Slice of Life Space \\\n", "anime_id ... \n", "32281 0 0 0 ... 0 0 0 0 \n", "5114 1 0 0 ... 0 0 0 0 \n", "28977 0 0 0 ... 0 0 0 0 \n", "9253 0 0 0 ... 0 0 0 0 \n", "9969 0 0 0 ... 0 0 0 0 \n", "... ... ... ... ... ... ... ... ... \n", "9316 0 0 0 ... 0 0 0 0 \n", "5543 0 0 0 ... 0 0 0 0 \n", "5621 0 0 0 ... 0 0 0 0 \n", "6133 0 0 0 ... 0 0 0 0 \n", "26081 0 0 0 ... 0 0 0 0 \n", "\n", " Sports Super Power Supernatural Thriller Vampire Yaoi \n", "anime_id \n", "32281 0 0 0 0 0 0 \n", "5114 0 0 0 0 0 0 \n", "28977 0 0 0 0 0 0 \n", "9253 0 0 0 0 0 0 \n", "9969 0 0 0 0 0 0 \n", "... ... ... ... ... ... ... \n", "9316 0 0 0 0 0 0 \n", "5543 0 0 0 0 0 0 \n", "5621 0 0 0 0 0 0 \n", "6133 0 0 0 0 0 0 \n", "26081 0 0 0 0 0 0 \n", "\n", "[12294 rows x 82 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Split the genre column into separate columns for each genre\n", "anime_genres = anime['genre'].str.get_dummies(sep=',')\n", "anime_genres = anime_genres.set_index(anime['anime_id'])\n", "anime_genres" ] }, { "cell_type": "code", "execution_count": 7, "id": "bbf94778", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:09:55.144094Z", "iopub.status.busy": "2023-04-28T08:09:55.143795Z", "iopub.status.idle": "2023-04-28T08:09:55.151036Z", "shell.execute_reply": "2023-04-28T08:09:55.149998Z" }, "papermill": { "duration": 0.015602, "end_time": "2023-04-28T08:09:55.152954", "exception": false, "start_time": "2023-04-28T08:09:55.137352", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Index([' Drama', ' Fantasy', ' Horror', ' Shounen', ' Supernatural',\n", " ' Vampire', 'Adventure'],\n", " dtype='object')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "anime_id = 665\n", "anime_genres.loc[anime_id][anime_genres.loc[anime_id] == 1].index" ] }, { "cell_type": "code", "execution_count": 8, "id": "586f44bc", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:09:55.166260Z", "iopub.status.busy": "2023-04-28T08:09:55.164515Z", "iopub.status.idle": "2023-04-28T08:09:55.178118Z", "shell.execute_reply": "2023-04-28T08:09:55.177224Z" }, "papermill": { "duration": 0.02207, "end_time": "2023-04-28T08:09:55.180354", "exception": false, "start_time": "2023-04-28T08:09:55.158284", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>anime_id</th>\n", " <th>name</th>\n", " <th>genre</th>\n", " <th>type</th>\n", " <th>rating</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>2581</th>\n", " <td>665</td>\n", " <td>JoJo no Kimyou na Bouken: Adventure</td>\n", " <td>Adventure, Drama, Fantasy, Horror, Shounen, Su...</td>\n", " <td>OVA</td>\n", " <td>7.22</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " anime_id name \\\n", "2581 665 JoJo no Kimyou na Bouken: Adventure \n", "\n", " genre type rating \n", "2581 Adventure, Drama, Fantasy, Horror, Shounen, Su... OVA 7.22 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "anime[anime.anime_id == anime_id]" ] }, { "cell_type": "code", "execution_count": 9, "id": "a399b5a3", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:09:55.193075Z", "iopub.status.busy": "2023-04-28T08:09:55.192274Z", "iopub.status.idle": "2023-04-28T08:09:55.197326Z", "shell.execute_reply": "2023-04-28T08:09:55.196443Z" }, "papermill": { "duration": 0.013359, "end_time": "2023-04-28T08:09:55.199324", "exception": false, "start_time": "2023-04-28T08:09:55.185965", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Create a utility matrix\n", "def get_util_matrix(rating):\n", " return rating.pivot_table(values='rating', index='user_id', columns='anime_id')" ] }, { "cell_type": "code", "execution_count": 10, "id": "e77c4c5f", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:09:55.211411Z", "iopub.status.busy": "2023-04-28T08:09:55.211149Z", "iopub.status.idle": "2023-04-28T08:09:55.217389Z", "shell.execute_reply": "2023-04-28T08:09:55.216379Z" }, "papermill": { "duration": 0.014812, "end_time": "2023-04-28T08:09:55.219475", "exception": false, "start_time": "2023-04-28T08:09:55.204663", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "def get_similar_items(user_id, rating, num_record=10):\n", " user_ratings = get_util_matrix(rating).loc[user_id].dropna()\n", " # Exclude items that the user has already rated\n", " unrated_anime = anime_genres.loc[~anime_genres.index.isin(user_ratings.index)]\n", " # Calculate the user's genre preferences\n", " user_genre = anime_genres.loc[user_ratings.index].mean()\n", " # Calculate the cosine similarity between the user's genre preferences and unrated anime\n", " sim_scores = unrated_anime.dot(user_genre)\n", " sim_anime = sim_scores.nlargest(num_record).index\n", " rec_df = anime.loc[anime['anime_id'].isin(sim_anime)].copy()\n", " # Get the top similar anime\n", " rec_df['score'] = sim_scores.loc[sim_anime].values\n", " rec_df = rec_df.sort_values('score', ascending=False).head(num_record)\n", " print('Mean score: ', rec_df.score.mean())\n", " return rec_df\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "6139eb06", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:09:55.232193Z", "iopub.status.busy": "2023-04-28T08:09:55.231416Z", "iopub.status.idle": "2023-04-28T08:09:55.237224Z", "shell.execute_reply": "2023-04-28T08:09:55.236354Z" }, "papermill": { "duration": 0.014235, "end_time": "2023-04-28T08:09:55.239217", "exception": false, "start_time": "2023-04-28T08:09:55.224982", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "def user_info(user_id):\n", " top_watch = rating_full[rating_full.user_id == user_id].sort_values('rating',ascending = False)\n", " print('What they watched/voted:')\n", " display(top_watch)\n", " print('The items in the list are:')\n", " display(anime[anime.anime_id.isin(top_watch.anime_id.values)].sort_values('anime_id'))" ] }, { "cell_type": "code", "execution_count": 12, "id": "3fa8f582", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:09:55.251646Z", "iopub.status.busy": "2023-04-28T08:09:55.250869Z", "iopub.status.idle": "2023-04-28T08:09:55.256912Z", "shell.execute_reply": "2023-04-28T08:09:55.256004Z" }, "papermill": { "duration": 0.014342, "end_time": "2023-04-28T08:09:55.258922", "exception": false, "start_time": "2023-04-28T08:09:55.244580", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "def predict(user_id):\n", " print(f'Info of user {user_id} is:')\n", " user_info(user_id)\n", " print('-'*150)\n", " print('What we suggested (in case of using L2 norm for unvoted-data):')\n", " display(get_similar_items(user_id,rating_L2))\n", " print('-'*150)\n", " print('What we suggested (in case of dropping out unvoted-data):')\n", " display(get_similar_items(user_id,rating_drop_outliner))\n", " print('-'*150)\n", " print('What we suggested (in case of replacing unvoted-data with mean value):')\n", " display(get_similar_items(user_id,rating_replace_mean))\n" ] }, { "cell_type": "code", "execution_count": null, "id": "cc6fbe94", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": false, "start_time": "2023-04-28T08:09:55.264198", "status": "running" }, "tags": [] }, "outputs": [], "source": [ "predict(1)" ] }, { "cell_type": "code", "execution_count": null, "id": "76a66518", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "outputs": [], "source": [ "predict(493)" ] }, { "cell_type": "code", "execution_count": null, "id": "74114324", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "outputs": [], "source": [ "predict(511)" ] }, { "cell_type": "code", "execution_count": null, "id": "fb82c1ce", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "outputs": [], "source": [ "predict(517)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" }, "papermill": { "default_parameters": {}, "duration": null, "end_time": null, "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T08:09:40.866979", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/543/127543472.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "99ce87c6", "metadata": { "_cell_guid": "558db775-42e8-4e6b-93d1-8019c1fbd465", "_uuid": "46601a9d-d423-4e86-8734-d69c26db404c", "collapsed": false, "execution": { "iopub.execute_input": "2023-04-28T08:24:17.226276Z", "iopub.status.busy": "2023-04-28T08:24:17.225441Z", "iopub.status.idle": "2023-04-28T08:24:17.245573Z", "shell.execute_reply": "2023-04-28T08:24:17.244136Z" }, "jupyter": { "outputs_hidden": false }, "papermill": { "duration": 0.02994, "end_time": "2023-04-28T08:24:17.248434", "exception": false, "start_time": "2023-04-28T08:24:17.218494", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/kaggle/input/health-and-income/gapminder-health-income.csv\n" ] } ], "source": [ "# This Python 3 environment comes with many helpful analytics libraries installed\n", "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n", "# For example, here's several helpful packages to load\n", "\n", "import numpy as np # linear algebra\n", "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", "\n", "# Input data files are available in the read-only \"../input/\" directory\n", "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n", "\n", "import os\n", "for dirname, _, filenames in os.walk('/kaggle/input'):\n", " for filename in filenames:\n", " print(os.path.join(dirname, filename))\n", "\n", "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n", "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session" ] }, { "cell_type": "code", "execution_count": 2, "id": "67c887de", "metadata": { "_cell_guid": "e2d60b22-2e20-4828-be64-e958540fddef", "_uuid": "020f4d4e-ba3b-4b02-bf17-166b258030b5", "collapsed": false, "execution": { "iopub.execute_input": "2023-04-28T08:24:17.259516Z", "iopub.status.busy": "2023-04-28T08:24:17.259082Z", "iopub.status.idle": "2023-04-28T08:24:18.420183Z", "shell.execute_reply": "2023-04-28T08:24:18.418937Z" }, "jupyter": { "outputs_hidden": false }, "papermill": { "duration": 1.169699, "end_time": "2023-04-28T08:24:18.422956", "exception": false, "start_time": "2023-04-28T08:24:17.253257", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from scipy.optimize import curve_fit\n", "import scipy.stats as st" ] }, { "cell_type": "code", "execution_count": 3, "id": "15e7cf7d", "metadata": { "_cell_guid": "6c4267c7-f37e-42a7-9b9a-6884a170935c", "_uuid": "60f645a9-3fe7-438f-9027-38aeb611dff6", "collapsed": false, "execution": { "iopub.execute_input": "2023-04-28T08:24:18.433434Z", "iopub.status.busy": "2023-04-28T08:24:18.433012Z", "iopub.status.idle": "2023-04-28T08:24:18.468963Z", "shell.execute_reply": "2023-04-28T08:24:18.467738Z" }, "jupyter": { "outputs_hidden": false }, "papermill": { "duration": 0.04426, "end_time": "2023-04-28T08:24:18.471554", "exception": false, "start_time": "2023-04-28T08:24:18.427294", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>country</th>\n", " <th>income</th>\n", " <th>health</th>\n", " <th>population</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>Afghanistan</td>\n", " <td>1925</td>\n", " <td>57.63</td>\n", " <td>32526562</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>Albania</td>\n", " <td>10620</td>\n", " <td>76.00</td>\n", " <td>2896679</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>Algeria</td>\n", " <td>13434</td>\n", " <td>76.50</td>\n", " <td>39666519</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>Andorra</td>\n", " <td>46577</td>\n", " <td>84.10</td>\n", " <td>70473</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>Angola</td>\n", " <td>7615</td>\n", " <td>61.00</td>\n", " <td>25021974</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " country income health population\n", "0 Afghanistan 1925 57.63 32526562\n", "1 Albania 10620 76.00 2896679\n", "2 Algeria 13434 76.50 39666519\n", "3 Andorra 46577 84.10 70473\n", "4 Angola 7615 61.00 25021974" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(r'/kaggle/input/health-and-income/gapminder-health-income.csv')\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 4, "id": "e330f19a", "metadata": { "_cell_guid": "f114ca34-eeba-4bb7-8d61-bbed327bce91", "_uuid": "e0e59ad8-f1e9-43a0-8712-e77ddec62749", "collapsed": false, "execution": { "iopub.execute_input": "2023-04-28T08:24:18.482458Z", "iopub.status.busy": "2023-04-28T08:24:18.482048Z", "iopub.status.idle": "2023-04-28T08:24:18.491550Z", "shell.execute_reply": "2023-04-28T08:24:18.490193Z" }, "jupyter": { "outputs_hidden": false }, "papermill": { "duration": 0.018624, "end_time": "2023-04-28T08:24:18.494706", "exception": false, "start_time": "2023-04-28T08:24:18.476082", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "coef1 = st.pearsonr(df['income'], df['health'])[0].round(2)\n", "p_val1 = st.pearsonr(df['income'], df['health'])[1].round(4)" ] }, { "cell_type": "code", "execution_count": 5, "id": "3cfd28c2", "metadata": { "_cell_guid": "93c6adf8-b8e4-4425-a143-12354bb7c0e5", "_uuid": "89169e34-bcdb-43e6-ae3e-5e3978dcb8a6", "collapsed": false, "execution": { "iopub.execute_input": "2023-04-28T08:24:18.507385Z", "iopub.status.busy": "2023-04-28T08:24:18.505973Z", "iopub.status.idle": "2023-04-28T08:24:18.925713Z", "shell.execute_reply": "2023-04-28T08:24:18.924704Z" }, "jupyter": { "outputs_hidden": false }, "papermill": { "duration": 0.428949, "end_time": "2023-04-28T08:24:18.928291", "exception": false, "start_time": "2023-04-28T08:24:18.499342", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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G37stW7bg8ccfj3k/LrroIui6jsOHDw/pc4yfV0VFBWbMmNHr+GBfd/78+dH/lyQJJSUl/b4fg/G1r30NP/rRj3DWWWfhnnvuwY4dO2LG33jjjYQdi3i9fd8KIfr8fu6+yn377bfj1ltvxaJFi/Doo49i5syZ+NOf/hS93ze+8Q0sX74c8+fPxxe/+EX89re/xR//+Ee0tbX1OZdt27bhyiuvxKRJk5CdnY1zzjkHABK+R3u+l6WlpQAQfS/37t2LM844I+b+8R/3pef9CgoKYr6/4plMJlx//fX429/+BiCyK/D888/jxhtvjN7n4MGDWL16NaZOnYqcnBxMmTKl189nKIbzc9/TggULcN5552HevHm4/vrr8Yc//AEdHR3R8aqqKnz88ccoLy/v93nivz/6+57p7zG93U5EBETKjNZ3BNDhV1iUYAhSGhT4fD4sWLAAv/rVr/ocP+uss/CTn/ykz+e44447sH79eqxduxYbN26E1+vFZZddBk1L/25006dPhyRJfS4euvX1RzP+9t5SkHq7Xdd13Hfffdi+fXv0386dO/HJJ5/AarUmPP5f//oXVq5ciUsuuQT/+Mc/sG3bNnz3u98dVKWZwXweQOwf9/iD0JIk9Zs2kZWV1e9rDjQXXddx++23x7wfH330ET755BOccsopfT73QPqb11Bed6jvx2B88YtfxKFDh3DTTTdh586dWLp0ab8HhOOVlJSgqakp5raOjg6oqori4uJeH9O9CJ89e3bM7bNmzep3sXv66acDiKTH9cbn8+HCCy+Ew+HAE088gU2bNkUr2sR/j/Z8L3t+/UdCfwvWG2+8Ea+//jqam5vx3HPPwWq1xlTpuvzyy9HW1oY//OEP+PDDD/Hhhx8CSPx8usmynPC9Hp++NNSf+3gGgwEbNmzAyy+/jNmzZ+OXv/wlZs6cOaTAubfvm+bm5j6/Z/p7DIB+H0dEmUfXBVq9LDM6XCkNCi655BL86Ec/wjXXXNPr+E033YQf/OAHOP/883sdd7lc+OMf/4if/exnOP/887Fo0SI88cQT2LlzJ15//fWRnHpSFBQU4KKLLsL//d//wefzJYx315SfPXs2amtrUVdXFx3bs2cPXC4XZs2aNeTXXbx4Mfbt24dp06Yl/IuvAgMA7733HiZNmoTvfve7WLp0KaZPn46jR4/G3MdsNg8YiM2ePRvbt2+P+Vzfe+89yLLc59X0wZg/f36f5Vtnz56NcDgcXVQBQFtbG/bv3x997xYvXozdu3f3+n6YzeaTmld9fT3279/f63gyXrf7fsMJgp1OJ/7jP/4Dzz77LO666y784Q9/GPRjzzjjDOzatQuNjY3R21577TVYLBYsWbKk18dMnjwZZWVlMbtCALB//35MmjSpz9fatm0bgBNBRbyPP/4Yra2t+MlPfoKzzz4bp5566rB2UmbNmoV//etfMbfFf9yXnvfr6OjA/v37ceqpp/Z5/zPPPBNOpxPr1q3D3/72N1x//fXRr2VbWxv27t2L733vezjvvPMwa9asmCvyvSkqKoLH44n52YrfWR3qz31vJEnCWWedhfvuuw/btm2D2WweVEnRbmeccQY2bNgQc9trr72GM888s9/HvPPOOzEB0WuvvYaysjJMnjx50K9NRONbd5lRd4BlRodrTB803rJlC1RVjTm4VlZWhrlz5/Z7cC2d/PrXv4amaaiqqsIzzzyDTz75BHv37sUvfvGLaErC+eefj/nz5+PGG2/E1q1bUVNTg3/7t3/D8uXLE1KDBuMHP/gB/vKXv+Dee+/F7t27sXfvXqxbtw7f+973er3/tGnTUFtbi7Vr1+LgwYP4xS9+kbAQmDx5Mg4fPozt27ejtbUVoVAo4XluvPFGWK1W3Hzzzdi1axfefPNNfPWrX8VNN910Ulf87rnnHlRXV+Oee+7B3r17sXPnTjz88MMAIrsxV155JW677TZs3LgRH330ET73uc+hvLwcV155JQDgO9/5Dj744AN85Stfwfbt2/HJJ5/ghRdewFe/+tVhzwkAli9fjk9/+tO49tprsWHDBhw+fBgvv/wyXnnllaS97sSJE5GVlYVXXnkFx48fh8vlGtTj7rjjDrz66qs4fPgwtm7din/+858xAeZ5553X5w4eAFx44YWYPXs2brrppujh7m9+85u47bbbkJOTAwBoaGjAqaeeGj0MLUkSvvWtb+EXv/gFnn76aRw4cADf//738fHHH+MLX/gCgMih0kcffRTbt2/H4cOH8eSTT+L222/HFVdcgcrKyl7nUllZCbPZjF/+8pc4dOgQXnjhBfzwhz8c1PvQ09e//nX86U9/wp/+9Cfs378f99xzD3bv3j2ox95///144403sGvXLtxyyy2YMGFCv02/JEnC6tWr8dvf/hYbNmzA5z73uehYfn4+CgsL8fvf/x4HDhzAP//5T9x55539vv5pp50Gm82G//7v/8aBAwewZs2ahMP5Q/25j/fhhx/iwQcfxObNm1FbW4tnn30WLS0t0e+bmpoanHrqqWhoaOjzOb7+9a/jtddew0MPPYSPP/4YDz30EF5//XXccccd0fv86le/ikkHXL16NSwWC2655Rbs2rUL69evx4MPPog777yT6UNEhLCm47g7iOPuIMIjtPObKcZ0UNDU1ASz2Yz8/PyY24uLixO2m3sKhUJwu90x/1JlypQp2Lp1K84991zcddddmDt3Li644AK88cYb+M1vfgPgRFfg/Px8fPrTn8b555+PqVOnYt26dcN6zYsuugj/+Mc/sGHDBixbtgynn346HnnkkT6v1l555ZX4xje+gf/8z//EwoUL8f777+P73/9+zH2uvfZaXHzxxTj33HNRVFSE6urqhOex2Wx49dVX0d7ejmXLluG6664bcPE5GOeccw6eeuopvPDCC1i4cCE+85nPxOwMPPbYY1iyZAkuu+wynHHGGRBC4KWXXoqmksyfPx9vv/02PvnkE5x99tlYtGgRvv/97/d5ZXoonnnmGSxbtgyrVq3C7Nmz8e1vfzt6VT8Zr2s0GvGLX/wCv/vd71BWVhYNdAaiaRq+8pWvYNasWbj44osxc+bMmEo7Bw8eRGtra5+PNxgMePHFF2G1WnHWWWfhhhtuwFVXXYWf/vSn0fuoqop9+/bF5KvfcccduPvuu/GNb3wDCxYswBtvvIENGzZE06UsFgvWrVuHc845B7Nnz8YPfvAD3Hbbbb1+P3UrKirC448/jqeeegqzZ8/GT37yk5h5DNaKFSvwgx/8AN/5znewZMkSHD16FF/60pcG9dif/OQn+PrXv44lS5agsbERL7zwwoC7PTfeeCP27NmD8vJynHXWWdHbZVnG2rVrsWXLFsydOxff+MY38D//8z/9PldBQQGeeOIJvPTSS5g3bx6qq6sTqkcN9ec+Xk5ODt555x189rOfxYwZM/C9730PP/vZz6JpT36/H/v27euz6hIQ2SFZu3YtHnvsMcyfPx+PP/441q1bF3Pmp7W1FQcPHox+nJubiw0bNqC+vh5Lly7Fl7/8Zdx5550DBkpENP65gyrqOwLsO5AkkkiTExiSJGH9+vW9Xl07cuQIpkyZgm3btsV0zV2zZg1uvfXWhKvSF1xwAU455RT89re/7fW17r33Xtx3330Jt7tcruhVTiKigbz11ls499xz0dHRES0hTEREI0sJ62j1hhBU0//8KADYzEaU5A58dmskuN1u5ObmDmqNO6Z3CkpKSqAoSkK+7UAH1+6++264XK7ov565+kRERESUfoQQ6PApaOgMjJmAYCwZ00HBkiVLYDKZYg6uNTY2YteuXf0eXLNYLMjJyYn5R0RERETpiWVGR54xlS/u9Xpjygx2H1QtKChAZWUl2tvbUVtbi2PHjgFAtGpJSUkJSkpKkJubiy984Qu46667UFhYiIKCAnzzm9/EvHnz+qxYRESULOeccw7/OBERjSBdF2j3K6wqNApSGhRs3rwZ5557bvTj7oNjN998Mx5//HG88MILuPXWW6PjK1euBBCpNtN9iO7RRx+F0WjEDTfcgEAggPPOOw+PP/54TPMrIiIiIhpbfKEw2rwKqwqNkrQ5aJxKQzmEQUREREQjJ6zpaPcp8I6TqkJj5aBxSncKiIiIiIi6uYMq2r0KdF6zHnUMCoiIiIgopcZamdHxiEEBEREREaWEEAKugIoOv8rCDSnGoICIiIiIRl1Q1dDqDUEJ8yBxOmBQQERERESjhmVG0xODAiIiIiIaFX4ljFYPy4ymIwYFRERERDSiNF2gzRsaN2VGxyMGBUREREQ0YtxBFR0+BZrOg8TpjEEBERERESWdEtbR5gshoLDM6FjAoICIiIiIkoZlRscmBgVERERElBQsMzp2MSggIiIiopOi6wIdfgUulhkdsxgUEBEREdGwsczo+MCggIiIiIiGjGVGxxcGBUREREQ0JJ6ginaWGR1XGBQQERER0aComo5WL8uMjkcMCoiIiIhoQC6/ina/wjKj4xSDAiIiIiLqUyisodWrIKRyd2A8Y1BARERERAmEEOj0q+gMsAlZJmBQQEREREQxgqqGFk8IqsYyo5mCQQERERERAYjsDrT72IQsEzEoICIiIiIEFA2tXu4OZCoGBUREREQZTNcF2nwKPEHuDmQyBgVEREREGcqvhNHqURDWuTuQ6RgUEBEREWUYTRdo84bgDYVTPRVKEwwKiIiIiDKINxRGmzcETWeZUTqBQQERERFRBghrOtp8CnzcHaBeMCggIiIiGufcQRXtXgU6m5BRHxgUEBEREY1Tqqaj1RtCQNFSPRVKcwwKiIiIiMYhl19Fu1+B4O4ADQKDAiIiIqJxRAnraPGGEFK5O0CDx6CAiIiIaBwQQsAVUNHhV7k7QEPGoICIiIhojAuFNbR4QlDCbEJGw8OggIiIiGiMEkKgw6+i06+keio0xjEoICIiIhqDgmpkd0DVuDtAJ49BAREREdEYousC7X4F7oCa6qnQOMKggIiIiGiM8CthtHoUhHXuDlByMSggIiIiSnOaLtDmC8EbDKd6KjROMSggIiIiSmO+UBit3hA0nWVGaeQwKCAiIiJKQ5ou0OoNwRfi7gCNPAYFRERERGnGE1TR7lO4O0CjhkEBERERUZoIazpavQr8CncHaHQxKCAiIiJKA66Aig6fAl1wd4BGH4MCIiIiohRSwjpavSEEVS3VU6EMxqCAiIiIKEU6/Qo6/CoEdwcoxRgUEBEREY2yUFhDq1dBiLsDlCYYFBARERGNEiEEOvwqXAHuDlB6YVBARERENAqCqoYWTwiqpqd6KkQJGBQQERERjSAhBNp9ClwBNdVTIeoTgwIiIiKiERJQNLR6uTtA6Y9BAREREVGS6bpAm0+BJ8jdARobGBQQERERJZFfCaPVoyCsc3eAxg4GBURERERJoOkCbd4QvKFwqqdCNGQMCoiIiIhOkjcURps3BE1nmVEamxgUEBEREQ1TWNPR6lXgV7g7QGMbgwIiIiKiYXAHVbR7FehsQkbjAIMCIiIioiFQNR2t3hACipbqqRAlDYMCIiIiokFy+VW0+xUI7g7QOMOggIiIiGgASlhHizeEkMrdARqfGBQQERER9UEIgU6/is6Ayt0BGtcYFBARERH1IqhqaPWGoITZhIzGPwYFRERERD0IIdDhV9HpV1I9FaJRw6CAiIiIqEtQ1dDiCUHVuDtAmUVO9QSIiIiIUk3XBVq9IRzrDDAgoKRSwjoOtXhTPY0BcaeAiIiIMppfCaPVoyCsMxig5PErYfz9o0Y8s7UeOVkmbPjGchhkKdXT6hODAiIiIspImi7Q5gvBGwyneio0jnT6FTyztQHPbz8GbyjyvdXqVfDa7iZcMq80xbPrG4MCIiIiyji+UBit3hA0nWVGKTmaXEE8ubkOL+9qQiiuYpXZKKOuw5+imQ0OgwIiIiLKGGFNR5tPgS/E3QFKjkMtXqzdVId/ftyM+BjTZjbg2sUV+OpnpmFijjU1ExwkBgVERESUETxBFe0+hbsDlBS7GlxYU1OLfx1qTxjLt5lw7eIKXLGgDBNzrGkfEAAMCoiIiGicC2s6Wr0K/Ap3B+jkCCHw4eF2VNfUYmeDO2G8NNeKFcucuGh2MSwmQwpmOHwMCoiIiGjccgVUdPgU6IK7AzR8mi7w1r5mVNfU4VCrL2H8lCI7Vi6rxDkzi9K6wlB/GBQQERHRuKOEdbR6QwiqWqqnQmNYSNXwyu4mrNtUjyZ3MGF8fkUuVlU5UTW5AJI0NoOBbgwKiIiIaFzp9Cvo8KsQ3B2gYfIGw3j+owY8s6UBnQE1YfzMUwqxcpkTc8tzUzC7kcGggIiIiMaFUFhDq1dBiLsDNEyt3hCe2VKPv+9ohF+J/T6SJeC8WcVYucyJKRPsKZrhyGFQQERERGOaEAIdfhWuAHcHaHjqO/xYt6ker+1pgqrFfg9ZjDI+O68U1y+tQMkYqCI0XAwKiIiIaMwKqhpaPCGomj7wnYni7D/uQXVNHd7Z34L4cDLbasRVC8tw9aJy5NnMKZnfaJJT+eLvvPMOLr/8cpSVlUGSJDz33HMx40II3HvvvSgrK0NWVhbOOecc7N69O+Y+oVAIX/3qVzFhwgTY7XZcccUVqK+vH8XPgoiIiEabEAJt3hCOdQYYENCQCCGwrbYD3356B/7jia14Oy4gKHSY8aXlU1F922m49awpGREQACkOCnw+HxYsWIBf/epXvY4//PDDeOSRR/CrX/0KmzZtQklJCS644AJ4PJ7ofe644w6sX78ea9euxcaNG+H1enHZZZdB05hPSERENB4FFA31HQG4ejkAStQXXQi8+0krvrJmG+56agc2H+2IGa/Iz8K3LpyBv33hNFy/1AmbObMSaiSRJsl3kiRh/fr1uOqqqwBEoriysjLccccd+M53vgMgsitQXFyMhx56CLfffjtcLheKiorw17/+FStWrAAAHDt2DE6nEy+99BIuuuiiQb222+1Gbm4uXC4XcnJyRuTzIyIiopOj6wJtPgWeIIMBGjxV0/H63masralFXUcgYXxmcTZWnebEWadMGJEeAzazESW5qTmLMJQ1btqGQIcPH0ZTUxMuvPDC6G0WiwXLly/H+++/j9tvvx1btmyBqqox9ykrK8PcuXPx/vvv9xkUhEIhhEKh6Mdud2JHOiIiIkoffiWMVo+CsM5UIRqcgKLhHzsb8dTmOrR6lYTxxZV5WF1ViUWVeWO+x0AypG1Q0NTUBAAoLi6Oub24uBhHjx6N3sdsNiM/Pz/hPt2P782Pf/xj3HfffUmeMRERESWbpkfODnhD4VRPhcYIl1/F+u0NeG5bA9zB2O8bCcDZMyZg1bJKzCzJTs0E01TaBgXd4iM3IcSA0dxA97n77rtx5513Rj92u91wOp0nN1EiIiJKKm8ojDZvCJqeFpnOlOaOu4N4aks9XtrRiGA4dkfJKEu4cE4xVix1wllgS9EM01vaBgUlJSUAIrsBpaWl0dubm5ujuwclJSVQFAUdHR0xuwXNzc0488wz+3xui8UCi8UyQjMnIiKikxHWdLT5FPi4O0CDcLTNh7Wb6vD63uaEADLLZMBl80tx3ZIKFGVz7deflFYf6s+UKVNQUlKCDRs2RG9TFAVvv/12dMG/ZMkSmEymmPs0NjZi165d/QYFRERElJ7cQRX1HQEGBDSgPcfc+P7zu3Dr45vx6u7jMQFBbpYJt541GWv//TR86ZxTGBAMQkp3CrxeLw4cOBD9+PDhw9i+fTsKCgpQWVmJO+64Aw8++CCmT5+O6dOn48EHH4TNZsPq1asBALm5ufjCF76Au+66C4WFhSgoKMA3v/lNzJs3D+eff36qPi0iIiIaIlXT0eoNIaCwpDj1TQiBzUc7UF1Ti+11roTxidkWrFjmxCVzS2A1GVIww7ErpUHB5s2bce6550Y/7s7zv/nmm/H444/j29/+NgKBAL785S+jo6MDp512Gl577TVkZ584GPLoo4/CaDTihhtuQCAQwHnnnYfHH38cBgO/EYiIiMYCl19Fh1+Bnh5V0ikNabrAO/tbUF1ThwMt3oTxyYU2rKyqxGdmFsFoSNtEmLSWNn0KUol9CoiIiEafEtbR4g0hpHJ3gHqnhHW8ursJ6zbX4VhnMGF8dmkOVp/mxOlTCyGnaVlR9ikgIiIi6oUQAq6Aig6/Cl6bpN54Q2H8/aNjeHpLPTr8ic3qTptSgFVVTswrz2WPgSRhUEBERESjJhTW0OIJQQmzCRklavcpeGZrPV7Yfgy+uPMlsgScM3MiVi1z4pSJjhTNcPxiUEBEREQjTgiBDr8KV4C7A5ToWGcAT26ux8u7GqFqsd8fZqOMS+aU4PqlFSjLy0rRDMc/BgVEREQ0ooJqZHdA1bg7QLEOtnixtqYOb+5rRnyPOrvFgKsWluPqReUosJtTM8EMwqCAiIiIRoSuC7T7FbgDiTnhlLmEENjZ4EJ1TR0+PNyeMF5gN+O6xeW4fEEZ7BYuVUcL32kiIiJKuoCiodXL3QE6QRcC/zrUhuqaOuw+5k4YL8uzYuUyJy6cXQKzkWVFRxuDAiIiIkoaXRdo8ynwBLk7QBFhTcc/97VgbU0tjrT5E8anTXRgdZUTZ08vgkFmJaFUYVBARERESeELhdHmVRDWuTtAkbMkL+1swpOb69DsCSWML3TmYlVVJZZOymdZ0TTAoICIiIhOiqYLtHlD8IbCqZ4KpQF3QMXz24/h2W0NcPVynuRT0yZgVZUTs0rZMDadMCggIiKiYfOGwmjzhqDFl46hjNPiCeHpLfX4+45jCKqxu0UGWcL5syZi5TInJhXaUzRD6g+DAiIiIhqysKaj1avAr3B3INPVtvvx5KY6vLbnOMJxwaHVKOOz80txw5IKTMyxpmiGNBgMCoiIiGhI3EEV7V4FOpuQZbR9TR5U19Ti3U9aEf+dkGM14upF5bhqUTlys0wpmR8NDYMCIiIiGhRV09HqDSGgaKmeCqWIEALbajuxpqYWW2s7E8aLHBbcsKwCn51XiiyTYfQnSMPGoICIiIgG5PKraPcrENwdyEiaLvDegVZU19Rh33FPwvikAhtWLHPivFkTYTKwx8BYxKCAiIiI+qSEdbR4Qwip3B3IREpYx+t7j2PtpjrUdwQSxmeVZmN1VSXOOKUQMsuKjmkMCoiIiCiBEAKugIoOv8rdgQzkV8J4cUcjntpSj1avkjC+bHI+VlVVYkFFLnsMjBMMCoiIiChGKKyhxROCEmYTskzT6VewflsDntt+DJ5gbGUpWQI+Pb0Iq6qcmF6cnaIZ0khhUEBEREQAIrsDHX4VrgB3BzJNkzuIpzbX46WdjQjFBYMmg4SL55TghqVOlOdnpWiGNNIYFBARERGCamR3QNW4O5BJDrf6sHZTHd7Yexzx/edsZgOuWFCGaxeXo9BhSc0EadQwKCAiIspgui7Q7lfgDqipngqNol0NLlTX1OGDQ20JY/k2E65dXIErFpTBYeVSMVPwK01ERJShAoqGVi93BzKFEAIfHm5HdU0ddja4EsZLc624YakTF88phoU9BjIOgwIiIqIMo+sCrb4QvHEHSWl80nSBt/Y1o3pTHQ61+BLGpxbZsWpZJc6ZWQSDzEpCmYpBARERUQbxhcJo8yoI69wdGO9CqoZXdh/Hk5vr0OgKJozPK8/FqionTptSwLKixKCAiIgoE2i6QJs3BG+IuwPjnTcYxgsfHcMzW+vR4U88K3LG1EKsqnJibnluCmZH6YpBARER0TjnCapo9ynQ4svL0LjS5g3hma0NeOGjY/ArsR2oZQk4b1YxVi5zYsoEe4pmSOmMQQEREdE4pWo62rwK/Ap3B8azho4A1m2uw6u7m6BqsYGfxSjjs/NKcf2SCpTkWlM0QxoLGBQQERGNQy6/ig6/Ap1NyMat/cc9WFtTh3c+aUnoMeCwGHHVojJcs6gceTZzaiZIYwqDAiIionFECeto8YYQUrWB70xjjhAC2+s6UV1Th81HOxLGCx1mXL+kApfNL4XNzGUeDR6/W4iIiMYBIQQ6/So6AyoEdwfGHV0IvH+gDdWbarG30ZMwXpGfhRVLnbhgdjHMRjkFM6SxjkEBERHRGMcmZOOXqul4Y28z1m6qQ227P2F8RrEDq6sqcda0CewxQCeFQQEREdEYpekCbWxCNi4FVA0v7WzEU5vr0ewJJYwvqczDqqpKLKrMY48BSgoGBURERGOQO6iig2VGxx1XQMVz2xqwflsD3HHBngTg7BkTsGpZJWaWZKdmgjRuMSggIiIaQ5SwjlZvCEEeJB5Xmt1BPLWlHi/uaEQwHJsGZpQlXDi7GCuWOeEssKVohjTeMSggIiIaIzr9Cjr8PEg8nhxt82Htpjq8vrc5YdfHapJx+fwyXLekAkXZlhTNkDIFgwIiIqI0FwpraPUqLDM6juxtdGNNTS3eO9CWMJZjNeLaxRW4cmEZcrJMKZgdZSIGBURERGlKCAFXQOXuwDghhMDmox2orqnF9jpXwvjEbAtuWOrEJfNKkGUypGCGlMkYFBAREaWhUFhDiycEJcwyo2Odpgu8+0kL1tTU4UCzN2F8UqENq6oq8ZmZRTAa2GOAUoNBARERURphE7LxQwnreG1PE9ZtqkdDZyBhfHZpDlZVOXHGKYWQWVaUUoxBARERUZrg7sD44AuF8fePjuHprQ1o9ykJ46dNKcCqKifmleeyxwClDQYFREREKcazA+NDu0/B+m0NeG57A3yh2EPhsgScO3MiVi5z4pSJjhTNkEaTLEmwWQzIsY6Nw+IMCoiIiFKIlYXGvkZXAE9uqsfLu5sSdnlMBgmXzC3FDUsrUJaXlaIZ0mjKMhvgsBhhNxshy2NnJ4hBARERUQrw7MDYd6jFi+qaOry5rxnxjaXtZgOuXFiGaxZXoMBuTs0EadSYDDKyrUY4LMYxe1icQQEREdEoC6qRswOqxrMDY9HOehfW1NTiw8PtCWMFdjOuW1yOyxaUwWHhMms8M8gS7JZIIGAdByVk+d1KREQ0SnRdoN2vwB1QUz0VGiJdCHx4qB3VNbXYdcydMF6aa8XKZU5cNKcEZuPYvFJMA5MkCbau9CCb2TCuDoozKCAiIhoFvlAYbV4FYZ27A2NJWNPx5r4WrN1Uh8OtvoTxaUUOrKpy4tMzimAYQ/njNDQWUyQQcFiM4/brzKCAiIhoBIU1HW0+Bb5QONVToSEIqhpe3tWEJzfX4bg7lDC+0JmLVVWVWDopf1xdLaYTjLIMR9c5gUzY/WFQQERENEJcfhUdfgU6DxKPGZ6giue3H8OzWxvQ2Uua11nTCrFqWSVml+WkYHY00rrLiGZbTMgyj/1zAkPBoICIiCjJgqqGNh/LjI4lrd4Qnt5Sj79/1IhA3NfNIEs4f9ZErFjmxORCe4pmSCNprJYRTSYGBUREREnCg8RjT127H+s212HDnuNQtdgdHatRxqXzS3HdkgoU51hTNEMaKeOhjGgyMSggIiJKAm8ojHYeJB4z9h/3YE1NLd7d34r45K4cqxFXLSrH1YvKkZs1NrrR0uAYZRl2iwEOqxEWY2alBw2EQQEREdFJUDUdbV4FfoUHidOdEALbajtRXVOLLbWdCeNFDguuX1qBS+eVZlw++XiWyecEhoJBARER0TAIIeAKqOjwsyNxutOFwMYDraiuqcO+Jk/CeGWBDSuXOXHerIkwMY1k3LCZjXBYjbCPs34CI4VBARER0RAFVQ2t3hCUMFOF0pmq6Xh9z3Gs3VSHuo5AwvjMkmysrqrEWdMKIXPROC5YTAY4uoKB8dpPYKQwKCAiIhokTRdo9ynwBHmQOJ35lTBe3NGIp7bUo9WrJIwvnZSPVVVOLHTm8QryOGAyyLBbMqefwEhhUEBERDQInqCKdp8CTWeqULrq9CtYv60Bz20/Bk8w9oyHBGD5jCKsrHJiRnF2aiZISWOQJdjMRmRbjbCaeE4gGRgUEBER9UMJ62jzhRBQ2HMgXTW5g3h6cz1e3NmIUFxKl8kg4cLZJVixrAIV+bYUzZCSQZIk2M0G2C1G2HhOIOkYFBAREfVCCIFOv4rOAA8Sp6vDrT6s21SHNz5uTtjBsZkNuGJBGa5dXI5ChyVFM6RkYGOx0cGggIiIKE5AiRwkVjUeJE5Hu4+5UF1Th/cPtiWM5dtMuHZxBa5YUAaHlcucsar7wLDdYmBjsVHCnxYiIqIumi7Q5g3BG2LPgXQjhEDNkXZU19RhR70rYbwkx4obllbgkrklsDDHfEwyGeTIjgAPDKcEgwIiIiIA7qCKdq8CnalCaUXTBd7a14K1m2pxsMWXMD51gh2rqpw4Z+ZElqAcgwyyFK0cxAPDqcWggIiIMloorKHVqyCk8iBxOgmpGl7ZfRxPbq5DoyuYMD6vPAerqipx2pQCHjgdY9hhOD0xKCAiooyk6wIdfgXuYJgHidOINxTGC9uP4Zmt9ejwJ/aDOH1qAVYtq8S8itwUzI6GS5Ik2LoqB7HDcHpiUEBERBnHr4TR6lEQ1nmQOF20+xQ8vaUef//oGHxx5V9lCfjMqROxcpkTU4scKZohDYfVZIDDGqkcxPSu9MaggIiIMkZY09HmU+DjQeK00dAZwJOb6vDK7iaoWuyOjdko47NzS3DDUidKcq0pmiENldkYOTDssBhZOWgMYVBAREQZweVX0eHnQeJ08clxD9ZuqsPb+1sQ3yTaYTHiyoVluGZxOfJt5tRMkIbEKMuRHQGLARYjzwmMRQwKiIhoXAuqkZ4DSpipQqkmhMCOeheqa2pRc6QjYbzQbsZ1Sypw2fxS2C1coqQ7gyzBZjYi28rKQeMBf+KIiGhc0nWBdr8CdyDxsCqNLl0IfHCwDdU1tdjT6EkYr8jPwoqlTlwwu5j16dNc94Fhh8UIGw8MjysMCoiIaNzxhsJo9/Igcaqpmo5/ftyMtTV1ONruTxifUezAqqpKfGraBB5CTXPdB4YdZiNkfq3GJQYFREQ0bqiajjavAr/Cg8SpFFA1vLSzEU9trkezJ5QwvrgyD6uqKrG4Mo9XmtNYd4dhh9UIEw8Mj3sMCoiIaMwTQsAVUNHhV9lzIIVcARXPbWvA+m0NcAdjAzMJwKemT8CqKidOLclJzQRpQLIU6TDMcwKZh0EBERGNaUFVQ4snBFVjqlCqNLuDeGpLPV7c0Yhg3IFuoyzhgtnFWLHUicpCW4pmSP2RJAlZ0X4CPCeQqRgUEBHRmKTpAu0+BZ4gDxKnSm2bH2s31eH1vccRjqsrajXJuHx+Ga5bUoGibEuKZkj9MRtlZFtMcFjZWIwYFBAR0RjkCapo9ynQ4gvc06jY2+hGdU0d3jvQivivQI7ViGsWl+OqheXIyTKlZH7Ut+5+Ag6LkZWeKAaDAiIiGjOUsI42XwgBRUv1VDKOEAJbjnagelMdttV2JoxPzLbghqUVuGReKbKYi55WZEmCzWJAtsWELDO/NtQ7BgVERJT2hBDo9KvoDPAg8WjTdIF3P2lFdU0tPmn2JoxPKrRh1TInPnPqRBhZoSatZHX1E7CzjCgNAoMCIiJKawEl0pGYB4lHlxLW8dqe41i3qQ4NnYGE8dml2VhVVYkzTimEzIOpacNkkJHdlR7EII2GIu2/WzweD+644w5MmjQJWVlZOPPMM7Fp06bouBAC9957L8rKypCVlYVzzjkHu3fvTuGMiYgoGTRdoNkdRKMrwIBgFPlCYazdVIcb/9+HeGTD/oSAoGpKAR5dsQC/XLUIZ02bwIAgDRhkCblZJpTnZ8FZYEOezcyAgIYs7XcKvvjFL2LXrl3461//irKyMjzxxBM4//zzsWfPHpSXl+Phhx/GI488gscffxwzZszAj370I1xwwQXYt28fsrOzUz19IiIaBndQRQcPEo+qDr+CZ7c24Pntx+ANxfYYkCVg+YwirKqqxLSJjhTNkHqSJAl2c6SMaJaJZUTp5EkijZMzA4EAsrOz8fzzz+PSSy+N3r5w4UJcdtll+OEPf4iysjLccccd+M53vgMACIVCKC4uxkMPPYTbb799UK/jdruRm5sLl8uFnBw2VCEiSpVQWEObV0FQ5UHi0dLoCuDJzfV4eVcTlLgeAyaDhEvmluL6pRUoz8tK0QypJ2tXPwEHzwnQIAxljZvWOwXhcBiapsFqtcbcnpWVhY0bN+Lw4cNoamrChRdeGB2zWCxYvnw53n///T6DglAohFDoRNt1t9s9Mp8AERENihCRngPuYJgHiUfJoRYv1m6qwz8/bkb8hozdbMAVC8tw7eIKFNjNqZkgRZkMMhwWIxxWI0xMC6IRktZBQXZ2Ns444wz88Ic/xKxZs1BcXIzq6mp8+OGHmD59OpqamgAAxcXFMY8rLi7G0aNH+3zeH//4x7jvvvtGdO5ERDQ4fiWMNq/CcwOjZGe9C9WbavGvQ+0JY/k2E65bUoHLF5TBYUnrJcK4Z5Al2MxGZFuNsLLEK42CtP+J/+tf/4rPf/7zKC8vh8FgwOLFi7F69Wps3bo1ep/4PDohRL+5dXfffTfuvPPO6MdutxtOpzP5kycioj6FNR1tPgW+uPx1Sj4hBP51qB3VNbXYdSxxd7w014qVy5y4aE4JG1qlkCRJsHWVEbWZeU6ARlfaBwWnnHIK3n77bfh8PrjdbpSWlmLFihWYMmUKSkpKAABNTU0oLS2NPqa5uTlh96Ani8UCi4Ut14mIUsXlV9HhV6AzVWhEabrAm/uaUV1Th8OtvoTxU4rsWFVVieUzimBgfnrKdJ8TsJuN/DpQyqR9UNDNbrfDbrejo6MDr776Kh5++OFoYLBhwwYsWrQIAKAoCt5++2089NBDKZ4xERHFC6qRngPxB1opuYKqhld2NeHJzfVocgcTxhdU5GJVVSWWTc7n1egU4TkBSjdpHxS8+uqrEEJg5syZOHDgAL71rW9h5syZuPXWWyFJEu644w48+OCDmD59OqZPn44HH3wQNpsNq1evTvXUiYioi64LtPsVuANqqqcyrnmCKp7ffgzPbm1AZy/v9VmnFGJllRNzynJTMDsyyBLslkhjMZ4ToHST9kGBy+XC3Xffjfr6ehQUFODaa6/FAw88AJPJBAD49re/jUAggC9/+cvo6OjAaaedhtdee409CoiI0oQvFDlIHNa5OzBSWr0hPL2lHn//qBGBuHKuBlnC+bMmYsUyJyYX2lM0w8zFfgI0VqR1n4LRwj4FRETJx4PEI6+u3Y91m+uwYc9xqFrsn3OLUcal80px3dIKlORY+3gGGilZZkNkV4D9BCiFxk2fAiIiGpvYkXhk7T/uwZqaWry7vxXx73C21YirF5bj6kXlyLWZUjK/TGUyyMi2RtKDjDwnQGMMgwIiIkoaVdPR6g0hoLAjcbIJIbCtrhPVNXXYcrQjYXyCw4zrllTgsvmlsJn55320GGUZdkskPchi5DkBGrv4W4OIiJKi06+gw6+yI3GS6UJg44FWVNfUYV+TJ2HcmZ+FlcucOH92MavYjBJZkmCzGJBtMSHLzECAxgcGBUREdFJCYQ0tHpYZTTZV0/H63masralFXUcgYXxmSTZWVTlx1ikTWNt+lNjMRtgtBth5ToDGIQYFREQ0LEIIdPhVuALcHUimgKLhHzsb8dTmOrR6lYTxJZPysarKiUXOPFayGQVmo4xsiwkOKxuL0fjGoICIiIYsqEZ2B1SNuwPJ4vKrWL+tAeu3N8ATjK3YJAH49IwirKpyYkYxS26PNKMsw9F1YNhsZEoWZQYGBURENGhsQpZ8x91BPLW5Hi/ubEQoLgXLZJBw4ewSrFhWgYp8W4pmmBlkKdJYLNvKxmKUmRgUEBHRoPiVMFo9bEKWLEfafFhbU4c3Pm5OKN2aZTLg8gWluG5JBSY4LCma4fgnSRJsXf0E7GY2FqPMxqCAiIj6pekCbd4QvGxClhR7jrlRXVOL9w62JYzlZZlwzeJyXLmwDNlW9hgYKRaTAQ5LJD2I5wSIIhgUEBFRnzxBFe1sQnbShBDYdKQD1TW1+KjelTBenGPBiqVOXDy3hKkrI8RkkCOBgNXI0q1EvWBQQERECcKajlavAr/C3YGToekCb+9vQXVNLQ62+BLGp0ywY+UyJ86dWcQOuCPAIEfOCTgsPCdANBAGBUREFMMVUNHhU6CzzOiwKWEdr+xuwrpNdWh0BRPG55blYPVplThtSgHz2JNMkiTYu84J2HhOgGjQGBQQERGAyEK21RtCUNVSPZUxyxsK4+8fHcPTW+rR4U+s0HT61AKsWlaJeRW5KZjd+GY1GSJlRNlYjGhYGBQQEWU4IURkd8DPJmTD1e5T8MzWeryw/Rh8SmxQJUvAZ06diBXLnDilyJGiGY5PJoOM7K5+Aky/Ijo5DAqIiDJYKBxpQqaEWWZ0OBo6A3hycx1e2dUEVYsNqMxGGZfMLcENSytQmpuVohmOP0ZZht0S2RWwGHlOgChZGBQQEWUgIQQ6/CpcAe4ODMeBZi+qa2rx9v4WxBdmslsMuGphOa5ZXI58mzk1ExxnZEmCzRIpI2ozc+lCNBL4k0VElGGCamR3QNW4OzAUQgjsaHChuqYONYfbE8YL7WZcu6QCl88vhd3CP6/JkGWOBAJ2nhMgGnH8rUVElCF0XaDNp8ATTDwAS33ThcAHB9tQXVOHPY3uhPHyvCysWObEhbOLYTYyr/1kmY0ysi0m2C0GnhMgGkUMCoiIMoBfCaPVoyCsc3dgsMKajn9+3IzqTXU42uZPGJ8+0YFVVZU4e/oEdsU9Sd39BLJ5ToAoZRgUEBGNY5ou0OYNwRtiE7LBCqgaXt7ZiCc316PZE0oYX1SZh5XLnFg6KZ818E9Sd2Mx9hMgSj0GBURE45QnqKLdp0CLPwlLvXIHVDy3vQHPbm2AOxgbREkAPjV9AlYuc2JWaU5qJjhOsIwoUXpiUEBENM6ENR2tXgV+hbsDg9HiCeGpLXX4x45GBNXY9CqDLOGCWcVYsawCkwrtKZrh2NfdZTjbakKWmelBROmIQQER0TjiDqpo9yrQWWZ0QLVtfqzbXIcNe44jHLebYjXJuHReKa5fUoGJOdYUzXDss5gi1YMcFiPPXRClOQYFRETjgBLW0eoNIahqA985w33c5EZ1TR02ftKK+NApx2rENYvLceXCcuRmmVIyv7HOZJCjZwVYjYlo7GBQQEQ0hgkh4Aqo6PCzCVl/hBDYWtuJNTW12FbbmTA+MduCG5ZW4JJ5pcgyMb1lqAyyBJs5Uj3IyvePaExiUEBENEaFwpEmZEqYZUb7oukCGw+0orqmFvuPexPGJxXYsLLKifNOnchDr0MkSxJsZgMcViOyTKweRDTWMSggIhpjhBDo8KtwBbg70BclrGPDnuNYt7kO9R2BhPFZpdlYXVWJM04phMzF7KBJkoQsUyQQsJkM7DJMNI4wKCAiGkOCamR3QNW4O9AbvxLG3z9qxNNb6tHmUxLGqybnY1VVJeZX5PLK9hBYuwIBu5kHhonGKwYFRERjgK4LtPsVuANqqqeSljr8Cp7d2oDntx9LaNQmS8DyGUVYucyJ6cXZKZrh2GM2ysi2mGC3GJhaRZQBGBQQEaU5vxJGq0dBWOfuQLwmVxDrNtfh5V1NCWcrTAYJF88pwQ1LnSjPz0rRDMcWk0GGw2KEnZWDiDIOgwIiojSl6QJt3lDClW8CDrV4sXZTHf75cTPiGzbbzAZcsaAM1y4uR6HDkpoJjiFGWYbdYoDdwspBRJmMQQERURryhsJo84agxa94M9yuBhfW1NTiX4faE8bybaZIj4EF5XBY+eetP90lRB0WIzsMExEABgVERGklrOlo9SrwK9wd6CaEwIeH21FdU4udDe6E8dJcK25Y6sTFc4ph4ZXuPkmSBLs5siNgM7OEKBHFYlBARJQmXAEVHT4FOsuMAoikT721rxnVNXU41OpLGJ9aZMeqZZU4Z2YRK+L0w2Y2RtKDzEaWECWiPjEoICJKMSWso9UbQlDVUj2VtBBSNbyyuwnrNtWjyR1MGJ9fkYuVy5w4bUoBr3b3wWIywGE2wmFlCVEiGhwGBUREKSKEiOwO+NmEDAC8wTCe/6gBz2xpQGcvpVfPPKUQK5c5Mbc8NwWzS38mgwy7JXJOgJWDiGioGBQQEaVAKBxpQhZfRjMTtXpDeGZLPf6+oxF+JXa3RJaA82cVY8UyJ6ZMsKdohulLliTYLAbkWE2sHEREJ4VBARHRKBJCoMOvwhXg7kB9hx/rNtXjtT1NULXY98JilPHZeaW4fmkFSnKsKZph+soyGyL9BHhOgIiShEEBEdEoCaqR3QFVy+zdgf3HPaiuqcM7+1sQHxZlW424emE5rlpUhjybOSXzS1cmg4xsayQ9iB2GiSjZGBQQUcbQdYHdx9xo9ysosJkxpyxnVK6y6rpAu1+Bu5c8+UwhhMC2uk5U19Rhy9GOhPEJDjOuX+rEZfNKWTe/B1mSYLcYkW1lYzEiGlkMCogoI7x/oBW/efsgDjZ7oWoCJoOEUyY68KXlp+DMaRNG7HX9ShitHgVhPTN3B3QhsPFAK6pr6rCvyZMwXpGfhZXLnDh/VjEPx/Zg66ocZGc/ASIaJQwKiGjce/9AK/57/U54Q2Hk28wwG2Qomo69jR789/qdePDqeUkPDDRdoM0XgjeYmU3IVE3H63ubsbamFnUdgYTxmcXZWHWaE2edMoElM7uYDDJyrCbYLQamBxHRqGNQQETjmq4L/Obtg/CGwijJsUavulplA0pyZDS5Q/jN2wdx+tTCpKUS+UJhtHkzc3cgoGh4cWcjntpcjxZvKGF8SWUeVp1WiUXOPF4BB2CQpWgZUaYHEVEqMSggonFt9zE3DjZ7kW8zJyxCJUlCns2Eg81e7D7mxryKk6t/r+kCbd4QvKHM2x1wBVSs39aA57Y1wB23OyIBOHvGBKxaVomZJdmpmWAakSQJdrMBdosRNqYHEVGaYFBARANK1QHdZGj3K1A1AXMf6RgWgwxX10Hgk+ENhdHmDUHTM6vMaLM7iCe31OOlHY0IxvVcMMoSLpxTjBVLnXAW2FI0w/RhNRngsBrhYBlRIkpDDAqIqF+pOqCbLAU2M0wGCYqmwyonpmeENB0mWULBMMtfhjUdbT4FvgzbHTja5sPaTXV4fW9zQiCUZTLgsvmluG5JBYqyLSmaYXroLiNqtxhh4jkBIkpjDAqIqE+pOKCbbHPKcnDKRAf2NnpQkiPHpGoIIdDpVzGrNBtzynKG/NyeoIp2n5JRuwN7G91YU1OL9w60JYzlZplwzaJyXLmwDDlZphTMLj0YZRl2S2RXwGLkOQEiGhsYFBBRr1JxQHckyLKELy0/Bf+9fiea3CHk2UywGGSENB2dfhUOiwFfWn7KkD6HsKaj1avAr2TG7oAQApuPdqC6phbb61wJ48U5Ftyw1IlL5pZk7GFZWZJgsxiQbTGxzwIRjUkMCoioV6N5QHeknTltAh68el40DcqlC5hkCbNKs4ecBuUOqmj3KtDF+N8d0HSBd/a3oLqmDgdavAnjkwttWFVViXNnFmVkCU1JkpDVdU6A/QSIaKxjUEBEvRqtA7qj5cxpE3D61MJhH5hWNR2t3hACijbCM02kC4EDx31wBRXkWs2YVmyHPIILUCWs49XdTVi3uQ7HOoMJ43PKcrCqyhnZJcrAhbDFZICjq7kYeywQ0XjBoICIejXSB3QHMhIVj2RZGtauhsuvot2vQKRgd2BbbQfW1NShrs0HtWuHw1lox+oqJxZV5if1tbyhMP7+0TE8vaUeHX41Yfz0qQVYtawy7XeGRoLJIEf7CbDzMhGNRwwKiKhXI3lAdyDpUvFICeto8YYQUkd/dwCIBASPbNgPv6Ihx2pCjkGCqgkcavHikQ37cecFM5ISGLT7FDy7tR7Pbz8GX9xOiCwB586ciJVVTpxS5Djp1xpLDLIEm9mIbCsbixHR+MeggGgMGc1+ASNxQHcw0qHiUXfQ0xlQU7I7AERShtbU1MGvaJjgMENC5H22GCVMcJjR6lWwpqYOC5x5w07hOdYZwJOb6/HyrkaoWuznaTbKuHhOCW5YWoGyvKyT/nzGCkmSYDMb4GBjMSLKMAwKiMaIVFw9T+YB3cFIh4pHQVVDqzcEJa4R12g7cNyHujYfcqymaEDQTYKEbKsJdW0+HDjuw4ySoV3BP9jsRfWmOry1rxnx1VTtFgOuWliOqxeVo8A+Mqlh6YiNxYgo0zEoIBoDBnv1fCR2Ek72gO5QpLLikRACHX4VnWlycNoVVKDqAjmG3t9ns0GCRwi4goObrxACOxtcqK6pw4eH2xPGC+xmXLekApfPL4Xdkhl/GrobizksxoysnkRE1NOwfvP7fD785Cc/wRtvvIHm5mboeuwVtUOHDiVlckQ0+KvnuhD43TuHRmQnYbgHdIcqVRWPgqqGFk8Iqpba3YGecq1mmOTIGQKLMTEwUDQBkyQh19r/1XxdCPzrUBuqa+qw+5g7Ybw8LwsrllXgwtklGXGAtrufQI7VxHMCREQ9DCso+OIXv4i3334bN910E0pLS5lzSTSCert6LoRAUNUR1nVYTTJ2N3TiW0/vgKrpo76TkEyjXfFI7wow3IHESjupNq3YDmehHYdavDFnCgBAQMATVDG1yIFpxfZeHx/WdPxzXwvW1tTiSJs/8fknOrC6yomzpxdlRFlNq8mAbKsR9jRKD0r3n0ciyizDCgpefvllvPjiizjrrLOSPR8iihN/9dwbCqPFE0QorKP7DKymC2SZdEwtcqRkJyFZTrbi0VAWWb5QGG1eBWE9fXYHepIlCaurnHhkw360ehVkW00wGyQoWiQgsJkNWF3lTDhkHFQ1vLSzCU9urkOzJ5TwvAudeVhV5cTSSfnj/oKOQZbgsBgj712a7YKkS4UtIhpZYyn4l8QwSmtMmTIFL730EmbNmjUScxp1brcbubm5cLlcyMlJfnlFopOxs96F2/+6GXaLEWFdoKEjAE0IGOXIteOwriOsA0ZZgrPABkdcPnhA1dDhC8FsNCTsJHR0VRE6mYo+yf6Fd+L8hNZrxaO+5jrYRVZY09HmU+ALhYc9x9EU06dARFKGeutT4A6oeH77MTy7rQGuXnY+PjVtAlZVOTGrdPz/jssyG5BtNaVtl+G+zggl4+eRiNJHOgT/Q1njDisoeOKJJ/D888/jz3/+M2w227Anmi4YFFA603WBmx+rwZ5jbgRVDcFwJIVGkiQICChhAV0IGGQgy2TA5EJ7zEJI03R80uJFlsmAygJbwtX3JncIs0qz8edbq4a8mB+pX3gxz9tV8ai35+0OSDYeaMVfPjgyYNDj8qvo8CvQU1RmdLj662jc4gnh6S31+PuOYwiqsbseBlnCBbOKsWJZBSYV9p5mNF4YZRkOa6SngCmNDw13/zzvbXTHnBECTv7nkYjSR7oE/0NZ4w46fWjRokUxv7wOHDiA4uJiTJ48GSaTKea+W7duHeKUiagv3f0C7nrqI3T4lUj+txRZKGp6JBiQhARZAkJhHUFVR5b5RD6+OxSGrgvkWI3RcwhGWYbVJJ9URZ+R7CfQV8UjILJz0u5XUNfuxyu7GnGw2YtWn9KVQmVAtlXAapJi0qf+780DcBbY0uog8VDIkpRQdrS23Y8nN9XhtT3HEY6rK2o1ybhsfimuW1yBiTnW0ZzqqOtuLjZWegqkssIWEY2OdCivPRyDDgquuuqqEZwGEfXnzGkT8G9nTMIjG/ZDCIGwBkhS5PBkUbYZLR4FASUMSZK6cuQjQYEQAu5AGJCADr8KRQtBiMhjLUYZRdlW2EyGIVf0GY1fePEVj3ruHvgUDd5QGLIE5GWZABG5Kh4K62joCKA8PyuaRpVtNeKT4x7sbnAPuZ5/Otp/3IM1H9bi3U9aEb/fkWM14upF5bhqUTlys0y9Pj7Z+tvFGClGuauUaJrvCvQmVRW2iGj0jNXgf9BBwT333DOS8yCiAXxqWhH++sFRGGQJBlmKXO03y11VaSTUtWvQhUBYF9B1Ec3DNxoAISIHUI0GGZIECAABNbKAnpBtHnJFn75+4XVXRTIZJOxtdGNngwsLnHkn/bn33JXIs5kiOfNCQEck2BECMMkSIANhTaDFE0KWSYamAwYJUIdQzz8dCSGwrbYT1TW12FLbmTBe5LDghmUV+Oy8UmSNYpnNmPMOXWlevZ13SAZJkmA3RxqM2cxjt4/CaFfYIqLRN1aD/2H9Zp06dSo2bdqEwsLCmNs7OzuxePFi9ikgGgGxlXksMYtxu9kAuyWSPqFpOpq9IZhkCaeWONDpV+EJRlKIJCnSDVcCYJIBVdfR4gnhtCkFfVb06U1vv/DiqyLpQuC/1+/Edz8766TyJuN3JYKqDkXTIwEOAEXrej0ABsiQJYGgGoY3qMFqkgddzz8dabrAewdaUV1Th33HPQnjkwpsWFnlxGdOnTjqV8y31XbgkQ374Vc05FhNyDFEeiocavHikQ37cecFM5ISGJiNMrKtJjgsxnFROvVkK2wRUfobq8H/sIKCI0eOQNO0hNtDoRDq6+tPelJElKj7bMF/r9+JJncooTJPvs2MH101F7lZ5mgevi4EvvTEFkzMtqLFE0JY6zqD0LVbgK7F9MVzS4eU5hP/C88bCsdURRJdiS0NnYGTPl8QvysR1iNBgCRHAhxjV4MvTROQZB2QAKEDmtAhIA1Yzz8dKWEdr+89jrWb6lDfEUgYP7UkG6urKnHmtMIRT9XpjS4E1tTUwa9oMT0ULEYJExxmtHoVrKmpwwJn3rDm111K1GE1wmIcXw3GBvo5dlgM+NLyU9Iqz5iIhmasBv9DCgpeeOGF6P+/+uqryM09kQelaRreeOMNTJkyJXmzI6IYZ06bgAevnhfNrXd1pWzMKs3uteLP2/tboGoCE7PNMBtltHhCCIU1CP3EmQSjQYazYGhVxHr+wivOltDiCUITkblAAjQdsJqMKM+z4rhbOanzBfG7Eka5KwWqO6rp+q8AoOoC3S+h6QKtXqXPev7pyK+E8Y8djXhqSz3avInbyssm52NVVSUWVOSm9FDtgeM+1LX5kGM1xTRVAyKBWrbVhLo2Hw4c9w36HIckSbCZDXBYxs6h4eEa6s/xaBlL9dSJ0tlYDf6HFBR0HzaWJAk333xzzJjJZMLkyZPxs5/9LGmTI6JEfVXm6e2XS88r+g6LEXaLAUHlRAUiSAL+kDbkLcyev/AaOoMIqjoMcmRhrmkCsiShKNsCWZJP+kBV/K6E1SzDYjTAr0T6DHQX3umuMhoWgFGOLHCmFjlGJL892Tr9Cp7d1oDnth2DN65/giwBy2cUYeUyJ6YXZ6dohrFcQQWqLpBj6P0PmtkgwTPIcxwWUyQQGC/pQYM1lJ/j0ZAO9dSJxpN0Df77M6SgQO/q/DllyhRs2rQJEyak3ydElAniK/P0pbctzEi5UkNMTfThbGF2/8J78KW92NPohtAAWe6uiGSJVv852QNVvX0ODosxYfHcsxJPbpYJq0+fhMvml6b1DkGTK4gnN9fh5V1NCIVjy6WaDBIumlOCFUudKM/PStEMe5drjRxOVzUBizHx/R3oHIdRlmG3GNKy0/BoGuzP8UgbyfLCRJks3YL/gQzrTMHhw4eTPQ8iGgEjvYV55rQJeODqefjinzfDZJBgMxujFZEEBIKKHrmiL7pKhybhc8jNMsIdUCABCSU5AUAC4AqoeHJTLZz5WWm5S3C41Yfqmlr88+NmxLUYgM1swBULynDt4nIUOiypmeAAphXb4Sy041CLN+ZMAQAIiF7PcYyX6kHjzVitp040VqRL8D8Yg/7N/Itf/GLQT/q1r31tWJMhouQbaAvz9KmF2FnvQqsvhE6finybCYUOy6CvZswrz8WppdnY2+hBgSkSEEQqEYUQVMPQdMBkkPE/r36ML58zbVhXHLs/h1+/dQC7j7kRUHXIXecKBCLpQpCk6FkDIQQ8QQ1rPqxFltkIT1AdtRr6/dnV4MKamlr861B7wli+zYRrF1fgigVlcFjTe9EsSxJWVznxyIb9aPUqkSv+BgmKFgkIep7jsJgMkZ4CZiMXlcMw0nn+Y7WeOhElnySE6O1iW4LBHiCWJGnMlSQdSgtoorGqt8XFvw614TdvH8SeYy64u8qWyrKEHKsJs8tyBp33eCL9QIPFKKPZHYTe9avFIEfOF4TC4qRau3tDYbS4g3h2awMee/8IbGYZ7V4FkizFLPRFV6dnh9UIf0iLLrBHsoZ+f4QQ+PBwO6pr6rCzwZUwXpprxQ1LK3DxnBJYRrHHQDLE9CkQkZQhZ6EdnzutEstnToTDYszo9KCTNRp5/m/vb8E3n/wIE7MtvQYbui7Q7A3hp9cvwPIZRUl5TSIaPUNZ4w46KBjPGBRQJupeyLf7FATUSOMzWZK6+hlIsFsMyLeZB72If/9AK3791kFsOtIe6SMgS9GuyQ6LMeYMw59vrYpZgPR3NVTTBdq8oegZgv1NXvzg+Z0AgDafAoNBiklf0buCAgmAJoCJDjNyskxQNQF311Xs+Br6I9GVV9MF3trXjOqaOhxq9SWMTy2yY9WySpwzs2hMH7A98d6pKMmxYsmkPDiso9NNeTzrK8+/oyvtL1l5/jvrXbj9r5thtxhh7SUoDaga/KEwfnfTUu4UEI1BQ1njpvceNRGNiO48Yk9QhaYL6AIwyZFDvEIWCGuRf95QeND5xGdOmwC7xYgv/HkTzAY5cr7AdKI+c1+pCP1dDV1YmYdWj4KwfuIQbnc++/6uZl5CRMqrRv4/Mu/u8wYGKVIaVZakPmvoJ7srb0jV8Mru43hycx0aXcGE8XnluVh9mhNVkwvGRdlNm9mIM6cXMj0oiUYzz3+s1lMnouQbdlBQX1+PF154AbW1tVCU2KoijzzyyElPjCiTjVYesc1shDsYhFGWTizeIcEgRzoFF5jMQ8on7gyokCAh32budb7xlYj6uhq655gb335mB75x/vSEhXl3PvvPNuxHQAlD0wRgEAAkaF19CrpbGFiMBlhMJ+YRX0Pfp6hJ68rrDYbxwkfH8MzWenT41YTxM6YWYlWVE3PLx/7VVpNBjjYXG+1OyplgNPP8x2o9dSJKvmEFBW+88QauuOIKTJkyBfv27cPcuXNx5MgRCCGwePHiZM+RKKOMRh5xd0Mwk0GOudLeTerqCixJkYZggy0nOpTW7n1dDTVBRoHdjFZvqNeuuLoQsJtNuHReGV7Z1YiGzgBUDTBIAhajDLNRhisQhlECCuIq4wAnauh3+hU8tbX+pLvytnlDeGZrA1746Bj8Smynd1kCzptVjJXLnJgyYex0VO6NQY5Ul8q29p5mQskT37Av3smW+Y03FuupE1HyDSsouPvuu3HXXXfh/vvvR3Z2Np555hlMnDgRN954Iy6++OKkTS4cDuPee+/F3/72NzQ1NaG0tBS33HILvve970GWI78shRC477778Pvf/x4dHR047bTT8H//93+YM2dO0uZBI4cdNGONVr3w7sW7LkQkAABils7dgYIQiC7iB2MoqQjxV0P1rtQfISLpP711xY1P9TFKQEVeFjQhYhbkJkNkt8LWy+K1u4a+K6ieVFfeho4A1m2uw6u7m6BqsUezLEYZn51XiuuXVKAk1zqo9y4dZVKX4XQylOA6WcZaPXUiSr5hBQV79+5FdXV15AmMRgQCATgcDtx///248sor8aUvfSkpk3vooYfw29/+Fn/+858xZ84cbN68Gbfeeityc3Px9a9/HQDw8MMP45FHHsHjjz+OGTNm4Ec/+hEuuOAC7Nu3D9nZ6dH9k3o33jtoxgc8s0qysbfJ0+cf3FTkEe855obZICMY1mGSI4tAgchBXYtRRkDVMKs0Z9D5xENJRYjuVsgSwpoOrbu+aJf4rrjbajt6TfVxB1VkmQ24+czJKM21Ittqwh/fPYxDrV4IiD5r6OdkmYbVlfeT4x6s3VSHt/e3JPQYcFiMuHJhpMdAXhIXbKMtU7sMp4tU5fmPpXrqRJR8wwoK7HY7QqEQAKCsrAwHDx6MXplvbW1N2uQ++OADXHnllbj00ksBAJMnT0Z1dTU2b94MIPLL8ec//zm++93v4pprrgEA/PnPf0ZxcTHWrFmD22+/PWlzoeQa7x004wMeXejQBGCQIuUzewuAUpVHrGoCsqRD1fWY6kNGQ6Rz8FDziQebilBgM8MgA35V6zVNomdXXF0IrKmp6zfV591PWvHQtfMiZw5OG7iGvt1sGnRXXiEEPqp3obqmFpuOdCTct9BhxvVLKnDZ/NIx25jLKMtwWI0sI5oGmOdPRKkwrL9ep59+Ot577z3Mnj0bl156Ke666y7s3LkTzz77LE4//fSkTe5Tn/oUfvvb32L//v2YMWMGPvroI2zcuBE///nPAUQ6Kzc1NeHCCy+MPsZisWD58uV4//33GRSkqfHeQTM+4FHCOo65FIQ1AYMsoTw/C2aDnBAApTKP+GT7FPT23P2lIoQ1HUUOM8rzbYPqinvguG9IqT6LKvNx5wUzoqlGnq4a+lOLHNGqQroQA3blnTLBjuOeAP73n/uxt9GT8HlW5Gdh5TInzp9VPCYX0rIkwWYxINtiQpaZ5wTSCfP8iWi0DSsoeOSRR+D1egEA9957L7xeL9atW4dp06bh0UcfTdrkvvOd78DlcuHUU0+FwWCApml44IEHsGrVKgBAU1MTAKC4uDjmccXFxTh69GifzxsKhaI7HUCkhiuNnt6uiAshEFR1hHUdVpOMA8c9Y7KDZnzAAwCNrgB0AZiNEjQdaPMqmDzBhpIcS0wAlOo84uF2NO5LX6kIroCKDp8CXYhBd8V1BZUhp/osqszHAmden/0H+uvK6w5EnqehI4B7XtiT8Hozih1YVVWJT02bMCbTa2zmSOUgO88JpDXm+RPRaBpWUDB16tTo/9tsNvz6179O2oR6WrduHZ544gmsWbMGc+bMwfbt23HHHXegrKwMN998c/R+8X/UhBD9/qH78Y9/jPvuu29E5kwDi78i7g2F0eIJIhTWIwdcAUACNh5oHXNBQXzAE1A0hMKRRl6yJAGyQCisIajoyDIbYlKCxnsecSisodWrIKSeOBA8mCv6AJBrNQ861acnWZJ6PSTc1+u7dR3hsEBI07sOD4dj7r+4Mg+rqiqxuDJvzC2mzUYZ2RYT7BYDjCwjOmYwz5+IRsuwk187Ozvx9NNP4+DBg/jWt76FgoICbN26FcXFxSgvL0/K5L71rW/hv/7rv7By5UoAwLx583D06FH8+Mc/xs0334ySkhIAiFYm6tbc3Jywe9DT3XffjTvvvDP6sdvthtPpTMqcaWA9r4iHVYGGjgA0Ibpq5QNaV0fav3xwBAsqclO6TT7U6kjxAU9Y12NKfnaX+ow04zLEpASN1zxiIQQ6/CpcARW9NVAf6Io+cKJh2WBSjYZqUWU+Jk+w47GNR/DPfc0JZUUlAGdPn4CVVU6cWjK2GjiZDDLsFp4TICKigQ0rKNixYwfOP/985Obm4siRI7jttttQUFCA9evX4+jRo/jLX/6SlMn5/f5o6dFuBoMBeld30ylTpqCkpAQbNmzAokWLAACKouDtt9/GQw891OfzWiwWWCyWpMyRhq5n5ZugqkETkVzZ7so3QgeyTAaomp7SswXDqY4UnwJklOWYkp/dAYKx6/s6PiVovOURB1UNLZ4QVE3v934DXdHvO9VHR4dfhdkg4ezpQ39vmt1BPLWlHi/uaEQwHDtHoyzhgtnFWLHMicoC25Cfuze6EP0GP8lglGXYLQbYLewnQEREgzesoODOO+/ELbfcgocffjim7Ocll1yC1atXJ21yl19+OR544AFUVlZizpw52LZtGx555BF8/vOfBxBJG7rjjjvw4IMPYvr06Zg+fToefPBB2Gy2pM6Dkqv7ivhdT32EDr8SycmWIgumSEdaCRNzrDDIUtKq7QzVcKsjxacAWU1yV2lPHUZZQNMBq8kAq1nuMyVoPOQR6127H+5AYmff4YpP9WlXdYTCGiAAYTRgzb+O4t1PWmPSjvpytM2HtZvq8PreZmhxdUWtJhmXzy/DdUsqUJSdvIsH8T0WTLIEZ6F9UPMdiCRJsJsNyLbywDAREQ2PJHrbzx9Abm4utm7dilNOOQXZ2dn46KOPMHXqVBw9ehQzZ85EMBhMyuQ8Hg++//3vY/369WhubkZZWRlWrVqFH/zgBzCbI1dWu5uX/e53v4tpXjZ37txBv47b7UZubi5cLhdycsZWesBY9pu3DuCRDfu7UkoiqUMWowFF2RY4LEboukCzN4SfXr8Ay2cUjdq8dF3g5sdqsLfRHVMdCYh8vzW5Q5hVmo0/31rV60L9REChIc9mghrWccwViKk+ZDLI0ZSgsV5+NZ5fCaPVo3SlSCWfLgT+saMRf/3gCJSwHgnajHK0Z4HNbMCdF8zodaG9t9GN6po6vHegFfG/+HKsRly7uAJXLixDTpYpqXOO77Fg6tFjob/5DsRqMkTKiJqNYypoJCKi0TGUNe6wdgqsVmuvFXv27duHoqLkLd6ys7Px85//PFqCtDeSJOHee+/Fvffem7TXpdHxqWlF+OsHR2GQJRhkCUZZhtUsR/PFR6LazmCcbL+A+BQgVRfIsRqjfQr8igaTrI/ZlKC+aLpAmzcEbyg88J1P0ruftEIXQEmutdeeBWtq6rDAmQdZkiCEwOajHaiuqcP2us6E55qYbcENSytwybxSZI1Aus1geiz0nO9A2E+AiIhGwrCCgiuvvBL3338/nnzySQCRhVJtbS3+67/+C9dee21SJ0jjV2yqjWXUqu0MJBn9AnpLARqoo/FY5g6qaPdGyoyOtMH2LNjf6EWTJ4A1NXU40OxNeJ7JhTasrKrEZ2YWjWg1nqH2WOgN04NO3lCLBhARZZphBQU//elP8dnPfhYTJ05EIBDA8uXL0dTUhNNPPx0PPPBAsudI41S6VttJVr+A3koJDvdsRLouaEJhDW1eBUFVG/jOSTJQzwKjDHgVDd9/YRfafImB2+zSHKw+zRk5wD4KZUWH02Ohm8VkQDbTg07acIoGEBFlmmEFBTk5Odi4cSPefPNNbNmyBbquY/HixTj//POTPT8a5/qrtnP7p6ci22rC2/tbEhbCI7FI7n7ONm8IE3OsqGv3ozQ38UzBaO9gpOOCZqAyoyOpr54Fmi7gCqho9yvQBRJKi542pQArq5yYX547qj0GhtpjgelByTXcogFERJlm2H0K3njjDbzxxhtobm6Gruv4+OOPsWbNGgDAn/70p6RNkMaeoS7Ye0u1cQUU/O6dQ70uhAEkfZEcv/DWhYBPCaO2PYCJOZaU7WCk44LGFwqj3acMWGZ0pMT3LND0SKDWGVARV0gIsgScO3MiVi5z4pSJfZc8Hc359tZj4ZQiBxZV5iEni+lByRTfYbw7GLTKBpTkyDEdxbkTQ0SZblhBwX333Yf7778fS5cuRWlp6Zjr7EkjZ7hXtXum2rx/oBXfe25Xrwvhbzy5HUDkqvDJLpK7g5eNB1rwlw+OQglrKLBbos8Z1iMlLzt8IciyPOr9AtJtQaNqOtq8CvzKyB8k7k93z4KHX/kYte0BhMKJwYlRlnDpvFJcv7QCZXlZKZjlCX33WBDwBMPIthrxjfOnozjXmtJ5jkcnWzSAiCiTDCso+O1vf4vHH38cN910U7LnQ2PYQFe1f3TVXORmmfvdQehvIVycLWF/14HRGcUOyJIcHRvqIrln8NLiDUHTBbJMBoR1AatJglU2wJlvQ5M7iIp8G75+/nRMsFtGNZc/XRY0qUwV6s3BFi9e2tmEZo+SUFY0sjNQhC+dMw0F9tGtWtWb7mZlYV3g+qVOvLu/FXUdfvgUAbMsYW55DvPaR1AyigYQEWWKYQUFiqLgzDPPTPZcaAwb6Kp2bXsA/1m9DTaTod8dhP4WwqGwQGRNKhBSBbJ6rPmGskh+/0Ar7l6/Ey6/CqNBgq5H+gcEwzoaOgIoz8+Cw2Lsek4zmt1BTLBbRv1KYjosaFKdKtRNCIGdDS5U19Thw8PtCePZViPOP7UYN581CTnW5PYYGK6ezcrCOrq+5+342nnT4SywpdWB8fEqWUUDiIgywbCCgi9+8YtYs2YNvv/97yd7PpTm+jov0N9i3qdoCKhhaLpAtsWIfJu5z5Sf/hbC3c2whOj+/9g/8oNZJOu6wI9f3otjnQEIISCEBE0Aoisw0IRAiycIu9kOSZJSeiUxlQuasKajNQ1ShXQh8K9DbaiuqcPuY4m9UcryrFi5zIkLZ5ek1aHc7mZlAUVDvt0Mq9EARdOx/7gPxzoP4cGr5zFdZRTEdxhPddEAIqJ0Nuig4M4774z+v67r+P3vf4/XX38d8+fPh8kUe2XukUceSd4MKW30d15A1UWvi3nRtcjWhYAEwCBLkGWpz5Sf/hbCRjny3JJ04v97GswieU1NLfY0egAhYDTIEAC0sIAuAKEJGAwSQmEdQVVHltmQ0iuJqVrQuAIqOnyj03OgL2FNx5v7WrB2Ux0Ot/oSxqcVObCyyonlM4pgSLMr7WaDjKe31COoaijLy0r5WZBMlq5lj4mI0tGgg4Jt27bFfLxw4UIAwK5du2Ju56Hj8Wmg8wJfPHtqr4v5oKojFNYj9eDjFvO9pfz0txC2GCVEPpRgMcV+nw1mkazrAmtraqELAbNBinS7hYAsIRIUANC0yI5BWNchhJzSK4mjvaAJhTW0ehWERrHnQLygquHlXU14cnMdjrtDCeMLnblYVVWJpZPy0+p3jckgI9tqhN1ixMeNHhxt86PAbuHh1jTQX9ljnucgIjph0EHBm2++OZLzoDQ2mCo4r+xqxNQiBz5uiizmgUhA4Amq0PVI6UWb2QirOfYKf3x6zkAL4e7Do8fdypAXybuPudHkDsIgSUBXWUgJEowGGWpYhwCi/8K6QJM7lPIriaOxoEmHg8SeoIrnth/Ds1sb4AqoCeNnTSvEqmWVmJ1GaR4GWYLdEuknYDWdCITT4SwIxeqt7DHPcxARxRp2nwLKHIOpgnOoxYcvnzsN9R1+1LYHoGo6wpoOTYho7XiHxRhTox3oPeVnoIUwgGEtktv9CiAAi1FGMKzDJEfmb4jkI0UDAwDQND1triSO5IImqGpo8YRSdpC41RvCU5vr8Y8djQjE7VAYZAnnz5qIFcucmFxoT8n84kmSBLvZALvFCJvZ0OtuBQ+3pqfeOowTEdEJDApoQIO58tmp6QjrAqdPLcCz2xqghiNpORIiZSKFANq8IWSZDXBYIt92/aX8DLQQHs4iucBmhtkow2KS0eJRoGh6JB9dAOiaqyQBnzutEtctcQ5r4T0SnZaB5C9o9K4r1e5ersqPhrp2P9ZtrsOGPceharG7E1ajjEvnl+K6JRUozkmP2v3d37d2s3HArycPtxIR0VjEoIAGNNCVz46AAncgjF/98xO4Aio0XcBqkpGTZUK2xYSw0HGsIwBVE2hyBTFlgg2KJgZM+elvITycRXLPxVq+3YRWTyhmQSoBmFxowz2XzxnWQn64jdtGm18Jo9WjRKs5jaZ9TR5Ub6rFu/tbE3oM5FiNuGpROa5eVI7crNSXFbWYDHCYjbBbDDD2ERD3hodbiYhoLJJEOnQjSjG3243c3Fy4XC7k5PDqXTxdF7j5sZquK5+xhyc9QRW17X4YZAnFOVY0uQKQJAm6AAySFK357w2F0eQKQglryMkyIctkSMmC+f0DrfjGk9vR4glFdga6tjF0HYAEFGVb8OgNC4c8p74OYnd0LQKH0ml5pGi6QJs3BG9odMuMCiGwrbYT1TW12FLbmTBe5LDguqUVuGxeKbLMiUHnaOoOBGwWA0xDCAR6ExMkdqW5pWOQSERE49dQ1rjcKaAB9XXlMxjW0NAZAACU52V13VuCQZZgEICqR8qR2sw2GCQJExwmdAYk3HrmZDgL7Mizm5BtNUHXxahdNT19aiEmZlvQ7lMih2pFJE/cZjFggsMMb0gbcrnIwRzETnUJSm8ojLauzs2jRdMF3jvQiuqaOuw77kkYryywYeUyJ86bNfGkF+Anw2yUI6lBFmNS58HDrURENJYwKBhHRiqfHej98K8QArIkYWKuFdlWEwKKBqnr/IAsSTDKQEDVcajFj7CuQ9cFBIDfbzwMi0GCLMmjkmLT831p9ypo8yqYVGgDRKT0qFGWYTXL0UpEQy0XOZiD2D2fcyS/TvFS0YRMCet4fe9xrN1Uh/qOQML4qSXZWF1ViTOnFUZK1aaAySBHKweNZNMzHm4lIqKxgkHBODEa+ezxVz6PtPjwqzcPIK8r/9tqlmExGhBUNUiGSDdaTRcICQ1GWYJApB+ANxhGyCChLDcLZqPca2fjZIl/XzRdhycURpkxCzlWI4bTFTneUEpQjua5A3dQRbt39JqQ+ZUwXtzRiKe21KPVm/j+LZ2Uj5VVTixy5qWkx0BfJUSJiIiIQcG4MFBjsWQutnte+Yw/gCxBQlG2BQ0dAYQ1gXBXqoosA5oQXTsIgMkgIawDbb4QJhfaUZJjGZEUm97eF3dQRWdARUNHAHKBFK2E1G045SIHW4Kyrt2P//fuoRH/OqmajlZvCAFldJqQdfoVrN/WgOe2H4MnGLsjIQFYPqMIK6ucmFGcPSrz6UnuSg1zWIzIMvVeQjSTjeauFRERpTcGBWPcQPnsja4gHn51H+4I6yh0WJL6R39OWQ6mFjmw65gLuVYjTAYD7BYDyvOz0NgZiAYFEIDZYIACDUZZhiQBsiQQUCPVWPLspqR3eY1/X4BIMzVZ6upToOpodgdhL7JHeycMt1zkYEpQnlqSjVd2NY7ouQMhBFwBFR3+0WlC1uQO4qnN9XhpZyNC4dhKRiaDhIvmlOCGpRWoyLeN+Fx6kiQJtq5eAvY+egnQ2KmWRUREo4NBwRjXXz67T9HgVzTsrO/EN57cnvSKP/861AZXQIEnGIbLr8IgAxajAXk2MyzGyFXwCQ4LcqwmqJqGhs4ghIhcye6OFxrdAXQGVBQ6zFCT2OW15/viUzS0eIIIhXVEzhZHXtyvaHD5VeRYTSdVLnIwJSgvnluCX795IObrJIRAUNUR1nVYTTIOHPcMOygazSZkh1t9WLepDm983JxwcNlmNuDy+aW4dkkFJjgsIz6XnrKigYAx0n+C+jSau4tERDQ2MCgY4/rKZ/eGwmjoCEATkUVittUIi9GQtD/6PRcVJTkWdPpVhMI6/KqGoDuIyYU2GA0ScrNMkfztSDNhKHGLVlmSEFQ1NHQEkJtlSlqX1+73RQnraHQFoQkBoyxFDkJDgioigUlnQO3qbjy4rsh9GagLs6qLmK+TNxSOCVQkAJCAjQdahxQUaLpAmy8Eb3DkDxLvPuZCdU0d3j/YljCWbzPh2sUVuGJBGRzW0fu1YjbKyLaYhtxLIJONhWpZREQ0+hgUjHG95bMLESkFqgkBgyRBSJH0HaspOX/0e1tU5NvMCKo6VE2HK6CiJMeK0lwrPm7yoiRHhtWUuGCTJXTNT0AJC2hCYFbJ4PPOdV1gZ4ML22s7ISRgkTMP88pzIXedCTDKQIsnBE1EFujdix8JgFGWoGoCpblW/Pcls04qtao7L1vVBb554UwAkWCjZ472znpX9OsUVkVXwHYiUNG6DmX/5YMjWFCRO6jAxB1U0eFTRrTMqBACNUfaUV1Thx31roTx0lwrbljqxMVzimEZpcO7RlmGwzrylYPGq6FWyyIioszAoGCM6y2fPajqCIV1GGRA1wGryQCrObJ4SsYf/Z6LCkhAQNGipT2zs4wwGWUcbvXhy+dOQ33HITS5Q8gyyQl57gYpUpEorANGgwSDBOxt8gxqTu8faMWPX96L/ce90ZQZoyxjZokDd18yC6dPLURxbhaOezphNEixef4Q0EXkffEGwyh0WIa9+OkvL7vnc3Z/nfYccyOoajGBioCA0IEskwGqpg8YsIXCGlq9CkLqyB0k1nSBt/a1oHpTLQ61+BLGp06wY2WVE+fOnDgqqTrd5wSyrUbYzPy1dTKGUi2LiIgyBy+zjXHd+ewOiwFN7hACqhbN2de0SB+BomxL9DAtEPmjfzL5+9HUHE3HkVY/jrb7UN8RwNF2H460+qFqOlRdwFlgw4NXz8Os0mz4uyrhGOTI4t8go6tEqUCWSUZZbhZkWR7UnLq7Eu8+5kZY02GUJRgNEjRdx+5jbnzjye3416E2XDSnGBIi74MuRFcwIBDuel8m5lhO6n3oTqHa2+iG3WLExGwL7BZjNEXr/QOt0ft2f53MRhkBVYMsAZAQNx8r8mzmaMAWT+/qSNzQERixgCCkanh++zH8259q8MBLexMCgnnluXjw6rn4w78twfmzikc8IDAZZBTaLagssKE4x8qAIAl67i72ZjgVuIiIaOzjX9hxID6f3a9qgBAwGw0oybUmpexmTwU2M3QRSYEBIgt9SY40LYs/HzCvIhenTy3E+m0NuO+FXZBlCRajDKMsw2iQYTJEUouCYR0mTUdelgk7613REomzSrKxt8kT8/Gv3zqIdp8CCYDJKEcDHtkgoOo62n0Kfv3WAXzrolORZzsMf9dOhtABSYrsEBRlW2CQJZhkfVjvw3Dyss+cNgH/dsYkPLJhP4QQCGux83FYjNB10etVWm8ojHavgrA+MgeJvaEwXth+DM9srUeHX00YP2NqIVZVOTG3fOTTSYyyDLslcmiY/QSSbzDVsoZagYuIiMY+BgXjRM/GYq2+EP739U9Q3+GH3Ry7qErGH/1ZJdnRHHizUYp2pZUkAHLi+YB/HWrDY+8dhkfR0J1BJAGwmGSU5mYBADr9KkpzLfifV/fhUEskFUcXOjQRSTOSJQkmQ+Rq+uEWH4QQMBrkmB0QSZJglGVousDHTR4AwOyyHOxtdCPXau3K4Y90L4YAmtyhIb8P3ecHth7twN5GN/KyTEPKy/7UtCL89YOjkR0TWYrppgwkBmyqpqNtBDsSt/sUPL2lHn//6Bh8cX0NZAn4zKkTsXKZE1OLHCPy+ideK9JPINtiQpY5dYFAJtTtH0y1rKFW4CIiorGPQcE40rOxmMUgj9gf/b1NHhikyDmAsA4YZQEJ6PV8gCeo4htPbkeLJwRJAN2nCgQifQNq232wm03IMsto9oTQ6Aoi32aGEtZxzKV0pdYARTkW2CwGHG7xwhMKAwIw9rJ27P6MVE2gM6BGFz+uYDj6PgTV4b0PPc8P+BQNnqCKgKJhYk7ibkxfedmxV2ktfV6lnV2ajQ6fgs7AyPQcaOgM4MnNdXhlVxNULfb5zUYZn51bghuWOlGSa036a3frPifgsBhhS4N+AplUt3+galnj7fMlIqKBMSgYp072j35/V0zb/QpkKXIOoM0XOlFWUwKyTJEccL+qodUXwh/fPXwi1cckQxdAuEefgkhas44iRxaa3MFoo7G6Dn90saoJ4LgrBK8ljGyrEe5gOHIeQRcJOe3dy1uTQYqmLyVj8RNf191qMsAXUqPpUuX5WTGBQV8pWrIs4fZPT8W3nt6BunY/crJMyLYaoWgiGqjceuZkHHMFR6TnwIFmL6pravH2/hbEFy1yWIy4alEZrl5UHjlEPkKyugIBu9mYNlejM7Fuf8/dxfG8M0JERIPDoGAcG+4f/YGumHYfVDQbZUwutEcbcBnl2PMBnT4V+5o8Mak+BgmQjTKEiFS4ESKSOnLcHYqWSGzzhRBUIwvi7pkKAAFFhxJWYDJKUMJdB3RlEdOROKzrkCUJp5acSAs62cVPb+cHBASsJiMCShia0NHiCcJutkfG+knRev9AK373ziEoYQ1+VYM3FIYsS8ixmjCrNBurllVi8gR7UgMCIQR21LtQXVOLmiMdCeOFdjOuXVKBy+eXwm4ZmV8JFlMkEHBY0q+xWCbX7e+5u0hERJmNQcE40N9V/aH+0R/MFdPTpxbGpMBYTTKCKhDWdQSUSNrO7LIc5NtMULQTuwjdJERq80syENYFFE1AQIfZIENAoN2n9Lxz9PK/QZagCwGjFMl3FwJQw3pkkSlFqgwJAAUOM758zrSYBdxA70N/72Fvdd0lRKo6NXTo0HQdQVWHX9Egy1KfqUk939sCuwXF2VZ4QmF0+lUYDRKuWlSOWUk83KkLgQ8OtqG6phZ7Gj0J4xX5WVix1IkLZhePSL1/k0GG3ZL+/QRYt5+IiIhBwZiXzDzooVwx7c7Vr20PQNX0SEoQIlelzUYZn54+AYUOC8wGOdJFOC4wAE6k+pgNEoyyBHdQRVgXUMOJV8klRB5vkCSEdR3ZVhOKHGbUdQR67VMwlM99oPewr7ruDosR5flZOO4KIKDqaHIHYTMbcGpJNr58zrSYOfT13uZYTcgyGdDiDaG6pg4LnXnRg9vDFdZ0vPFxM9bW1OFouz9hfEaxA6uqKvGpaROSftVeliTYLUZkW8dO5SDW7SciImJQMKYlOw96KFdMz5w2ATeeVomfbdgPJaxHF+1mowFmo4S/fViLWaU5mFmSjQ8PKwhrekz50J6pPuV5WWjoDKKhM1LitGeue/cZW1lCV3AhoOmRq9zPf/ks7G5099rROJnvYW9do3sSXZ+7LEldn1/i68e/t5HPX0Dv+mSzrSbUtflw4LgPM0qGV+knoGp4aWcjntpcj2ZPKGF8UWUeVldVYnFlXtIP9drMRjisRtjT4MDwUA309WXdfiIiygQMCsaokciDHsoVU10XeOeTVjgsRuTmmnot9/m7dw7hP5ZPxSfNHrR4Qr2m+jisRrT6FAhEGnjpfVTa6U4dCmsCkgQsn14EWZawwJmHBc684byFg34PH7t5Wa913b2hMBq6DkRbTQZUFmRB1SLlUOODsu731iRHdjo0vUcpJkR2SzxCwBUc+tVoV0DF89sb8OzWBriDsaVLJQBnT5+AlVVOnFqS3LrzZqOMbIsJdosBxj6+Z8YC1u0nIiJiR+MxayhX9QdrKJ1Oe76+zWJEtjVSXz5yXuDE6+dmmfHoDQsxpywHRoOMsB5Z2BtkGbNLs1GRnwVNF3Dm2+AssMFmNiZcZzfIEnQdUMMCelca0nPbG3DzYzUxXYOHarDv4d4mT0LXaE3T0eQKQtUEjLKEklwrDLIMq8mAkhwLvCENv3n7YHQnoMBmhkEG/KoGTYsNCABA0QRMkoRc6+CvRrd4Qvj1Wwew6g//wuPvH40JCIyyhEvmluCxW5bh3ivmJC0gkCUJOVkmlOdnoSLfhlybaUwHBEDvXcF1XSCgamhyh1i3n4iIMgJ3Csao4eZBxx+o7dkxOC/LhKlFdnzc5B3wium7B1qhapEGZp6gmtCEq+frL59RhOe/8insbHDFpPoAwJee2BJdlDssRtgtBrT7FDS7Q9D1yK5AXpYJnQEFQgAGCajIt8FskE+6XORQ3sPlM4piSpu2qhqUsBYJAuK6RscHZaeWZmOCw4zyfBsOtXgxwWGOabomEHkPpxY5MK3YPuC8a9v8WLupDq/vPY5wXF1Rq0nG5fPLcN2SChRlW4b8nvTFajIg2xo5NDzW0oMGg3X7iYgo0zEoGKOGkwcdf6C2t47BhY7IFe3+mp4BkS7FnX4F7b5I7rosS7AYDSjKtsBhMSa8fm+pPm/vb0lYlEuQUGi3wGI0oNkdREDVogGB3WyINgoTQiDXakSLV8HDr+7D05MLYBxihZuhvoc9S5u+vb8Zf9x4GKVdOwTxLAYZnVqkOZvDGpnv6ionHtmwH61eBdlWE8wGCYoWCQhsZgNWVzn7PWS8t9GN6po6vHegNX6jATlWI65dXIErF5YhJ8s0pPehLwY5EqhlW01pXT0oWVi3n4iIMhmDgjFqqHnQ8Qdqe3YMNsgSyvOt0PXIVWiDQUZZrhXtPiXhiikAXPl/G7Gn0RPJi0ckb10WiDbyKsuzwhvSBszD7m9R7rAYYcizotWrQOgCOVkm5NpMkCDBGwqjxRNEKBxpgrazvhPX/e4DfPuimUO6ojucXPKepU3XfFgLVRPobaMhENYgS4BBkqMdiRdV5uPOC2ZgTU0d6tp88IhIytDUIgdWVzmxqDI/4XmEENhytAPVm+qwrbYzYXxitgU3LHXiknklyEpStZ/xvivQH9btJyKiTMWgYIzqzoP+7/U7+72qL8tSwoFaAGh0BaALwGyUENYE6juCkBGpbd/dLfjOC2dgUqE9esX0X4facPf6nTjWGQBEJFhQ9cj9VV3AJEcakjV0BlCelzVgHvbAi/IwyvOycNwVRI71REDQ0BHoOtgsQZYEwhpwuMU75FSiobyHg5175DC0jg6f0ms60KLKfCxw5uHAcR9cQQW5VjOmFdsTdgg0XeDdT1pRXVOLT5q9Ca8/qdCGlcucOO/UiUnJ6ZclCQ5rpJSoxTg2SokSERFR8oz/nIBxrDsPelZpNvyhMJq9IfhDYcwqzY5ZHMcfqA2qOkJhHUZZgoAErau7MCTAZJRh6OoZ8Ju3DsLU48rpb94+CJdfjXYoNhpkmI1yNDu+qwkxJEj44tlTB1ycD+aA56qqSpiNclcTNIEWTxBaV0ASWUhLkGUJExyJh3uT+R4ONHe/EoaiavAEw2j2hPpNB5IlCTNKHFg2uQAzShwx91HCOv6xoxG3PLYJ9/9jT0JAMLs0Gz+8cg7+ePNSXDSn5KQDAovJgAnZFlQW2DDBYWFAQERElKG4UzDGDSYPOv5AbViPdBmGFKkE1JOud6UDSRJ8XYvs7uc/2OyFzWyANxSONiIzSBJkkwxNj1QGKsmxIBTW4SywDXr+/R3wPH1qIV7d3YS9jR7kWo3RYEaSJAhEDjpbTQZkWQyQZGlYnWeHm0t+5rQJ+NFVc/GrNw/gULMX6iDSgfriC4Xx9x2NeGZLPdp8iWVJq6YUYFWVE/PLc086pccgn2gwxiCAiIiIAAYF48JAedDxuftGOdJlWBcnmoMBgKoJ9KyVKUsCB457ootlVRPIthoTOhRLkGDoaiymC8BskIfU6GmgRXl3ik+LV4EuIvPSu3Y3ZElCUbYFEqRotaA2bwg7611DWuAPJ5fcHVRRWWDHj66aO2A6UF86/Aqe3dqA57Y3wBfSYuckActnFGF1VSVOmTi8hmY9ZZkNyLaaxmSDMSIiIhpZDAoyQHz+u9Ukw2KU4Ve0hCo2PXUGwvCENGw80IpPTZsAk0GCLAMWowFBVYNkwIkOxYgECQFFw7yK3IQDxvGlUOMX6v0tyrt3Ex5+dR921ncirAGyHDkQ213tCIhUC9J1gZ+/8Qma3ZEeAiaDhFMmOpJaVjKoapFmbF39HLrTgYai0RXAk5vq8fLuJijh2L4QJoOES+aW4oalFSjLyzqpuWZaBSEiIiIaHgYFGaC3A7WFdgsCaiB2q6AXmi7wlw+OYF75icBigsOMY53BrspFABBJQ5JlCblZxoTDufGlUIezUD9z2gQ8PbkA1/3uAxxu8WKCwxJJGeoOSrrOG4TCOurafSiwW2A2RM4inGw/g57vRZsvBG9c1+D+6ELE7CLIssC6TfV4c18z4o8+2M0GXLGwDNcurkCBffA7Lb2xmAzIydAKQkRERDR0khADrAozgNvtRm5uLlwuF3JyktP5NR3FLM51gZCqxXTB7SZ1/af7OyMvy4R5Fbm4/dNT8b3ndsEb0mAxyuj0KwiFNWh6JPCYXZqNuy+ZFbPwji+F2r1Q7+iq7jPUhfqJ59PiqgUp8IbCMBtkVBbYEioZNblDmFWajT/fWjWsuvPuoIoOnxItwzoY22o7ouVHA6qGUFiHoiU+Pt9mwrWLK3DFwrKYJmhDJUsnzgpYk1SelIiIiMauoaxxGRQgc4ICIDaN50iLDz/bsA++YBjd2ezdy2WBEweOi3MinXF/d9NSeIJqzFV/AJiYY8GqqkqsrqqMWXDrusDNj9Vgb6MbJTnWpC3U44MbkyxhYo41ukPQ24I4oGrwh8L43U1Lh3R2IBTW0OpVEFK1ge/cw7baDvzstX1wBcMIawKhuBQhACjNtWLlMicumlNyUqk9mdxXgIiIiPo2lDUu04cyTM/c/QKbGQ6LESaDjHafgu5jxpFgIJKPDkQWnZ5QGO1+BctnFA26Uk98KdSeJElCns2UtGpBrb4Qvv3UjpjuyD11H0Ju9ydW9umN3nVfTzCMocbNqqbjl/88gCZ3KCFFCAAMElBZaMdvP7cYpmGWFDXKMhxdgQDPChAREdHJYlCQwboPIO+o64QsS5AgIEmR+v+SBIS1SLlPWQZMshStKDTYSj3xpVDjDXWh3lP8HHbWu/rsjgxEDiH3/Bz6M5xUIQAIqRpe3tWEv31Y22tZ0SxTpCqTLEvwBVUcbvEP6YCyJEmwmw1wWI2wmfmjS0RERMnDlUUGk2UJZ08rxL8OtUKLZrcISJKABAlGWcIEhxmd/kgzr/iKQgOJL4UabygL9YEM3B1ZHfBzCKoa2nx9pwrFHxruLj3qDYbx/EcNeGZLAzoDasLj7GYDCuxmZHWlNelCwKuE4QoOLhiymiKBgMNsHNZ5CCIiIqKBMCjIYH945yAeef0TxKe7CwEICGRbTfCGNDgshoSKQoORjIX6YPVWYenEIWS1389B0wXafQo8wcQFfbeeh4a7zzEU52ah0GFGzeF2+JXEQMJuNnR1CY7dKVG0SJOzXGvfwZAsSci2GpGTZRp2ihERERHRYDEoyFAbP2nBzzbsR0jVYTJGCnuGdRHdMZAAeENhLJtcgC+f03vp0MH0HhjuQn0gvb32QN2R4z8HXRdwBVS4Air0fs4NbKvtwCMb9sOvaMixmmAVkZSnnQ2uhPtajTIumVeCT5q9aOgIwGyM/dwEBDxBFVOLHJhWbE94vFGWkZtlQraVuwJEREQ0ehgUZCBdF/jpa/uhhHWYDBIMUuRKtNkA6JIOVRcwyjKyLQZ866KZWODMS3iOwfYeGOpCfTAGeu2BDkILcSIYGOjcgC4E1tTUwa9EdkzafJHSp/GyLUZcvbgcVy8sR67NFA0kWr1KpHGYQYKiRQICm9mA1VXOmK7HZqOMPJuZ3YaJiIgoJRgUjDMDXb0HIlWB6tr9kSpDcWOyLMMkCei6QFig1xz5vnoP9NUkbDAL9cEa7Gv3dhBaCAF3MAyXX0VYTywR2ptPmrw4eNyDYDjSWyGeQZKQZZLxwyvnYr7zxGsuqszHnRfMiKYceUQkZWhqkQOrq5xYVJkfPTick2ViXwEiIiJKKQYF48hgr963+xXoQkDqalAWf2FaAqADkIGEQ8C6LvCbtw/CGwrH9B6wygaU5Mhocofwm7cP4vSphQmpREMpO9qb4b42AHiCKjr9KlRtcMGALgQ2HmjF/3v3MDp7afBmMkhdJV0NaA+oCGmJZwoWVeZjgTMv4XCyxWhAjtUEh9UYLftKRERElEoMCsaJoVy9L7BFKuEEVR2qpkMyABJOLE51CAghUFloTzgEPFK9BwZjOK/tDYXR4VMGHQyomo7X9xzH2k11qOsIJIxbjDIK7GY4utJ8gmG930PDsiRFy47aLUbkWE3IMnNXgIiIiNILg4I0NphUIAAIh3U8/Oo+tPsUFDkssJhkSJASrqBXTS7A3iYPWn0hTMyxwqeEEdYi/QgMcmTHQNcFVE3AYpLxzQtnJLzeSPYeGMhQXtsXCqPDr0DppZNwbwKKhn/sOIanttSj1Zs4d6MsId9mgskgwSjLgDTwoWHgRBWh3CwTjKwiRERERGmKQUGaGmwq0PsHWvHwq/uws74TABBQNViMBhRlW2A3R3YDTAYJO+o6ce1v30eLJwRVE9CFjlBYh9koQxeAqmldpUgBi0nGXRfMwKemFyXMazR7DwzntQ0SENZ0HHcHB/WcLr+K9dsasH57AzxxaUISgE/PKMIEuxl/33kMrV4FEiLBk9Egw2SQkJtlSjg0DAAmg4ycLBOyLawiREREROmPQUEaGmwqUPf92n0KIEmIlMOXEFQ11LX7YTRI0HQBTRfQBbDrmAslOVZMzLZA0XSoWgiKpsFuNkIXMmRJgrPAhjsvmI58mwVv729J2KEYyd4DA+2M9Pfamq6jzatgapEdkwptA77WcXcQT22ux4s7G/9/e/ceHUd1pgv/2VVdXX3Xxbrb8k22gyKLYGxsY0hEhgBhIBc4gWASIGENKzHDgEMSEiBrJk6IzeRk+JizTuKBrAwhw+EyM+AMyckFM0OU4chgbgZhDMbC+CbJsqxLq9Xq6qra+/ujpbZakm3ZltQt9fPL0grq3urevaWEemvv931hjdhNMHSBSz9agS+eNwdH+iw8sHU3DE2D5lFwXAkJIOlIKAh85uwqLJtblP5ZvzeVLxA0+T8tIiIimj545ZJjxptMu3J+cXpcacjEQHccgIAmBKRIHQFypILXI5CuuqmAI31JeD06QqYHc4v9aOtNoLo4gPUXL8askInegSQe+vMHx92hmKzeA+PZGRnrvQ1NYMB20TswdqnPkfZ29uOpVw7gP9/tGFWO1G/o+OzHKvE/ls9BSciEVAr/+J97EE+6qCr0AQAsW8FVEpoQ6Es4eGVfN649r3qwt4ABr4dHhIiIiGj6YVCQY8abTPubt9rS40yPBtOjYcCW8AiVcbE71JNLE4BHF3CkwpG+BILeIIQQKAp60RFNYFbIRF/Cxvd+/fZJdygmuvfAqSRJD733z/60B+8fjiEp5ahSn2N5pzWKJ7bvx/9rOTrquUK/gavOnY3Pn1OFsM9IP77ncD8OHO1HxGekE7F9hkCqLlMqSDnUHUcs4WBhaeiUPjMRERFRLmFQkGPGm0x7qCeeHieEQGnYh0PdA7ClxPAb4EMBgkdLHQ/yaAqWI5GwJfxePf16nf0W/vnFveMu9zlRvQdOtcyo40osqQhjw2eX4v3DsYxSnyN3CJRSeOXDbjyxfT/ePDi6+3B5xMQXV1Tj00srxuwT0JtIwpYKEX3Y64pU8rCuCRi6hnjSRfcYvRyIiIiIphMGBTlmvIm8swsDGeNCpgezi/xo6x1Awj52Rt7QNThSpXsRCKR2D1LNu/T06/X026dc7nOs3gPjrZg0ZLw7I28d7EV1sR/RhAM12GNhqNTnSK5UaNx9BE9s34+WI/2jnl9QEsTaldW4aEnpCSsCFfi8MDQxWI1JQB8MBobmOeC4k5ZUTURERDSVGBTkmPEm8n7m7Eo888bBjHEh04PZBX7s64rDlQo+Q0dNaRAfHo0jYbsQeqq6kBCpnYPhr1cUMM641Oh4KyYNd7KdEa8m0O1IvHe4DxH/if9ck47EH3a246lXDqCtd3T1oaVVEVy/ai5WLSgeFYCMZVF5EPNKgmg50o+QaULTjs3xTJOqiYiIiHIJg4IcMnSXfU1NCfZ0xNAeTaAw4B0zkdfj0cZM+IVIXfQLkToekzpaZKaOFg1W2fEZOhQU2qNW+vXCPuOMSo2eSl7AcMfbGVEqlRvRn3ShC6Bg2Fn/kWKWg2d3tOLp1w+iOz76KM/qhcVYe97ccTdTE0IgaKaqCH3jU0twz5ZmHO5LTlhS9Zk61d0YIiIiopNhUJAjRt5ll0rCVUB3fxKaJsZM5D1ewu9ZFWF09FmIWS48uoaAkepb0NGXgFSpGvsDSTfj9aRUp11qVEqFn/2pBT1xGwV+D5QChHb8vIDhRu6MAKnjP65KdVU+UXOwrv4k/v21g/jNm63oT7oZz2kC+IuzyvDF86pRM84kYEPXEPEZCPk80AfnOdFJ1WfqdHZjiIiIiE5GKKXUyYfNbNFoFAUFBejt7UUkMvVHQY53l72rPwnDo+Gyj5ZjQWkIy6oLUT+7YNSF9Vh3jl/64Oixi8fBC9mFpSF8emkFqosDY95hPjYPd8y74se72//YS/vww9++A1dKAAJCIN1ALWR6MGC7iFsOHrphxZh365v2dOLuZ95Cn+UibHoGdw5SAUHAq+POS5ZkVBU61DOAf331AP7wdjtsN/PP1+vRcHldBa49bw4qC/zjWv+A14OI34OA9/gxci7cnT/e30n3SX4/RERElJ9O5RqXQQGyGxRIqXDTI9uxqy2aUX0HAPoSNg71DEBAIOLzwOvRTumu8OlcyGbciR4MJk70nk17OvGNp3agI2bB0AQ0TUCp1N1+TQjMLvIjYOjoiFn4yTUfQ8OSzC7JUir0JRz817uH8djL+3HgaD9spWAIgepZwYwyo3s6Ynhi+3407j6CES0GEDR1fP6c2bj63NkoGkfi79ARoUK/d1r0FjjR34lSqaNgtZVhPPrVlTxKRERERABO7RqXx4ey7HjVd2KWg9aeBKRUABRMQ4NSQPPBXtz9zFvYdPXZJw0MxqoOdDKnUmp0qJyo5bjwDFblEYM7BUIHHFfhSJ+FigJzVD6C40r0DtjoSziQSuFj1YWon1OAPYf7M8qMCgBvHuzBE9sPYPverlFzmBX04gvL5+DKsyvH1UVYEwJhnwcFfuOElYdyzXirNA2vDkVEREQ0XgwKsmys6jsKqYtpqRQ0AdgSaI9aEEglEPcnHWz6/S78x19fOCl3hccbTDQf6sWutij8Xh2WI2E5Mt03QUBA14CE7aAzJlA/uwB1VREkbBfRARv9SRcjN6k0IdJlRqVS2NZyFE9sP4B32qKj3nt2oR9fPK8al360fFx3+nVNoMBvIOIzpuWd9PH2rzhRdSgiIiKi42FQkGVjVd9JJCUsx4VAKiAAUomzuhBQSN1lf6etD49v348vr56XlXk37enEj363C139SWiD81IKSLoShq6l+iFAwZWA6dHw1TXzcbgvgYERCcEjOa7Ef73bgSdeOYB9R+Ojnl9cFsLalXPx8cUl6WTgE9E1gUK/FxG/Z1xlSHPVePtXsGcCERERnQ4GBVk2Vl8CR0pIqdLn5gVSF7ep/wAeXSDpKDyxfT+uXzk3awmvPXEbmkgFLEIIOCo1Z0dKCAgopeDRBL68ah7mlwRPGBAM2C5+39yGf331IDr6rFHPL5tbiLXnVWP5vKJxXdzPlGBgyHj7V7BnAhEREZ0OBgVZpmliVL8BbfCCb+hwjeHRBsOBIQK6ptARtcY8Qz6ZlXKG8ghiloPZRT7sO6qQsF14tFRJT1tKGJqGWUEvogkHS8pDuLy+4rivFx2w8esdh/DM64cQTTgZzwkAaxbNwvUr56K2coxSqEqNykEwdG1GBQNDxvo7yYWeCURERDQzMCjIASNr4dtuqnKPq1LVf/Thd4WRauplelJHSEaeIZ/sOvbDE141oaUbozmuSu8a2K5ENOEg4vfg+lVz00HOcEf6rFSPgbdakRg6IzXIowl8qrYc151XjbmzAmPO44393Xh8+wEcONqPhCOhCYE5xX5857KPYN6S0T0NZoJc65lAREREMwdLkiL7fQqGDL/D/9IHR/Hwnz8AlIJH1yAEMkp9loZNKKUyav+/+P4RfPvf30K/5aDAbyDs88B21YTWsW/cfQTf+tc3URY203elowM2jsQsJB0XUqZ2OBaVBfH1hpqM/gIAsP9oHE+9egBb3zkMZ0RdUZ+h4cqzK/GFc+egLOI77hze2N+NB7buRu+ADdtVcFwJpQCIVJ+Cb16yBLd8ouaMPmcuy4WeCURERJT7WJJ0mhpe9efji0rw4vtH8G57X0ZTMJ+hI+zTEUvYWFAaQm1FGEAqILjtiTcQHbAhkDqj3x3XURLyosDnwZFYEj/+43v49/nF8Hi0MS8sAZz0YnMo4dVyXBgeDXIwkXh2oQ+WrZCwHdhS4RuXfARnDc4NAN5tj+KJ7Qfw4vudGBmFRnweXH3ubHzunNko8BsnXCOpFB7ffgDRARuJpAsIkQ6apFSwbIl/2LobtZURXLi49ISvNV2dTqlZIiIiohNhUJCjNE3g7strcfeWZvQO2AgYOiQUeuM2DkdTZ+8PdPXjq4++gk8sLsE//78PER2woWsC+mADsXjSwb6jTvrCvvlgD77w0DZcUV+BP7/fmXHEaFYoVbXmaCyZ7hJcFjGxduXcjGTmmtIgqosD2H24DyUhbzrXQUDANIA+S2FhaQhLykNQSuG1fd144pUDeGN/z6jPWBY2ce2KObi8vhJ+Y3RFnbEc6BrAoe44HInBgECk56BrAhASSUfiJ8/txpqaEt5BJyIiIhqHnD8+NH/+fOzbt2/U47feeit++tOfQimFDRs24OGHH0Z3dzdWrVqFn/70p6irqxv3e+TK8aGxDOUIvNMaRU88CQXA59FRGjbh9Wjo6k+iP+lAE0DSUekmYq5UsF2JwVM18HoEHFfBZ6R6CgS8OsojPnh1DT0DNtp6BwCkdgIGbBeW48KVqeCktiKE2y9egtrKCGxXpo/vxJMuwj4DXl0g6Sr0JWwEvDrWf2oxYpaLJ7bvx+7DsVGfad6sANaeV42/OKts3A3EAl4PCgMGXt7bhfVPvoG+hA1d00blKyilYEuFAp8Hj968infUiYiIKG/NqONDr7zyClz3WCnLt99+G5dccgmuueYaAMCPf/xjPPDAA/jlL3+JJUuW4L777sMll1yC9957D+Fw+HgvO22sWVSClfOL8YWHtsF2JUpDJvxePV1Zp9BvoDueTPUGEIMVi5SCI2XGMR2pUhf4rlTpL9OjAQLoHTxypAAc7U9CE4BH16AJCcdVeLe9D99/9m1889KPYNncIiybW4Q7L1mSTvTtUwqGEJhfEsSi0iD+8T/34GD3wKjP8tHKMNaunIvza2aNmXw8lpDpQUHASCdWFwe8qb4IKtXIbSQFQAMgMToJm4iIiIjGlvNBQWlp5rnw+++/HzU1NWhoaIBSCg8++CDuvfdeXH311QCARx99FOXl5Xj88cfxta99LRtTnnC72vvQEU2gPOKDb8QxG1epVI8AV8Lr0ZF0JfTBpGQA6QRlKRW8Hh2OK1N9DlyZrvpjOS48uoakkwokNG3oZzXouoJSCn0JF49vP4CPVRdCEwLL5hbhY9WF2HO4Hx19A9hxoBeNu4+MeUxo5fwirF05F2fPKRhXmVAhBEJmamfAGLGTUFcVQXVxAN3xJKRUGQ3MlFJwZKrrr9+jsZEXERER0TjlfFAwXDKZxGOPPYY777wTQgh88MEHaG9vx6WXXpoeY5omGhoa0NTUdNygwLIsWNaxBlnRaHTS534muuKpc/7eMY7aeDQtfWc84vegu9/O3CUY/AdNEyjwG+iMWdAF4MpUkzEgFTBAw7CfERhqiyCQ2mXwGRoOHO3HnsP9WFIRApDaYfjvPUfwHztaEbMyewxoAmhYUoq1K+diUVloXJ9TCIGwz4MC/+hgIP26msC3Ll2Cv/rVq7BsCQgJDYOdnqWCLlL9EhaVs5EXERER0XhNq6Dg17/+NXp6evCVr3wFANDe3g4AKC8vzxhXXl4+Zh7CkE2bNmHDhg2TNs+JNlTxJ+lK+LTMnQLTI6BpAs5gPkFVkQ+HexMYGNwFUEgl4M4p8kMXGo72W5CDR290IdL/nJFaMuxmvkLqedPQ0Z900JtIor03gadePYDfv92OpJPZY8DQBS6rq8AXV1RjdpF/XJ9PCIHIYDAwnhyDCxeX4puXLME/bN2NpCMhROrIkFfXYOgaioMGG3kRERERnYJpFRT84he/wOWXX46qqqqMx0ceSVGDR2qO5+6778add96Z/j4ajaK6unpiJzuB6qoiqCkLYVdbHyoiWvqzxSwHHdFE+thPW28CpidVhrSjLwnLkfBoQHWxHyHTgEJqt6E/6cJvaNC0oYtpHQP2sbyNoZVTKpV74PNoEACEVHjmtUN4ZV8XRrQYQMCr47Mfq8L/OHc2ZoXMcX2uoWCgMODNOAY0Hrd8oga1lRH85Lnd2H+0HxKA35PaIWAjLyIiIqJTM22Cgn379uH555/HM888k36soqICQGrHoLKyMv14R0fHqN2D4UzThGmO78I1F2iawLqGGtyzpRntUQuFAQO2I9Ham+okrGsCxSEvYgMOEo6L1h4XQdOTusPv0aBrGlxXYsCR0ASgC0ATGixHwasLhHyedFCQSjhW6UZpuhAImB609yZgS4WXP+zKmFtRwMD/OHcOPvuxKoR84/tzGjomVDjOnYHjuXBxKdbUlLCRFxEREdEZmjZBwSOPPIKysjJcccUV6ccWLFiAiooKbN26FcuWLQOQyjtobGzE3//932drqpNizaISbLyqHpsbW7DncB86+5NwpULAq6Ms4kPI9KAspDCQdHEklsTC0iC++akl+Kc/t2BPRwxJKWEIgSUVEZw3rwiv7OvOqBy0uCyIuO2itScB2wU0KHj01Fn9ztjoKj6VBT5cu6Ian64rhznOHgNDCcRFgTMLBoZjIy8iIiKiMzctggIpJR555BHcdNNN8HiOTVkIgfXr12Pjxo1YvHgxFi9ejI0bNyIQCOD666/P4ownx1B50p/9qQU/f/EDBLw6SkNm+jiRGLyrXyqA9t4BJKXEhs/VYc/hfvQmkijwebGoPAhNCHxhxZxRjwPAszta8dSrB9DZZyHpjm5hUVMaxNqVc9GwpHTcR35OVE2IiIiIiLJvWgQFzz//PPbv34+bb7551HN33XUXBgYGcOutt6ablz333HMzokfBSEONzHYe6kXMcjCQdNBvuSgNmwiZHkilIKWCBgHLleiMWVhQEkxXCxpOEyLjcct28Yed7fjXVw/icNQaNf5jcwqwduVcnDe/aFxlRQEGA0RERETTRc53NJ4KudzReEjTnk7c/cxb6B2w4dE1dMdtaCJVTlQTAuUFPgQGj/EkHIlE0sEPPlc/ZkAwXCzh4D/ePISnXzuEngF71PNramZh7cpq1FWN/4jOZBwTIiIiIqJTM6M6GlPqwn/T73ehtTcBAHBdBxKAC8AjAKkUumJJ+It8AIC+hI2FpaH0kaCxdMYsPP3aQfzmrTbEk27Gc7omcPFZZbhuZTXmzzr+a4wl7DMYDBARERFNMwwKpoHHt+/HO219UDKV/OvRBaRUcBTgqFQ1Ictx0ZdwYDkSAa+O61dWQxvjmM/B7jieeuUgnnunHfaInAHTo+GK+kp8YcUcVER8pzTHgNeD4qAXXg+DASIiIqLphkFBjkvaLv7lpX1wpYKhAxCAUqkjOjoUXAUMXdsnbImashCuX1mNZXOLMl5n9+E+PLH9AP68+whGnhcL+zz43DlVuHrZbBQGvKc0P9PQMSvohW+cFYiIiIiIKPcwKMhBSinEk6k7/zv296AjmoA+GAw4rhp1US+Qah627qIaXFxblt4hUEphx4EePLH9AF7d1z3qfWaFvLh2+RxccXYlAt5T+1MwdA1FQS9CJv+EiIiIiKY7XtHlEMtxEUs4iFkO3MGWwb2JVI8AXQNGHP1PUwAKA0Y6IJBK4f/tOYontu/Hu+19o8bPKfJj7XnVuLi2/JSP+3g0DYVBA2HTM+4qRDONlIoN04iIiGhGYVCQAxK2i6P9SVj26Kv+Ap8XhiZG7Q6MpAsB25V44d0jePKVA9jfFR815iPlYaxdWY0LFpWMu8fAEI+moSBgIOLL32AAOFYWtqUjBttVMHSBmrIQ1jXUYM2ikmxPj4iIiOi0MCjIAUlXjhkQAMCi8iCKQyaOxJLQBSAVRgUIHg042m/h+p+/jO746LKiy+cWYu2quVhWXXjKF/S6JlDo9yLiz+9gAEgFBPdsaUbMclAU8MKra0i6Erva+nDPlmZsvKqegQERERFNSwwKcpwmBD6+uBTvtfdBAfDoAFQqOJAqlU/gSqA/KdGflOmfEwA+vqQEa8+bi49UnHojNyEECv0GCvxG1o/G5MJxHSkVNje2IGY5qIj40gGST9NREdHQHrWwubEFqxfOyvp6EREREZ0qBgXTwPK5Rfg3vwcJW8KRElKmdguGvoYTAM5bUIS/vmgRqosDp/V+Aa8Hs0LenOhCnCvHdXa2RtHSEUNRwDtqx0QIgcKAgZaOGHa2RlE/Z/yN3oiIiIhyQfav+uikFpUHUVMWhqFr8Hp0SIwOBgAgbOqI+Dw41D2Azph1yu9j6BoqCnyoKPDlTEBwz5Zm7GqLImh6UBY2ETQ96eM6TXs6p2wuXfEkbFfBe5x1MXUNtlToiienbE5EREREEyX7V350Uu+29SFhu+iznFHdh4ekjhEphHwexJMuHt9+AFKdLD05RRMCxUEv5hT5T7k06WQZeVzHZ+jQNAGfoaMiYiJmudjc2AIpx/cZz1RxwAtDF0i6csznLVfC0ASKT7HPAxEREVEuyI0rQBpFKYVXPuzGE9v3482DvScc69FSR1gSjkRH1EJR0MCBo/3Yc7gfSypCJ/zZoOnBrKAXnhzYGRgu147r1FVFUFMWwq62PlREtIw5KaXQE7dRWxlGXVVk0udCRERENNEYFOQYVyo07j6CJ7bvR8uR/lHPz58VQO+Aje64DY8GaJqAQOoCVWiAIxX6Eg58hp7ucTAWj6ZhVsiLYI42HxvPcZ3eKTyuo2kC6xpqcM+WZrRHLRQGDJi6BsuV6InbCJk61jXUMMmYiIiIpqXcvCLMQ0lH4o872/HUqwfQ2pMY9XxdVQTXr5yLooAX9/66GbpI3TEfCgiA1Pe6lnotn6GjwDf2UZYCv4GigDenL2CHH9fxafqo57NxXGfNohJsvKo+nfjcKxUMTaC2Msw+BURERDStMSjIsmjCxj+/uBePNn04Zo+B1QuLcd151Th7TiEA4JUPuwAAXo8Gy5GAUIAQEAKDAYKCq4CSkBeLyoMZr2UaOkpCXpie0RfZuSZXj+usWVSC1QtnZb1EKhEREdFEYlCQRS9/cBR/9eir6LOcjMc1AXzyI2W4bmU1akozcwIKfF4ohVRp0sFeBYCCAKBrClKmfv6Ks6ugDV5I65pAUdCLiM+Ymg82AXL5uI6mCZYdJSIiohmFQUEWfbQqgmGnf+D1aLi8rgLXrJiDqkL/mD/TZyURtx3YLjI6HCsAzmBAsKg0iCvPrgQAhH0GCv0G3m3vm3Z3tnlch4iIiGhqMCjIorDPwI3nz8Ovmvbhs+dU4apls1EcPP4ZeakUnnzlIAxNg9JcuCqzw3Hqe4FbPrEQfm+qqtDr+7pzovnX6eJxHSIiIqLJx6Agy77WUIMvrZqHhJ3qPyCVwp7D/ehNJFHgS+UFDB0D2n04hg+OxBD06gh6dfRZDmxXQqXSCmDqGvyGhuqiIGYX+tPNv2KWg6KAF15dQ9KV6eZfG6+qnxaBAY/rEBEREU0uBgVZNnTOP2G7eGN/Nx7ffgAHjvbDHjwqUz0riOtXVgMA/qmxBT1xGwKApqU6EBcHvTB0DbrQYHqAjlgSr+7rgt+r42d/2pNu/jWUqOvTdFRENLRHLWxubMHqhbN4152IiIgozwmlxtn2dgaLRqMoKChAb28vIpGpbz4VTdjYurMdD2zdjXjSRcRnwNAFbFchmrAxdM2edCTiSReaBgACUipoQqCiwAddEzgctZB0XET8BnRNoHfARsTnQVHAhM/IrOAzYLuIWw4eumFF+i68lGpaHdOZbvMlIiIimkqnco3LnYIcIKXC49sPIJ50URLypnsPmB6BWSEvPuxMNTGbVxxAW28CCUfCowG6LuC6CkdiFqRUsF0Fn6Ej4vegrTcB21U42m+jZ8CG39BRGvYhNNisbGTzr6Y9ndMq92C6zZeIiIgol43dLpam1LttfThwtB8Rn5HRjAwALFtCSsCVQMxyURT0QhcCzmDZIU0ACVvCdhU8mkCB30BbjwXXPfYaUgLxpItD3QOIDZY/Hd78ayj3YFdbFEHTg7KwiaDpSeceNO3pnMrlOKnpNl8iIiKiXMegIAd0DyRTOQR6ZkAQt10c7ktAIlVy9EjMQnc8ieKgFwGvDoWhPgWA4RGYU+xHzHIglYLhEeljRwqARxNwlcKRvgSkTNX6rykLobYijM2NLencA5+hQ9MEfIaOioiJmOVic2MLpMyNU2ZSqmk1XyIiIqLpgEFBDijye2FoqRyCIXHbxeHeBBzn2GOaACxHoTtuoyRkYl5xEAV+A0IAswv90IUGy3GhawICAh792K9XKUDXUrsKh3oS6eZfu9r70NIRQ1HAm5FzAABCCBQGDLR0xLCzNTr5CzEOO1uj02q+RERERNMBg4IccFZlGNWzgogmbKjB/3TFLLhKpfoQDPLoGozBO/6dMQumR0AqwKtr0DUBRx4rTwoAuhDw6KkDSQoKrqsglcKcIn+6HGlXPAnbVfDqY/8pmLoGe1juQbZNt/kSERERTQcMCnKApglcv7IaAa+OzlgS0YSDpCOhiVQugUcT8GgCjqugcOyO/8HuAfgMDZUFPnTGktBEKiAYqiellIJSQMDUMa84iPKID7OCJn40rD9BccALQxdIunLMuQ3PPcgF022+RERERNMBg4IcsWxuEe68ZAkWloaQSLpwVOri3vBoKIuYqC72w2fokCp1x99VCo5KVRzqjFmIDtjY3zUAIQDHlXCVhC0VdCFQFvbB79WRdBXOqgyjfvaxRmB1VRHUlIXQHbcxsjqtUiqde1BXNfWlWscy3eZLRERENB0wKMgh584rxsM3LMfaVXPTSceOq3Ckz8KRviRKw17MKw6iMOCFACBUqqpQwnYBBThSIekoSJX6Oa+e2kXQNYH2qJXOIxhey1/TBNY11CBk6miPWhiwXUipMGC7x/2ZbJpu8yUiIiKaDhgU5IiA14M5RX68196H373Vmjr6g9RxIE0IJGwXh7oTcKSLaMKGEKkuyLYroWsavIYGY/C3qWvAglkBFPo9iA82KautDKfzCEZas6gEG6+qR21lGHHLQUfMOunPnIiUCs0He9G4+wiaD/ZOeCWgiZ4vERERUb5jR2Nkv6OxlAqalupQ/Lmfvoh32/tSx4QGj80LpPIKpFIQQqTyCkTq+1Qi8bG74q6ScFyFs2cXYMPnlqJnwB53t9+J6BA8lU3F2NGYiIiI6PjY0XiaGbqQfXz7frzT1geoVJAAkToKpIDB/IDUeK8uYDsSQhOQEhBCQQhAQECDgBDA/q44NCHQsKT0lOZRP6fg5AOPY6ipWMxyUBTwwqtrSLoy3VRsou/in+l8iYiIiCiFx4dyhJQKT2zfDymP5QS4gwEBkPpFeTQBnycVCDgKsF2FpCuRdFJf7uCRIw2ABKa0LCebihERERFNXwwKcsTO1igOdg9A4VggIAa/gNRFvuUq9CclrDHKcUoFJB0Jx5Xw6Br8Hm1Ky3KyqRgRERHR9MWgIEccjVnot+z09+ngYIwj8iMfGn7vXSrA0AUWlYentCwnm4oRERERTV8MCnLE9r1dcMboxzUyDVwIwKML6GMk1A49EjQ9U16Wk03FiIiIiKYvBgU5oGlPJ/79jYPjGisHcwncEWfzNQDaYMBw4/nzprwsJ5uKEREREU1fDAqybChBN2lLaOLY3f4T3eMXwGC1oWMKAgaqCv0oDZm4cNGJKw5NRh8BNhUjIiIimr5YkjTLhhJ0S8JeOFKh33IgkJknMJwmUrsFQgHDBw4kXeiaQG1l5IR34yezj8BQU7Gh1++VCoYmUFsZnpQ+BUREREQ0MRgUZNlQgq6p6wiZHvRbznEDAo8GaJoG25GpMYMDBQDLkSjWtRPejZ+KPgJrFpVg9cJZbCpGRERENI0wKMiyoQTdnoEkOmPWcQMCAHAk4BGpLsaOq471MBCp4zs3nD//uBf1I/sIDJUN9Wk6KiIa2qMWNje2YPXCWWd8Ac+mYkRERETTC3MKsqyuKoIFJUG09ybgDJ7tP9ElueMqSJlKKPYbOsojJioL/SgJenHhCe7ys48AERERER0Pdwqy7KUPjqK9NwF32BbB8XYLhhKMDY/A7AI//F4dANAetVBbeeK+BOPpI9DLPgJEREREeYlBQRYNnfE/0mcdd8zwpGNNS30zdHQo4Uj0xO1xVfYZ3kfAp+mjnp/MPgJSKuYYEBEREeUwBgVZMvyMf9jnQX/SHXvgsKig0O9FwnYxYLs42p9E0KuPu7LPUB+BXW19qIhoGUeIhvoInGy34XRMZrUjIiIiIpoYDAqyZPgZfykVBMZOMh7eB8zQBfxeA/6kjtsuXozlc4vGfdd9qI/APVua0R61UBgwYOoaLHf8uw2naiqqHRERERHRmWOicZYMP+PvN3UY+skvxjtjSbT2JOAohUWlQdTPKTili/ihPgK1lWHELQcdMQtxy0FtZXjCL9BHVjvyGTo0TcBn6KiImIhZLjY3tkxI4zQiIiIiOjPcKciS4Wf8TU2DrglkZBuPQSkFTQgopfC9X799WhfyU9VH4FSqHbF8KREREVF2MSjIkuFn/At8Hjgydd5+eP+BkbweHRUFPgS9+hn1FZiKPgKsdkREREQ0ffD4UJYMnfEPmTo6YxakVNAGy43qAtBFqimZoQt49dROQnnERMj0TIu+AsN3QsYymdWOiIiIiOjUMCjIoqEz/gtKQwAA21VwZWpHoCRsQhMCuhAQgwGCRzv26zJ1DXYO32kf2gnpjttQKnPvY6jaUU1ZaMKrHRERERHRqWNQkGVrFpXgzksWw296oBSgpILtuuiJ25BKwVUKrlQwPTp83mO/rly/0z58J6Q9amHAdiGlwoDtoj1qTUq1IyIiIiI6PQwKsqxpTyf+9j92QgPg0QUgAEcCliMhVWr3wJEqdWwIqQvo6XKnfSqrHRERERHR6WOicRYNL9s5tziAzlgSh6OJMcd2xiyYhgZD1yatr8BkmKpqR0RERER0+hgUZNHwsp0QQMxyoAlA0wClBBQUlARMQ4PlSLT2DKA0ZI67i3GumIpqR0RERER0+hgUZNHwsp2JpITluNCEgCsVlDpWmlQqheJgqvPxty87C587p4p32omIiIhowjCnIIuGynZajov+pAPHVbClglTI6FXguArRARuuAopDXgYERERERDShuFOQRXVVEcwKefFue9+oQGCIJlIJyI6rMJB0Ueg3pnyeRERERDSzMSjIopc+OIqOPgvu8SICAB5dgxAAoAb/m4iIiIhoYjEoyJKhykOuVJhbHEB7NIGEndn9NxULKDgS0ISAz9DRM2Cf0XuyChARERERjcSgIEuGVx7yGTp0TWDf0TgUUonFanDzQCoFn+FBgd+AUuq0m5U17enE5sYWtHTEYLsKhi5QUxaaVlWMiIiIiGhyMNE4S4ZXHgIAv1eHz9AhAJgeDV5dQBdAadiHebP8sBx52s3KmvZ04p4tzdjVFkXQ9KAsbCJoerCrrQ/3bGlG057OCf50RERERDSdMCjIkqHKQ0k3dWRIQKA0bEITqaRihdSRIV0TOBxNnnazsuEN0ioiPvgMHZqWOopUETERs1xsbmyBlMdJaiAiIiKiGY9BQZbUVUVQUxZCd9yGUqkL8pDpwewiP0yPlko+FoDrStRWhrHxqvrTOubTfKgXu9qiqV4Itky/FwAIIVAYMNDSEcPO1uiEfTYiIiIiml6YU5AlmiawrqEG92xpRnvUQmHAgKlr0DUBv1dHgd/ADefPx4WLSk47IbhpTyd+9Ltd6OpPQhMCQlgwPRpKwz6EzNSv3tQ19EqFrnhyoj8iEREREU0TDAqyaM2iEmy8qj6dANwrFQxNoLYycsYJwEN5BD1xG5pI9TsQQmDAljjUPYDZRX6ETA8sV8LQxGknMBMRERHR9MegIMvWLCrB6oWzJrRU6PA8gtlFPuw7qpCwXXg0wNAEbKlwpC+BgBFAT9zGWRVhSKXQuPvIuN6fpU2JiIiIZhYGBTlA0wTq5xRM2OsNL3eqCQ2lYROHugfguAq6JqBrQMKWONSTgM/Q0DuQxLrHXhtXqVKWNiUiIiKaeZhonEOkVGg+2IsX3uvAltcP4U/vdqD5YO8pVwYaWe50KIHZZ+iQSsF1FaRSKAwYUADaehPjKlXK0qZEREREMxN3CnLE0B34d1p7EU04kFJB0wQiPgMfrTq1HIPh5U59mg4gFRgETR2JpEQ86SDpShT6jXSpUiFSx398mo6KiIb2qIXNjS1YvXAWNE2MKm16svFERERENH1wpyAHDN2Bf/NATyogUCp9Id47YOOtgz345r+9ic1/ahnXzsFY5U6BVC8En6Eh6SrMKQrgcDSBooA3fYGfHjdGqdLhR5LGMz7bhnZdGncfOa3dlukm3z4vERERTSzuFGTZ0B34voQNVypIBRiaBiEElKaQdBT6Eg76Eg4e2PoeftW0F4vKwyfcOTheuVPLleiJ2wiZOi6rq8A/v7g3fcRopJGlSkceSTrZ+GzKt7yHfPu8RERENPG4U5BlzYd68W5bH4QQsBwJXUP6TrxUgFKpQEETABTg0TXsaouedOdgqNxpbWUYcctBR8xC3HLSjdAuXFSS0VF5pJGlSkd2YD7Z+GzJt7yHfPu8RERENDm4U5BFTXs6sfF3u9AZswAACgAk4NUVNA1wXImhy30BAQUg6UoMJF102cmT7hycqNyplAo1ZSHsautDRUTLOBKklEJP3EZtZRh1VREAx44kjXd8NuRb3kO+fV4iIiKaPNwpyJKhO7x7O2NQAIbf60+6EraroBQgkPqCSI05GksO7iiIYTsHx78rPFTutGFJKernFKQvDoeOGIVMHe1RCwO2CykVBmwX7VELIVPHuoaa0x6fDdMt7+FM5dvnJSIiosnDoCALhu7wdvWnzumPxZUqHSwoAFIpQCkopeDRBXSR2jnQNYGKiImY5WJzY8spJZie7IjRWDsPpzJ+qo0n78HOkbyHiZBvn5eIiIgmT84fHzp06BC+853v4Pe//z0GBgawZMkS/OIXv8Dy5csBpI6ubNiwAQ8//DC6u7uxatUq/PSnP0VdXV2WZ358O1uj2HO4D46r4CrA0AUcV+GEl/MKgAA8mgYBAQkFMfT9iLvCp9II7VQ7Kk9GB+aJMlYp1uFyJe9houTb5yUiIqLJk9NBQXd3Ny644AJ88pOfxO9//3uUlZWhpaUFhYWF6TE//vGP8cADD+CXv/wllixZgvvuuw+XXHIJ3nvvPYTD4exN/gS64kkM2BK2K+HRBDQhIISC7cgTBgZKAUKkAiFHKvgNDT4jdZf4TKr/nGpH5YnuwDxRpkPew0TKt89LREREkyenjw/9/d//Paqrq/HII49g5cqVmD9/Pi6++GLU1NQASF34PPjgg7j33ntx9dVXY+nSpXj00UcRj8fx+OOPZ3n2x1cc8EITgMRgvgBSv4gRx8IhROp40GD6AKRKJR/bUkEXAqXhY8mlvCs8PfIeJlK+fV4iIiKaPDkdFDz77LNYsWIFrrnmGpSVlWHZsmX4+c9/nn5+7969aG9vx6WXXpp+zDRNNDQ0oKmp6biva1kWotFoxtdUqquKYO6sYKrc6ODegEJqJ2BI6miQQHnERMDrwdB1nSMBQxMoCXkRNFNHRobuCteUhfL+rnCu5z1MtHz7vERERDQ5cvr40AcffIDNmzfjzjvvxD333IPt27fj9ttvh2mauPHGG9He3g4AKC8vz/i58vJy7Nu377ivu2nTJmzYsGFS534imibwrUuX4K9+9SosWwK6zKhAJJCK1kyPjuKgF8VBLzpjFo5ELUgFJByJjr4EegdsFAa8sBzJu8LD5HLew2TIt89LREREE08opcZfrmaKeb1erFixIuOu/+23345XXnkF27ZtQ1NTEy644AK0traisrIyPeaWW27BgQMH8Ic//GHM17UsC5Zlpb+PRqOorq5Gb28vIpGpu9P+8z+34B+27kbSkYBKHScCAF0AuqZhdpEfIdODmOXgQFccUinMCnoRT7qwHAlXKWhC4KOVYdx9eS3vChMRERFRWjQaRUFBwbiucXN6p6CyshIf/ehHMx6rra3F008/DQCoqKgAALS3t2cEBR0dHaN2D4YzTROmaU7CjE/NLZ+oQW1lBD95bjf2H+1HNOFAKgWfoaMs4kPI9EBBoSOagCsVAl4d5REfACAxmKjcO2CjwG9g9cJZWf40RERERDRd5XROwQUXXID33nsv47Hdu3dj3rx5AIAFCxagoqICW7duTT+fTCbR2NiINWvWTOlcT9eFi0vxzLo1ePTmVfjmpR9BecQHv1eHPth1uDduY8B24dEFyga71goh4PfqiPgNlIRNfHCknw2qiIiIiOi05fROwTe+8Q2sWbMGGzduxLXXXovt27fj4YcfxsMPPwwg1bV1/fr12LhxIxYvXozFixdj48aNCAQCuP7667M8+/EbKvFZP6cAH5tTgM2NLWjpiKFXKkipoGsCVQWpo0QjeTWBTttF4+4OAOBZciIiIiI6ZTmdUwAAv/3tb3H33Xfj/fffx4IFC3DnnXfilltuST8/1LzsoYceymhetnTp0nG/x6mct5oKUqp00mhXLIkf/2EXQj4DPiOzQVXMctDem0DScRHxG/AbOmrKQljXUMP8AiIiIqI8dyrXuDkfFEyFbAYFwwOAsarGSKlw0yPbBxtUmem+BDHLwaHuOGw3lYOwoCQA21XojtsImTrLURIRERHluRmTaDzTNe3pTB8Vsl0FQxej7vQPNai6Z0sz2qMWCgMGvJpAe28Ctqvg0QQqCnzQNQ26BlRENLRHLWxubMHqhbN4lIiIiIiITiqnE41nsqY9nbhnSzN2tUURND0oC5sImh7sauvDPVua0bSnE1IqNB/shS0V/urjC3FWRQhxy0FrNHVkyGfomFMcyMg1EEKgMGCgpSPG5GMiIiIiGhfuFGSBlAqbG1sQsxxUDFYUAgCfpqfv9G/6/S4U+A18cKQ/vYuwsDSEWz+5CD3xJH7x4l5UDu4QjGTqGnqlQlc8OdUfjYiIiIimIQYFWbCzNYqWjhiKAl4IIaCgkEhKOFLCo2kwPQLvtPUhbOooDfvg1TUkXYl32/twsDuOv/r4QvgNHbaroI+x12O5EoYmUBzwTv2HIyIiIqJph0FBFnTFk7BdBa+uIWY5ONJnwXJcKAUIAK5SUAoo8HvTFYeG7yL84e02LCwN4d32PlREtPROA5CqxtQTt1FbGUZdVfYrKRERERFR7mNOQRYUB7wwdIGeARuHugeQsF1oQsCjC0AAUgEKgC3lqJ/1GRreaY3i7NkFCJo62qMWBmwXUioM2C7aoxZCpo51DTVMMiYiIiKiceFOQRbUVUWwsDSEl/cehZQKhkeDwOAF/LAKsb1xG8VBLwTE4I5CApYt4SiFp149gKpCHyI+D47GkuiVCoYmUFsZZp8CIiIiIjolDAqyQNMEPr20Ats+OApgKA5QUADkYFCga0DSlUgkJVylcKh7AK5S0ASgAwh4dbT1Wgh6Ndz6yUWoLg6M2eeAiIiIiOhkeHwoS6qLAwh5PfAZOqRScKSCVKlGZD4j9WuRUqHfstHWOwBXSni0VADhMzwoCBioiJjoT0r8cWc7Pr6oBPVzChgQEBEREdEp405BlhQHvAiaOgJeLwCRrjzkM1LJx/u74pAKaIta6Z+RjoKuCZSGzdRxI4GMngT1cwqy94GIiIiIaNriTkGW1FVFUFMWQs+AA5+hIewz4Pfq6E+6aO0ZgFSjf2aMh2DqGmz2JCAiIiKiM8CgIEs0TWBdQw1CwyoIRQds7O+KI+mOdfmfopTCkT5rMAOBPQmIiIiI6MwxKMiiNYtKsPGqetRWhtGfsNHaOwB32BaBGCM9QCrAclwkkjLdk6CmLMSeBERERER02hgUZNmaRSV49KsrcdenaxHweoYKkx777xGBgQLgSoV40mFPAiIiIiKaEEw0zgGaJlAcSh3/GevSXoiM9gWpxmauYk8CIiIiIpoQDApyRHHAC6+uQROAROqYkFAYM0pYMCuI/++L56B+NkuQEhEREdGZ4/GhHFFXFcFHKsIQmoBSqVhgsKdZxi6B6RH4wefq8LHqQgYERERERDQhGBTkCE0TuPWiGhQHvRl5BMPrEBm6wLcu/QguXFw65fMjIiIiopmLQUEOWbOoBP/fteegrioCryd1lEgIwKMJ1JQG8chXzsMtn6jJ9jSJiIiIaIZhTkGOkFJhZ2sUtlS47/P1kErhrQO9UAJYVl3I/AEiIiIimjQMCnJA055ObG5sQUtHDLarYOgCNWUhVhYiIiIioinB40NZ1rSnE/dsacautiiCpgdlYRNB04NdbX24Z0szmvZ0ZnuKRERERDTDMSjIIikVNje2IGY5qIj44DN0aJqAz9BRETERs1xsbmyBlOrkL0ZEREREdJoYFGTRztYoWjpiKAp4IUa0LhZCoDBgoKUjhp2t0SzNkIiIiIjyAYOCLOqKJ2G7Cl597F+DqWuwpUJXPDnFMyMiIiKifMKgIIuKA14YukDSlWM+b7kShiZQHPBO8cyIiIiIKJ8wKMiiuqoIaspC6I7bUCozb0AphZ64jZqyEOqqIlmaIRERERHlAwYFWaRpAusaahAydbRHLQzYLqRUGLBdtEcthEwd6xpq2J+AiIiIiCYVg4IsW7OoBBuvqkdtZRhxy0FHzELcclBbGcbGq+rZp4CIiIiIJh2bl+WANYtKsHrhLOxsjaIrnkRxwIu6qgh3CIiIiIhoSjAoyBGaJlA/pyDb0yAiIiKiPMTjQ0REREREeY5BARERERFRnmNQQERERESU5xgUEBERERHlOQYFRERERER5jkEBEREREVGeY1BARERERJTnGBQQEREREeU5BgVERERERHmOQQERERERUZ5jUEBERERElOc82Z5AvpNSYWdrFF3xJIoDXtRVRaBpItvTIiIiIqI8wqAgi5r2dGJzYwtaOmKwXQVDF6gpC2FdQw3WLCrJ9vSIiIiIKE/w+FCWNO3pxD1bmrGrLYqg6UFZ2ETQ9GBXWx/u2dKMpj2d2Z4iEREREeUJBgVZIKXC5sYWxCwHFREffIYOTRMwPRoKfB509dv48R/fg+PIbE+ViIiIiPIAg4Is2NkaRUtHDEUBL4RI5Q/ELAcfHu3H/u44+pMOmg/24AsPbeOOARERERFNOgYFWdAVT8J2Fbx6avljloND3QMYsCU0IeAZ/K3sPRLjUSIiIiIimnQMCrKgOOCFoQskXQmlFI70JeAqBUMT0IQAIKBpAiUhEzHLxebGFkipsj1tIiIiIpqhGBRkQV1VBDVlIXTHbQwkXViOhEcTEEJAQcGVCqZHh9/UURgw0NIRw87WaLanTUREREQzFIOCLNA0gXUNNQiZOo7EkkhtAihIpeC4CpoQKA2bEBAwdQ22VOiKJ7M9bSIiIiKaoRgUZMmaRSXYeFU9FpYGgcFgQCoFn6FjdpEfITPVQsJyJQxNoDjgzfKMiYiIiGimYlCQRWsWleDfv3Y+6ucUImR6MLcogPklgXRAoJRCT9xGTVkIdVWRLM+WiIiIiGYqBgVZ5vFouOuyj6Ao6EVvwkHClpBSYcB20R61EDJ1rGuogaaJbE+ViIiIiGYoBgU5YOgoUW1lGHHLQUfMQtxyUFsZxsar6rFmUUm2p0hEREREM5gn2xOglDWLSrB64SzsbI2iK55EccCLuqoIdwiIiIiIaNIxKMghmiZQP6cg29MgIiIiojzD40NERERERHmOQQERERERUZ5jUEBERERElOcYFBARERER5TkGBUREREREeY7Vh/KElIrlTomIiIhoTAwK8kDTnk5sbmxBS0cMtqtg6AI1ZSGsa6hhYzQiIiIi4vGhma5pTyfu2dKMXW1RBE0PysImgqYHu9r6cM+WZjTt6cz2FImIiIgoyxgUzGBSKmxubEHMclAR8cFn6NA0AZ+hoyJiIma52NzYAilVtqdKRERERFnEoGAG29kaRUtHDEUBL4TIzB8QQqAwYKClI4adrdEszZCIiIiIcgGDghmsK56E7Sp49bF/zaauwZYKXfHkFM+MiIiIiHIJg4IZrDjghaELJF055vOWK2FoAsUB7xTPjIiIiIhyCYOCGayuKoKashC64zaUyswbUEqhJ26jpiyEuqpIlmZIRERERLmAQcEMpmkC6xpqEDJ1tEctDNgupFQYsF20Ry2ETB3rGmrYr4CIiIgozzEomOHWLCrBxqvqUVsZRtxy0BGzELcc1FaGsfGqevYpICIiIiI2L8sHaxaVYPXCWexoTERERERjYlCQJzRNoH5OQbanQUREREQ5iMeHiIiIiIjyXE4HBd///vchhMj4qqioSD+vlML3v/99VFVVwe/346KLLsLOnTuzOGMiIiIiouknp4MCAKirq0NbW1v6q7m5Of3cj3/8YzzwwAP43//7f+OVV15BRUUFLrnkEvT19WVxxkRERERE00vOBwUejwcVFRXpr9LSUgCpXYIHH3wQ9957L66++mosXboUjz76KOLxOB5//PEsz5qIiIiIaPrI+aDg/fffR1VVFRYsWIDrrrsOH3zwAQBg7969aG9vx6WXXpoea5omGhoa0NTUlK3pEhERERFNOzldfWjVqlX41a9+hSVLluDw4cO47777sGbNGuzcuRPt7e0AgPLy8oyfKS8vx759+074upZlwbKs9PfRaHTiJ09ERERENE3kdFBw+eWXp/+5vr4e559/PmpqavDoo49i9erVAAAhMmvtK6VGPTbSpk2bsGHDhomfMBERERHRNJTzx4eGCwaDqK+vx/vvv5+uQjS0YzCko6Nj1O7BSHfffTd6e3vTXwcOHJi0ORMRERER5bppFRRYloVdu3ahsrISCxYsQEVFBbZu3Zp+PplMorGxEWvWrDnh65imiUgkkvFFRERERJSvcvr40Le+9S185jOfwdy5c9HR0YH77rsP0WgUN910E4QQWL9+PTZu3IjFixdj8eLF2LhxIwKBAK6//vpsT52IiIiIaNrI6aDg4MGDWLt2LTo7O1FaWorVq1fjpZdewrx58wAAd911FwYGBnDrrbeiu7sbq1atwnPPPYdwOJzlmRMRERERTR9CKaWyPYlsi0ajKCgoQG9vL48SEREREdGMcCrXuNMqp4CIiIiIiCYegwIiIiIiojyX0zkFlCKlws7WKLriSRQHvKirikDTTtyLgYiIiIhovBgU5LimPZ3Y3NiClo4YbFfB0AVqykJY11CDNYtKsj09IiIiIpoBeHwohzXt6cQ9W5qxqy2KoOlBWdhE0PRgV1sf7tnSjKY9ndmeIhERERHNAAwKcpSUCpsbWxCzHFREfPAZOjRNwGfoqIiYiFkuNje2QMq8Lx5FRERERGeIQUGO2tkaRUtHDEUBL4TIzB8QQqAwYKClI4adrdEszZCIiIiIZgoGBTmqK56E7Sp49bF/RaauwZYKXfHkFM+MiIiIiGYaBgU5qjjghaELJF055vOWK2FoAsUB7xTPjIiIiIhmGgYFOaquKoKashC64zZGNp1WSqEnbqOmLIS6KnZgJiIiIqIzw6AgR2mawLqGGoRMHe1RCwO2CykVBmwX7VELIVPHuoYa9isgIiIiojPGoCCHrVlUgo1X1aO2Moy45aAjZiFuOaitDGPjVfXsU0BEREREE4LNy3LcmkUlWL1wFjsaExEREdGkYVAwDWiaQP2cgmxPg4iIiIhmKB4fIiIiIiLKcwwKiIiIiIjyHIMCIiIiIqI8x6CAiIiIiCjPMSggIiIiIspzDAqIiIiIiPIcgwIiIiIiojzHoICIiIiIKM8xKCAiIiIiynMMCoiIiIiI8hyDAiIiIiKiPMeggIiIiIgozzEoICIiIiLKcwwKiIiIiIjyHIMCIiIiIqI8x6CAiIiIiCjPMSggIiIiIspzDAqIiIiIiPIcgwIiIiIiojzHoICIiIiIKM95sj2BXKCUAgBEo9Esz4SIiIiIaGIMXdsOXeueCIMCAH19fQCA6urqLM+EiIiIiGhi9fX1oaCg4IRjhBpP6DDDSSnR2tqKcDgMIcSUvGc0GkV1dTUOHDiASCQyJe9Jx3D9s4drn11c/+zi+mcX1z+7uP5TTymFvr4+VFVVQdNOnDXAnQIAmqZhzpw5WXnvSCTC/2FkEdc/e7j22cX1zy6uf3Zx/bOL6z+1TrZDMISJxkREREREeY5BARERERFRnmNQkCWmaeLv/u7vYJpmtqeSl7j+2cO1zy6uf3Zx/bOL659dXP/cxkRjIiIiIqI8x50CIiIiIqI8x6CAiIiIiCjPMSggIiIiIspzDAqIiIiIiPIcg4Is+NnPfoYFCxbA5/Nh+fLl+O///u9sTymnbdq0Ceeddx7C4TDKysrw+c9/Hu+9917GGKUUvv/976Oqqgp+vx8XXXQRdu7cmTHGsiz8zd/8DUpKShAMBvHZz34WBw8ezBjT3d2NG264AQUFBSgoKMANN9yAnp6ejDH79+/HZz7zGQSDQZSUlOD2229HMpmclM+eizZt2gQhBNavX59+jOs/uQ4dOoQvf/nLmDVrFgKBAM455xy89tpr6ee5/pPHcRx873vfw4IFC+D3+7Fw4UL84Ac/gJQyPYbrP3H+/Oc/4zOf+QyqqqoghMCvf/3rjOdzba2bm5vR0NAAv9+P2bNn4wc/+AGmc/2WE62/bdv4zne+g/r6egSDQVRVVeHGG29Ea2trxmtw/acxRVPqySefVIZhqJ///OfqnXfeUXfccYcKBoNq37592Z5azrrsssvUI488ot5++221Y8cOdcUVV6i5c+eqWCyWHnP//fercDisnn76adXc3Ky++MUvqsrKShWNRtNjvv71r6vZs2errVu3qtdff1198pOfVB/72MeU4zjpMZ/+9KfV0qVLVVNTk2pqalJLly5VV155Zfp5x3HU0qVL1Sc/+Un1+uuvq61bt6qqqip12223Tc1iZNn27dvV/Pnz1dlnn63uuOOO9ONc/8nT1dWl5s2bp77yla+ol19+We3du1c9//zzas+ePekxXP/Jc99996lZs2ap3/72t2rv3r3q3/7t31QoFFIPPvhgegzXf+L87ne/U/fee696+umnFQC1ZcuWjOdzaa17e3tVeXm5uu6661Rzc7N6+umnVTgcVj/5yU8mb4Em2YnWv6enR33qU59STz31lHr33XfVtm3b1KpVq9Ty5cszXoPrP30xKJhiK1euVF//+tczHjvrrLPUd7/73SzNaPrp6OhQAFRjY6NSSikppaqoqFD3339/ekwikVAFBQXqn/7pn5RSqf8zMwxDPfnkk+kxhw4dUpqmqT/84Q9KKaXeeecdBUC99NJL6THbtm1TANS7776rlEr9H6amaerQoUPpMU888YQyTVP19vZO3ofOAX19fWrx4sVq69atqqGhIR0UcP0n13e+8x114YUXHvd5rv/kuuKKK9TNN9+c8djVV1+tvvzlLyuluP6TaeRFaa6t9c9+9jNVUFCgEolEesymTZtUVVWVklJO4Epkx1hB2Ujbt29XANI3Nrn+0xuPD02hZDKJ1157DZdeemnG45deeimampqyNKvpp7e3FwBQXFwMANi7dy/a29sz1tU0TTQ0NKTX9bXXXoNt2xljqqqqsHTp0vSYbdu2oaCgAKtWrUqPWb16NQoKCjLGLF26FFVVVekxl112GSzLyjjOMRP99V//Na644gp86lOfynic6z+5nn32WaxYsQLXXHMNysrKsGzZMvz85z9PP8/1n1wXXngh/vM//xO7d+8GALz55pt48cUX8Zd/+ZcAuP5TKdfWetu2bWhoaMhoxHXZZZehtbUVH3744cQvQA7q7e2FEAKFhYUAuP7THYOCKdTZ2QnXdVFeXp7xeHl5Odrb27M0q+lFKYU777wTF154IZYuXQoA6bU70bq2t7fD6/WiqKjohGPKyspGvWdZWVnGmJHvU1RUBK/XO6N/h08++SRef/11bNq0adRzXP/J9cEHH2Dz5s1YvHgx/vjHP+LrX/86br/9dvzqV78CwPWfbN/5znewdu1anHXWWTAMA8uWLcP69euxdu1aAFz/qZRraz3WmKHv8+H3kUgk8N3vfhfXX389IpEIAK7/dOfJ9gTykRAi43ul1KjHaGy33XYb3nrrLbz44oujnjuddR05ZqzxpzNmJjlw4ADuuOMOPPfcc/D5fMcdx/WfHFJKrFixAhs3bgQALFu2DDt37sTmzZtx4403psdx/SfHU089hcceewyPP/446urqsGPHDqxfvx5VVVW46aab0uO4/lMnl9Z6rLkc72dnEtu2cd1110FKiZ/97GcnHc/1nx64UzCFSkpKoOv6qAi2o6NjVLRLo/3N3/wNnn32WbzwwguYM2dO+vGKigoAo+8MDF/XiooKJJNJdHd3n3DM4cOHR73vkSNHMsaMfJ/u7m7Ytj1jf4evvfYaOjo6sHz5cng8Hng8HjQ2NuJ//a//BY/Hc9w7M1z/iVFZWYmPfvSjGY/V1tZi//79APj3P9m+/e1v47vf/S6uu+461NfX44YbbsA3vvGN9K4Z13/q5NpajzWmo6MDwOjdjJnEtm1ce+212Lt3L7Zu3ZreJQC4/tMdg4Ip5PV6sXz5cmzdujXj8a1bt2LNmjVZmlXuU0rhtttuwzPPPIP/+q//woIFCzKeX7BgASoqKjLWNZlMorGxMb2uy5cvh2EYGWPa2trw9ttvp8ecf/756O3txfbt29NjXn75ZfT29maMefvtt9HW1pYe89xzz8E0TSxfvnziP3wOuPjii9Hc3IwdO3akv1asWIEvfelL2LFjBxYuXMj1n0QXXHDBqBK8u3fvxrx58wDw73+yxeNxaFrmvyp1XU+XJOX6T51cW+vzzz8ff/7znzPKZD733HOoqqrC/PnzJ34BcsBQQPD+++/j+eefx6xZszKe5/pPc1OTz0xDhkqS/uIXv1DvvPOOWr9+vQoGg+rDDz/M9tRy1rp161RBQYH605/+pNra2tJf8Xg8Peb+++9XBQUF6plnnlHNzc1q7dq1Y5apmzNnjnr++efV66+/rv7iL/5izDJpZ599ttq2bZvatm2bqq+vH7NM2sUXX6xef/119fzzz6s5c+bMqJKA4zG8+pBSXP/JtH37duXxeNSPfvQj9f7776v/83/+jwoEAuqxxx5Lj+H6T56bbrpJzZ49O12S9JlnnlElJSXqrrvuSo/h+k+cvr4+9cYbb6g33nhDAVAPPPCAeuONN9LVbXJprXt6elR5eblau3atam5uVs8884yKRCLTuiTmidbftm312c9+Vs2ZM0ft2LEj49/HlmWlX4PrP30xKMiCn/70p2revHnK6/Wqc889N11ak8YGYMyvRx55JD1GSqn+7u/+TlVUVCjTNNUnPvEJ1dzcnPE6AwMD6rbbblPFxcXK7/erK6+8Uu3fvz9jzNGjR9WXvvQlFQ6HVTgcVl/60pdUd3d3xph9+/apK664Qvn9flVcXKxuu+22jJJo+WBkUMD1n1y/+c1v1NKlS5Vpmuqss85SDz/8cMbzXP/JE41G1R133KHmzp2rfD6fWrhwobr33nszLoK4/hPnhRdeGPP/72+66SalVO6t9VtvvaU+/vGPK9M0VUVFhfr+978/rcthnmj99+7de9x/H7/wwgvp1+D6T19CKbZ+IyIiIiLKZ8wpICIiIiLKcwwKiIiIiIjyHIMCIiIiIqI8x6CAiIiIiCjPMSggIiIiIspzDAqIiIiIiPIcgwIiIiIiojzHoICIiEa56KKLsH79+mxPg4iIpgiblxER0ShdXV0wDAPhcDjbUyEioinAoICIiIiIKM/x+BAREY0y/PjQ/PnzsXHjRtx8880Ih8OYO3cuHn744YzxBw8exHXXXYfi4mIEg0GsWLECL7/8cvr5zZs3o6amBl6vFx/5yEfwL//yLxk/L4TAQw89hCuvvBKBQAC1tbXYtm0b9uzZg4suugjBYBDnn38+WlpaMn7uN7/5DZYvXw6fz4eFCxdiw4YNcBxnchaFiGgGY1BAREQn9Q//8A9YsWIF3njjDdx6661Yt24d3n33XQBALBZDQ0MDWltb8eyzz+LNN9/EXXfdBSklAGDLli2444478M1vfhNvv/02vva1r+GrX/0qXnjhhYz3+OEPf4gbb7wRO3bswFlnnYXrr78eX/va13D33Xfj1VdfBQDcdttt6fF//OMf8eUvfxm333473nnnHTz00EP45S9/iR/96EdTtCpERDMHjw8REdEoF110Ec455xw8+OCDmD9/Pj7+8Y+n7+4rpVBRUYENGzbg61//Oh5++GF861vfwocffoji4uJRr3XBBRegrq4uY3fh2muvRX9/P/7v//2/AFI7Bd/73vfwwx/+EADw0ksv4fzzz8cvfvEL3HzzzQCAJ598El/96lcxMDAAAPjEJz6Byy+/HHfffXf6dR977DHcddddaG1tnZyFISKaobhTQEREJ3X22Wen/1kIgYqKCnR0dAAAduzYgWXLlo0ZEADArl27cMEFF2Q8dsEFF2DXrl3HfY/y8nIAQH19fcZjiUQC0WgUAPDaa6/hBz/4AUKhUPrrlltuQVtbG+Lx+Bl8WiKi/OPJ9gSIiCj3GYaR8b0QIn08yO/3n/TnhRAZ3yulRj02/D2GnhvrsaH3lVJiw4YNuPrqq0e9n8/nO+mciIjoGO4UEBHRGTn77LOxY8cOdHV1jfl8bW0tXnzxxYzHmpqaUFtbe0bve+655+K9997DokWLRn1pGv/1RkR0KrhTQEREZ2Tt2rXYuHEjPv/5z2PTpk2orKzEG2+8gaqqKpx//vn49re/jWuvvRbnnnsuLr74YvzmN7/BM888g+eff/6M3vdv//ZvceWVV6K6uhrXXHMNNE3DW2+9hebmZtx3330T9OmIiPIDb6UQEdEZ8Xq9eO6551BWVoa//Mu/RH19Pe6//37oug4A+PznP49//Md/xP/8n/8TdXV1eOihh/DII4/goosuOqP3veyyy/Db3/4WW7duxXnnnYfVq1fjgQcewLx58ybgUxER5RdWHyIiIiIiynPcKSAiIiIiynMMCoiIiIiI8hyDAiIiIiKiPMeggIiIiIgozzEoICIiIiLKcwwKiIiIiIjyHIMCIiIiIqI8x6CAiIiIiCjPMSggIiIiIspzDAqIiIiIiPIcgwIiIiIiojzHoICIiIiIKM/9/+uzTxZphlJXAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 900x800 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (9,8))\n", "sns.regplot(x='income', y ='health', data =df)\n", "ax.text(0, 110,'Correlation coefficent is: ' + str(coef1) + ' and p value is: ' + str(p_val1))\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "22b10b53", "metadata": { "_cell_guid": "0bcffedc-c208-427c-8b11-0cca7bd6128d", "_uuid": "c6e83ee4-d36d-46b4-8e8e-5ae06f17a50e", "papermill": { "duration": 0.005647, "end_time": "2023-04-28T08:24:18.939618", "exception": false, "start_time": "2023-04-28T08:24:18.933971", "status": "completed" }, "tags": [] }, "source": [ "### At the beggining as income increases then health inreaseas as well, but at some point it reaches plateu. Correlation is moderate indicates that there is moderate causation" ] }, { "cell_type": "code", "execution_count": 6, "id": "cec2569a", "metadata": { "_cell_guid": "811eb430-7eb3-409b-bf5c-56285136e104", "_uuid": "c2057bd7-68a7-4467-8560-ae87f490f1d3", "collapsed": false, "execution": { "iopub.execute_input": "2023-04-28T08:24:18.952604Z", "iopub.status.busy": "2023-04-28T08:24:18.952175Z", "iopub.status.idle": "2023-04-28T08:24:18.959561Z", "shell.execute_reply": "2023-04-28T08:24:18.958192Z" }, "jupyter": { "outputs_hidden": false }, "papermill": { "duration": 0.016967, "end_time": "2023-04-28T08:24:18.962193", "exception": false, "start_time": "2023-04-28T08:24:18.945226", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "coef2 = st.pearsonr(df['population'], df['health'])[0].round(2)\n", "p_val2 = st.pearsonr(df['population'], df['health'])[1].round(4)" ] }, { "cell_type": "code", "execution_count": 7, "id": "0951f6f9", "metadata": { "_cell_guid": "e08d0ef0-c823-4608-85c5-02c6fc574096", "_uuid": "9ef6f434-da2c-485b-a22b-7e0ae5b52af8", "collapsed": false, "execution": { "iopub.execute_input": "2023-04-28T08:24:18.975489Z", "iopub.status.busy": "2023-04-28T08:24:18.975093Z", "iopub.status.idle": "2023-04-28T08:24:19.339775Z", "shell.execute_reply": "2023-04-28T08:24:19.338752Z" }, "jupyter": { "outputs_hidden": false }, "papermill": { "duration": 0.375098, "end_time": "2023-04-28T08:24:19.343081", "exception": false, "start_time": "2023-04-28T08:24:18.967983", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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6ent78e///u+YM2cOAoEADj74YPzf//3fmN43e74VK1bgggsuQDgcxvz58/GrX/0q9/x+++0HADjssMPyrmOggSU97777Lk499VRUVVWhrKwMixcvxl//+tcRP8f9Pfroo3j99ddx77334rDDDsMJJ5yA2267DXfeeSdisdiQr4lGo/jv//5v3HbbbTjhhBNw2GGH4d5770VLSwsee+wxAMBHPvIR3HXXXTjppJPQ1NSET3ziE/jmN7+JBx54YMTruffee3HkkUciHA6jrq4O55xzDjo7Owd9/GvXrsWRRx6JUCiEZcuW4c0338w7z80334w5c+YgHA7jS1/6EjKZzIjvmz3vX/7yFxx66KEIBAI4+uijRwyJZ599Nj772c/mPWZZFmpra3HXXXcBAB5++GF84AMfQGVlJWpqavDxj38cra2tw57z7rvvHhTMH3zwwUEDvL39ez+wpOePf/wjlixZkvv7e8IJJ+R9v47mxz/+MU488URceeWVOPDAA3HllVfiwx/+8IhlcC+++CIcx8GNN96I5uZmHH744fjmN7+JV155Jffvwo9//GNcccUVeP/734/9998fK1aswP77748///nPufP87ne/wyWXXIL3ve99OPDAA3HnnXdCSjnoTqrH40FdXV3u16xZs8b88c1UliPRnTSxtTuFzlgGGfbPJ5o2GPgnQHd3Nx5++GFceumlKCsrG/R89ge4Ugqf/OQn0d3djXXr1mHNmjVobW3FZz7zmbzjN23ahP/5n//Bn/70p7wSj2uvvRannXYaWlpacMEFF+CRRx7B5z73OXz1q1/F66+/jjvuuAN33303brrppmGvNRwO4+6778brr7+O//qv/8Kdd96JH/3oRwCAz3zmM7j88svzZsYGXhvg1sF/5CMfQVVVFZ577jn84Q9/wGOPPYb/+I//yDvu8ccfR2trKx5//HHcc889uPvuu0csK/jLX/6CM844A6eccgpeeumlXKjLOv/88/H888/joYcewtNPPw2lFD72sY/lwkJLSwtOPvlknHHGGXj11Vdx//3346mnnspd1wMPPIAvf/nLOOaYY9De3o4HHnhgyMcGklLiox/9KNavX497770Xr7/+Om6++Wbouj6m98267bbbcOSRR+Kll17CJZdcgosvvhhvvPEGAORKEh577LFhr2Mol156KQzDwJNPPomWlhbccsstKC8vzz2/77774rrrrhv29U8//TQOPvhgNDQ05B47+eSTYRgGXnjhhSFf88ILL8CyLJx00km5xxoaGnDwwQdj/fr1w75XNBpFdXX1iB+PaZq44YYb8Morr+DBBx/Eli1bcP755w867rvf/S5uu+02PP/88/B4PLjgggtyz/3P//wPrr32Wtx00014/vnnUV9fj1/84hcjvm/Wt771Lfzwhz/Ec889h9mzZ+MTn/jEsIPUc889Fw899FDeQPeRRx5BMpnEmWeeCQBIJpO47LLL8Nxzz2Ht2rXQNA2nn346pBx/WcR4/t73197ejrPPPhsXXHABNm7ciCeeeAJnnHFGrh47O/h55513hj3H008/nff1B9zvm5G+/kceeSR0Xcddd90Fx3EQjUbx29/+FieddBK8Xu+Qr5FSIh6Pj/h9k0qlYFnWoGPefvttNDQ0YL/99sNnP/tZbN68edhzzHQp00ZHNIO27hR6Uyb75xNNQ+zSMwE2bdoEpRQOPPDAEY977LHH8Oqrr2LLli1obGwEAPz2t7/F4sWL8dxzz+H9738/ADf0/Pa3vx00I3XOOefkBZvzzjsP3/nOd/CFL3wBANDU1IQbbrgBV1xxBa699tohr+Hqq6/O/X7ffffF5Zdfjvvvvx9XXHEFgsEgysvLczNjw/nd736HdDqN3/zmN7kBzs9+9jOceuqpuOWWWzBnzhwAQFVVFX72s59B13UceOCBOOWUU7B27Vp8+ctfHvK8N910Ez772c/i+uuvzz126KGHAnB/eD/00EP45z//iWXLluWuo7GxEQ8++CDOOuss/Od//ifOOeccfP3rXwcA7L///vjJT36C5cuXY+XKlaiurkYoFMqVxWQN9Vh/jz32GJ599lls3LgRCxcuzH2us0Z730AgAAD42Mc+hksuuQSAe6flRz/6EZ544gkceOCBua91TU3NXtUab926FWeeeSaWLFky6LoAoLm5GbW1tcO+vqOjI/f1yqqqqoLP50NHR8ewr/H5fKiqqsp7fM6cOcO+prW1FT/96U9x2223jfjx9P/+bmpqwk9+8hMcddRRSCQSeQOZm266CcuXLwcAfOc738Epp5yCTCaDQCCAH//4x7jgggtw4YUXAgBuvPFGPPbYY6PO8gPuoPrEE08E4K73mDdvHlavXo1Pf/rTg449+eSTUVZWhtWrV+O8884DAKxatQqnnnoqIpEIAOSCf9Z///d/Y/bs2Xj99ddx8MEHj3o9Q7npppv2+u99f+3t7bBtG2eccQb22WcfAMh9/wDu34cDDjhg2BAODP19M9LXH3D/vXn00Udx1lln4aKLLoLjODjmmGNGvCN12223IZlMDvn5z/rOd76DuXPn4oQTTsg9dvTRR+M3v/kNFi5ciJ07d+LGG2/EsmXLsGHDBtTU1Ax7rpmELTWJSgtn+CdAdmZstLrqjRs3orGxMRf2AeCggw5CZWUlNm7cmHtsn332GfL2c//ZbsCdaf3+97+P8vLy3K8vf/nLaG9vRyqVGvIa/vjHP+IDH/gA6urqUF5ejmuuuQZbt24d88ea/TgOPfTQvLsZxx57LKSUeaUVixcvzs2CA0B9fX1eecZAL7/8Mj784Q8P+54ejwdHH3107rGamhoccMABuc/dCy+8gLvvvjvv83HyySdDSpm3MHBvvfzyy5g3b14u7A801vc95JBDcr/PLiIc6fMxFl/96ldx44034thjj8W1116LV199Ne/5tWvXDrrTMNBQ37fZMrK9MdxrduzYgY985CM466yzciF8OC+99BJOO+007LPPPgiHw7nSpoHfo/0/l/X19QCQ+1xu3LgRxxxzTN7xA/88nP7HVVdX531/DeT1enHWWWfhd7/7HQB3Nv9///d/ce655+aOaW1txTnnnIOmpiZEIpFc6dbe/p3rbzx/7/s79NBD8eEPfxhLlizBWWedhTvvvBM9PT2554866ii88cYbmDt37ojnGfi1Hu17pqOjAxdeeCG+8IUv4LnnnsO6devg8/nwqU99ashuL/fddx+uu+463H///Zg9e/aQ57z11ltx33334YEHHsgNrAHgox/9aG4gfMIJJ+Avf/kLAHcQN9NlLAedsQy2dqfQnTQZ9olKBGf4J8D+++8PIQQ2btw4Yuu74X4gDnx8qLKgoR6XUuL666/Pq3PP6v/DL+tf//pXbgb95JNPRkVFBX7/+9+POus61o8DyA8BA2cIhRAjljIEg8ER33O0a5FS4qKLLsJXv/rVQcfNnz9/2HOPZqTr2pv33dvPx1hceOGFOPnkk/GXv/wFjz76KH7wgx/gtttuw1e+8pUxvb6urm7QQsuenh5YljVoBrf/a0zTRE9PT94sf2dnZ+7uS9aOHTvwwQ9+EMccc0zemoWhJJNJnHTSSTjppJNw7733YtasWdi6dStOPvnkQd19+n8u+3/9i2GkEHvuuedi+fLl6OzsxJo1axAIBPK6WZ166qlobGzEnXfeiYaGBkgpcfDBBw/brUjTtEHf6wNLivb27/1Auq5jzZo1WL9+PR599FH89Kc/xXe/+10888wzuQHJaOrq6gbN5nd2dg77PQMAP//5zxGJRHDrrbfmHrv33nvR2NiIZ555BkuXLs09fv/99+NLX/oS/vCHP+TN3Pf3wx/+ECtWrMBjjz2WNwAcSllZGZYsWTJozc9MIaVCwrQRS1vsskNUojjDPwGqq6tx8skn4+c///mQC9+yCywPOuggbN26FW1tbbnnXn/9dUSjUSxatGiv3/fwww/Hm2++iQULFgz6pWmDv/T//Oc/sc8+++C73/0ujjzySOy///549913847x+Xy5TivDOeigg/Dyyy/nfaz//Oc/oWnasLPgY3HIIYcM28L0oIMOgm3beeF09+7deOutt3Kfu8MPPxwbNmwY8vPh8/ne03Vt27YNb7311pDPF+J9s8eN9rkfSmNjI/7f//t/eOCBB3D55ZfjzjvvHPNrjznmGLz22mtob2/PPfboo4/C7/fjiCOOGPI1RxxxBLxeL9asWZN7rL29Ha+99lpe4N++fTuOP/54HH744bjrrruG/J7s74033kBXVxduvvlm/Nu//RsOPPDAcd0BWbRoUd5CeQCD/jyc/sf19PTgrbfeGrFUb9myZWhsbMT999+P3/3udzjrrLNyX8vdu3dj48aNuPrqq/HhD38YixYtyptJH8qsWbMQj8fz/m4NbNW6t3/vhyKEwLHHHovrr78eL730Enw+35jaamYdc8wxeV9/wP2+GTjg6y+VSuXd8QOQ+3P/wdp9992H888/H6tWrcIpp5wy5Ln+8z//EzfccAMefvjhQXc+h2IYBjZu3Ji7GzRTmLbMtdTsirOlJlEpY+CfIL/4xS/gOA6OOuoo/OlPf8Lbb7+NjRs34ic/+UmuTOCEE07AIYccgnPPPRcvvvginn32WXz+85/H8uXLx/RDa6Dvfe97+M1vfoPrrrsOGzZswMaNG3H//ffn1en3t2DBAmzduhW///3v0draip/85CeDfsjvu+++2LJlC15++WV0dXXBMIxB5zn33HMRCATwhS98Aa+99hoef/xxfOUrX8F555034gzfaK699lrcd999uPbaa7Fx40a0tLTkZgP3339/nHbaafjyl7+Mp556Cq+88go+97nPYe7cuTjttNMAuHXxTz/9NC699FK8/PLLubr/sc52D2f58uU47rjjcOaZZ2LNmjXYsmUL/va3v+Hhhx8u2PvOnj0bwWAQDz/8MHbu3IloNDqm133961/HI488gi1btuDFF1/E3//+97zB44c//GH87Gc/G/b1J510Eg466CCcd955uYXS3/zmN/HlL385V4e+fft2HHjggbmFxRUVFfjSl76Eyy+/HGvXrsVLL72Ez33uc7nyCcCd2T/++OPR2NiIH/7wh9i1axc6OjpGrPGeP38+fD4ffvrTn2Lz5s146KGHcMMNN4zp89Df1772Nfz617/Gr3/9a7z11lu49tprsWHDhjG99vvf/z7Wrl2L1157Deeffz5qa2tHvGsnhMA555yDX/7yl1izZg0+97nP5Z6rqqpCTU0NfvWrX2HTpk34+9//jssuu2zE9z/66KMRCoVw1VVXYdOmTVi1atWghe57+/d+oGeeeQYrVqzA888/j61bt+KBBx7Arl27ct83zz77LA488MBBbS77+9rXvoZHH30Ut9xyC9544w3ccssteOyxx3LrWAB3XU//Er1TTjkFzz33HL7//e/j7bffxosvvogvfvGL2GeffXDYYYcBcMP+5z//edx2221YunRp7num/9+HW2+9FVdffTV+/etfY999980d03/x9De/+U2sW7cOW7ZswTPPPINPfepTiMViuXUPpax/S81tPSm21CSaIRj4J8h+++2HF198ER/84Adx+eWX4+CDD8aJJ56ItWvXYuXKlQD2tLasqqrCcccdhxNOOAFNTU24//77x/WeJ598Mv7v//4Pa9aswfvf/34sXboUt99+e24h3kCnnXYavvGNb+A//uM/8L73vQ/r16/HNddck3fMmWeeiY985CP44Ac/iFmzZuG+++4bdJ5QKIRHHnkE3d3deP/7349PfepTowbLsTj++OPxhz/8AQ899BDe97734UMf+lDejP5dd92FI444Ah//+MdxzDHHQCmFv/71r7nyjkMOOQTr1q3D22+/jX/7t3/DYYcdhmuuuaYgs3p/+tOf8P73vx9nn302DjroIFxxxRW52fhCvK/H48FPfvIT3HHHHWhoaMgNYkbjOA4uvfRSLFq0CB/5yEdwwAEH5HWkaW1tRVdX17Cv13Udf/nLXxAIBHDsscfi05/+dK6dapZlWXjzzTfz6sN/9KMf4ZOf/CQ+/elP49hjj0UoFMKf//zn3Izto48+mgu58+bNQ319fe7XcGbNmoW7774bf/jDH3DQQQfh5ptvzruOsfrMZz6D733ve/j2t7+NI444Au+++y4uvvjiMb325ptvxte+9jUcccQRaG9vx0MPPTTqXZpzzz0Xr7/+OubOnYtjjz0297imafj973+PF154AQcffDC+8Y1v4D//8z9HPFd1dTXuvfde/PWvf8WSJUtydez97e3f+4EikQiefPJJfOxjH8PChQtx9dVX47bbbsuVIqVSKbz55psjttBdtmwZfv/73+Ouu+7CIYccgrvvvhv3339/3hqbrq6uvBakH/rQh7Bq1So8+OCDOOyww/CRj3wEfr8fDz/8cK5s7o477oBt27j00kvzvme+9rWv5c7zi1/8AqZp4lOf+lTeMf2/V7Zt24azzz4bBxxwAM444wz4fD7861//GvPnaDqy2VKTaEYTqsT3vo7FYqioqEA0Gs3NSBIR7Y0nnngCH/zgB9HT01PQDaqIii1l2oilbaTM4fdhIKLx83k0zKuavI04x5pzuWiXiIiohDhSIZGxEctY7LJDRAAY+ImIiEpCxnIQy1hIGs6wncuIaGZi4CciGsXxxx/PAEVTklIKcYMtNYloZAz8RERE04xpS8QyFhIZm112iGhUDPxERETTgFIKSdNBPGMhbbLLDhGNHQN/EUmpsGFHDN0pE9UhHxY3RKBpw+/KSURENJDtSMQzNuIZG3aRdowmotLGwF8k6zd1YeW6VrR2JmA5Cl5doHl2OS5e3oxlC2on+/KIiGiKS5vZRbhsqUlE7w033iqC9Zu6cNXqFmxsj6HM78HssB9lfg82tsdx1eoWrN80/EZHREQ0czlSIZqy0NadQns0zbBPRAXBwF9gUiqsXNeKhGGjLhJAwKtD0wQCXh11ET8ShoOV61ohJRdZERGRK2M56IxnsLU7hd1Jg/3ziaigWNJTYBt2xNDamUBVyAch8uv1hRCoDHnR2pnAhh0xLJlXMUlXSUREky3bUjOesWFYXIRLRMXDwF9g3SkTlqPg04e+eeLXNUSlQnfKnOArIyKiqcC0JeIZCwnDhsO7vUQ0ARj4C6w65INXFzAdiYCmD3recCS8mkB1yDcJV0dERJNBKYVU3yJcttQkoonGGv4CW9wQQfPscvSkrEE7cyql0Juy0Dy7HIsbIpN0hURENFFsR6InaaKtO42dsQzDPhFNCgb+AtM0gYuXN6Pcr6MjZiBtOZBSIW056IgZKPfruHh5c0n145dSoWVbFOve2oWWbVEuSCaiGS9tOtgZy6CtJ42elMn++UQ0qVjSUwTLFtRixelLcn34o1LBqwksqg+XXB9+7jdAROSSUiGesRHLWOyyQ0RTilAD605KTCwWQ0VFBaLRKCKRiS2jKfWddrP7DSQMG1UhH3y6BtOR6ElZKPfrWHH6EoZ+Iip5GctBPGMjYdiDSjmJqLT5PBrmVYUm7f3HmnM5w19EmiZKtvXmwP0Gsi1IA5qOuoiGjpiBletasbSppqQGOUREgLsmK2HYiLGlJhFNAwz8NC7cb4CIZiK21CSi6YiBn8aF+w0Q0UySNGy21CSiaYuBn8aF+w0QUamzHYl4xt0Jl112iGg6Y1tOGhfuN0BEpSptOuhkS00iKiEM/BOolPrVz8T9BoiodEmpEE1baOtOoT2aZscdIiopLOkpov5tOdu6U3j4tQ5s3lU6/epn0n4DRFSaDNtBLG0jadiQDPhEVKLYh79I+m9IlTQcJEwbmgBmhwOoDHpLql99qe83QESlhS01iahQ2Id/Buu/IVVl0Ito2gKUglTArrgBn0dDud9TMv3qS3m/ASIqHZYjEUuzpSYRzTys4S+w/htSzYn4kbEkMraEpgl4PRqkUtgVN6CgBvWrJyKiwksaNjqiGbR1pxBNWwz7RDTjcIa/wLIbUvk9Ot7dnUbasuFIwAHgSAVdEzBsBxlTIujT2a+eiKgIHKkQz1iIpdlSk4iIgb/AulMmkqaDlGFDAdCEgAN3NkkqQDoKmkDfDyCd/eqJiAooYzmIpS0kTYdddoiI+jDwF1hl0IuM5UAqBa9HAxRgQ6H/jx2pgJ0xAwCQMBwsqg+zXz0R0ThJqRA3bMTSFiyHs/lERAMx8BdBblJJueF+qDkmw3KwtTuF2WE/+9UTEY0DW2oSEY0NA3+B9aYtBL060paC6UgM9zNIaAKaAGaF/VjaVDOxF0lENE1lW2rGMzYybKlJRDQmDPwFVh3yocyvozygY3fCQMbOT/y6cGf86yMB+L0adidMbNgRe89tLdkLn4hKmeVIxDM24hl22SEi2lsM/AW2uCGC5tnleKUtCkBgYEGPo9xeqA4U/LqGmLTfc4ee/pt8lcouvkREAJAybcTSNlKmPdmXQkQ0bbEPf4FpmsBx+9ciZdrI2EMvHpMA2nsz2NSVhJTyPXXoyW7ytbE9hjK/B7PDfpT5PdjYHsdVq1uwflPXuM9NRDQZHKnQmzLR1p1CRzTDsE9E9B4x8BeYlApPvt0Fnz76saYtkTQdRNPjm+Hvv8lXXSSAgFeH0NxFw2U+Db1pC794ohWSt7+JaBrIWA46Yxls7U6hO2my4w4RUYGwpKfANuyIYdPOOKQaXM4zFI8mcMeTm7F0vxps7IjvVQ1+dpOvqpAPQggkDBu74gYM2+lbLKzw3DvdWPXsVnxu6T4F+fiIiAop21IznrFgDnNXlIiI3hsG/gLrTplIW3JMM1OaACIBL17fEcOn7nganbFMXg3+Rcc1oSLoyxsEAMgtzt3SlYRpS1SFNCQMG9t70pDK3c1XaICUgOlI/HTt22iqLWM9PxFNGYbtIJ6xkciwpSYRUbEx8BdYdcgHTYxlbh8QQkDCrVW1HIk5kQB8ugbTkXilLYoLf/M8ynweaELAqwvUlLu1/rsTJizHfYdYxobPayKWdn9oenQBAdF3fsCjAYYtsXJdK5Y21bBzDxFNGqUUkqa7Ey5bahIRTRzW8BfY4oYI5teUQSlgtGjt0zVEUxYUgFnlfgS8OjRNwJYKGcuGYUmkTAezwj4I4c7sb9gRgxACs8N+VIQ8UFC5RW26tifsK6VgSwW/R0NNuQ+tnQls2BEr+sdPRDSQ7Uh0J01s7U6hM5Zh2CcimmAM/AWmaQLfPGkh/F5t1Fn+oFeDYUsEPDqCfat8lVLYFc/AUYBXF7ClhGFJRNMWhHAHEdG0BaEBQa8HcyuDUH07+koloZSCVAqWVNCFwKxwAAGPDkuq99z+k4hob6RNBzv7FuH2pkz2zycimiQM/EXwgf1n4RsnLMRI1TMCQDRjAXB32xXCPThjSRi2hEcT0DQBpYCU5fQ9psGjazBsBxnTXSMQDnhRG3ZLfaQEbKngSAmfLlBV5oUuBDK2A68m3lP7TyKisVBKIZ6xsK0nhfZoGkmDLTWJiCYba/iLZFlzLapCXiQMB5YjoZRb1y/gLtYVQkAIIOjT4fPsGXfZ0j1WCOT+C/T7vQCUdI8D3LsCs8r96E1Z8OkayvwexDM2bCmxO2GiO+nO6h9YF84t+iUiKjRHukE/lrb7/n0iIqKpgoG/SLpTJjShobk2ANNRsKWE3pfeHaWgCYFY2kJdRQAdMQN1EQ1CCHg0DUIAEgpSAgGvjpBPdwcAAKCyi3H3DBJMRyES8EJBoSthQADQdbea35EKCkBn3MC/Nu9mpx4iKijTdksOE4YNxW47RERTEkt6iqQ65INXF7CkQtCnIxzwIuT3IOT3IBzwQtMEfB4Nnz1qPsr9OjpiBtKWA5/uhn7LVhBwy32CXh1+jwZbStiOhN+jI+Bzv3RKKfSmLCyqD6OhIugu3BVueY8CEPR5ML86BEcCK9dxEy4iKoy06aAjmsG2nhTiGYthn4hoCuMMf5EsboigaVY5XtsRRUXAA6/uhnQBkRfSzzlqPppqy7ByXStaOxOISoWQT4OC22FH76vjjwS9SJluZ4uKoBdKAhnHQW/KQrlfx0cOrscvHt+EfWpCgHIX+3o0LfeeHl1Da2cCLduj0ITYqw2+iIgAd4IhYdiIprlJFhHRdMLAXyT/2rwb0bSJeMZGNGVB1wC/R0fIr8O0JMr8Hlx0XBM0TWDZglosbarJbahVHfIhmjZxx5Obc4MAryZyNfi7EyY6Ewa8msCi+jAuXt4MSypYjoJf1/sCvJ53PX5dwy7TwXdXt/RtWb9ng6+Llzez1IeIhsX6fCKi6Y2BvwjWb+rCVatbkDBs1EXcBbUZSyJpOkiaDnRNwKML3PHkZmjCDfyaJrBkXkXeeZY11+YNAgbutNt/hr5lWxReXcB0JAKaPuiaevtqbLf1pDArvGeDr43tcVy1ugUrTl/C0E9EeVifT0RUGhj4C0xKhZXrWvvCfgBCCHh1Ddt60tD6fl76dYGqkG/UsD3UIADAkI8tboigeXY5NrbHcwuAc9ekJDrjGWgCmFsZhNa34Deg6aiLaOiIGdyJl4hy0qaDaNpCymRLTSKiUsBFuwW2YUcMrZ0JVIV8EELkOucopeDRNeh9C3kBgbqIHwnDKchiWk0TuHh5c94CYCkV0paD7b0ZSAXMDvtzYT9LCIHKkJc78RLNcAP75zPsExGVDgb+AutOufXxPt391HYnTSQNB44CTEfCchRsRyFuWO8pbEup0LItinVv7ULLtiikVFi2oBYrTl+CRfVhpAwbnQkDKcPG3Mogyn0eVAaH3njLr2vciZdohnKkQm/KRFt3GrviBhfjEhGVIJb0FFi2HafpSNiWws6YgYFz9wpAV9xA0KtDEwJJ08ELW3vG3DFn/aauXFefoRbfDlwALJXCxfe+MGx9v+FI7sRLNMOwPp+IaOZg4C+wPbX0MSQyFpxhSnUcBWztTkETAlIp/Pzvm7B2485RO+b0XxBcFfINu/i2f52/lGrY+v7+LUK5Ey9R6WN9PhHRzMOSngLL1tJ7dQ0Ze+RZM6ncMB706qgIeXKhff2mrqGPH7AgOOB1W3AGvPqI6wFGqu/viBko9+u4eHkzF+wSlSjW5xMRzWwM/EWwbEEtTlg0e8zHz44EEPR6Rl3EO3BBcH+jrQcYrr5/UX2YLTmJShTr84mICGBJT9GEvGP71PZvmjMwtA9svzlwQfBAfl1DdITFt0PV93OnXaLSw/p8IiLqj4G/SOoqA2M6Tkpge08ac6uCKPd7Rgzt/RcEj3fx7XC9/Ylo+mN9PhERDYUlPUVy2LzKMR3n0d1Fu7viBhTUiKE9uyC4J2UNmrXLLr5tnl3OxbdEMwjr84mIaDQM/EXSsiM65mN1TcCwHaQNZ8TQzsW3RJRl2A66Egbe3Z1ifT4REY2Igb8IpFT4/XNtGEvsdtfmKkjp7sg7Wmjn4luimUtKhVjGwvbeNLb3pBFLW5Cs0SciolFMag2/bdu47rrr8Lvf/Q4dHR2or6/H+eefj6uvvhpa32pWpRSuv/56/OpXv0JPTw+OPvpo/PznP8fixYsn89JHtGFHDJ0xA0IAY/lZnJ2Y229WOa44+YBRQzsX3xLNLBnLQTxjI2nYDPhERLTXJjXw33LLLfjlL3+Je+65B4sXL8bzzz+PL37xi6ioqMDXvvY1AMCtt96K22+/HXfffTcWLlyIG2+8ESeeeCLefPNNhMPhybz8YbkLbtWYwn5jVQC7kzaaZpXhjxcdA49nbDdduPiWqLQ5UiGRsRE3LJbrEBHRezKpgf/pp5/GaaedhlNOOQUAsO++++K+++7D888/D8Cd3f/xj3+M7373uzjjjDMAAPfccw/mzJmDVatW4aKLLpq0ax9JdcgHBWAs83C7Eyaqy/244uQDxhz2iah0pUwbiYyNpOmwpSYRERXEpCbMD3zgA1i7di3eeustAMArr7yCp556Ch/72McAAFu2bEFHRwdOOumk3Gv8fj+WL1+O9evXD3lOwzAQi8Xyfk20xQ0RRALeMR2bsSXOPXo+a++JZjDLkehJmti6O4WOaIb984mIqKAmdYb/29/+NqLRKA488EDoug7HcXDTTTfh7LPPBgB0dHQAAObMmZP3ujlz5uDdd98d8pw/+MEPcP311xf3wkehaQIf2L8Wm7uSox5rOQr/31NbsLihgqGfaAZRSiFpOohnLKRNZ7Ivh4iIStikzvDff//9uPfee7Fq1Sq8+OKLuOeee/DDH/4Q99xzT95xQuQvRlVKDXos68orr0Q0Gs39amtrK9r1j+TMw+dBH8MaWk0A3UkTv3hiE6TkjB5Rqcu209zanUJnLMOwT0RERTepM/zf+ta38J3vfAef/exnAQBLlizBu+++ix/84Af4whe+gLq6OgDIdfDJ6uzsHDTrn+X3++H3+4t/8aOIZywEfToSxvA/zIUAdF1ASuCNjjg27IhxIS5RCZJSIWHaiGdsGBYDPhERTaxJneFPpVK59ptZuq5DSrcjxX777Ye6ujqsWbMm97xpmli3bh2WLVs2ode6N9Zv6sLVD74GXRMjfoK9ugatr1u/5ai+7j5EVCoyloPOeAbvdqfQFTcY9omIaFJM6gz/qaeeiptuugnz58/H4sWL8dJLL+H222/HBRdcAMAt5fn617+OFStWYP/998f++++PFStWIBQK4ZxzzpnMSx+WlAor17UiYdhorAqh22+ivTczqGOPT9egCbf1nlIKAkBlcGwLfYlo6rIdiYThzuZbDttpEhHR5JvUwP/Tn/4U11xzDS655BJ0dnaioaEBF110Eb73ve/ljrniiiuQTqdxySWX5DbeevTRR6dsD/4NO2Jo7UygKuQDBBD06PB7NWQs9wd/tqxfQcGwVG4gkDRs/Ocjb+CS4xdw8S7RNKOUQsp0N8dKmfZkXw4REVEeoUq891ssFkNFRQWi0SgikUjR32/dW7vwzf95BSG/jt0JE4btwJEKI63H9WjAnEgAhq1Q7tex4vQlDP1E04Bpu7P5iYwNW3I2n4hopvF5NMyrCk3a+481507qDH8pqg75IJXC9p40AEDXBHSPgOMoWANSvwDg92qorwii3O+BUgodMQMr17ViaVMNNG0MbX5oxpBSYcOOGLpTJqpDPixuiPB7ZBJIqZDsW4CbYU0+ERFNAwz8BbaoLgxHKThSwecR0Prah3p0ASEcZDvw1ZR5UBn0I+jTcy1GhRCoDHnR2plgxx7Ks35TF1aua0VrZwKWo+DVBZpnl+Pi5c28GzRBMpZbspM0bMjSvjFKREQlZlK79JSijR1x6MIN+LYEpHIX5Uql4CgBXRMQACqCfoT8nkH7Cfh1DZZkxx7aY/2mLly1ugUb22Mo83swO+xHmd+Dje1xXLW6Bes3dU32JZYsRypEUxbaulPY0ZtGPGMx7BMR0bTDwF9g3SkTmtDQUBFE0KtBKgVbuoE/6NUwu9wPITBsKYDhSHg1geqQb4KvnKai/l2f6iIBBLw6NE0g4NVRF/EjYThYua6Vm7YVWMq00RnLYGt3CruTBrvtEBHRtMaSngKrDvng1QV8Hg371pQhY0nYUsKjaQh4NaQtB56khpTloHrAjsFKKfSmLCyqD2NxQ/EXGNPU17/r08C7QSwBKyzLkUhk3Np8LsAlIqJSwsBfYIsbImieXY6N7XHMCefP0iulEE3bOKCuHLGMjY6YgcqQF35dg+FI9KYslPt1XLy8mYsxCYB7x8hyFHz60Dfj/LqGKEvAxk0phaTpIJ6xkDa5AJeIiEoTA3+BaZrAxcub8Y3/eRlvdSbQv9xXCKAq5MVn3j8f8YyFRzbsxM5oGlEFeDWBRfVhLsKkPNk7RqYjEdD0Qc+zBGx8DHvPAlyH5VBERFTiGPiLTkFKN+xLBXQnTdz68BsQQsCrC8yrCuLkxfX4wILaordZZFvH6af/HaO6iMYSsPdAKYV43w64BttpEhHRDMLAX2DZRZaOVFg4pxw9Scsty7AlpHJDfyxjQwOgaUA0baE9msGh8yqKGr7Z1nF6yt4xump1C0vAxik7m5/IsJ0mERHNTOzSU2D9F1mmTImuhAnLkXAG5AwJQEBASoVdcQM/+NvGonVaYVvH6W3ZglqsOH0JFtWHkTJsdCYMpAwbi+rD3JV5GEopxDMWtvemsb0njVia7TSJiGjm4gx/gWUXWXo1gfZoGo5S0IWAg8Fhw1HuTLvtKLy1M4GW7VEc2lhZ0OsZ2NYxWxIS0HTURTTu7DtNLFtQi6VNNSzJGoVpS8QzFhKszSciIsph4C+w7CLLuGHDsCU8mhi2h7ebRwR0zW0J+PLW3oIHfrZ1LB2aJvg1GkbSsBFjpx0iIqIhMfAXWHaR5SttUSgF2EpipIlGRypofYVVqi+PF3JxLds6UilLGDZ6kiY3xiIiIhoBA3+BZRdZXv6HVxDPWEMU8uSzpYImAY+u4bDGyoIvrmVbRyo12W470ZTFoE9ERDQGXLRbBMsW1OKWM5dgrJPyEsABdeWIZ6yCL67N3nHoSVlQAxYtZts6Ns8uZ1tHmvLcjessbOtJoytuMOwTERGNEQN/kVSF/Aj5x3YDxaMJfOvkA3DHk5tzi2sDXh2aJhDw6qiL+JEwHKxc17rXnXyydxzK/To6YgbSlgMpFdKWg46YwbaONOVJqRBNWWjrTmN3gkGfiIhobzHwF0l3yoQ9sBfnMMr8HuxOWGNeXLu32NaRpiMpFXpTJtp6UtidNGBLBn0iIqLxYA1/kWzdnUR6DLt5BjwafLqG7b2poi6uZVtHmi4c6ZbusHc+ERFRYTDwF4GUCn98YduYjg0HPPDqAnMrQ0VfXMu2jjSV2Y5ENG0hzh1xiYiICoolPUWwYUcMbd2pMS3aNW2J5tnlOPWQei6upRnJdiS6EgbaetKIclafiIio4Bj4i6A7ZUIqQBcCXk1guNwv4NbvX7y8GR6P1m9xbQa9KRPRtInelImOWIaLa6nkWI7Errgb9GPpwQNdIiIiKgwG/iKoDvkQ9Grw6hokAJ8+dPAv93tw66cOyS2aXbagFucePR+2VNjRm8a2njR29KZhS4Vzj57PxbVUEkxbojOWQVt3yt2rgkGfiIioqBj4i2BxQwQL5oTh0TXoArCVWz/v0wU8feX5Po/Az889DB/Yf1budes3deF3z2yFLoCGyiAaq0JoqAxCFwK/e2bruPrwE00Vhu1gZyyDbT0pJAx7si+HiIhoxmDgL4Js7/vqMi/8Hh0eTcB2JCypYDtu2D/jsLmoCvlzffWlVFi5rhUJw0Z9RRCVIR8iQS8qQz7URfzoTVlY8deNeKWtd6978RNNpozloCOawfaeNJIM+kRERBOOXXqKJFue8/MnWmGZEtmqBV0AAY+OtRt34cm3utA8uxwXL29GOOAdsg9/wrCxK55BxpJ4vT2GC+95HgfWh3Hx8maW+NCUpZRCwrARz9jIjKE9LRERERUPZ/iLJFue49EE5lYGMTvsh64BUgFpy0HIp6PM78HG9jiuWt2CpzZ1DerDnzBsbO9JI21JaJq7yNeri9xrWOJDU41pS+xOGNjancKuuMGwT0RENAUw8BdB//KcukgAFSEvkqYDQMDnEZAK2J004PdoqIv4kTAcPLKhAx4NMB13N1GlFHbFM3CU6lvwK6BpAiGfJ/ealetaWd5Dky47m+8uNE8hmrbg8PuSiIhoymDgL4INO2K58hwIoDdlIW05EAIQQsCjCRi2RMaSEEKgMuRFZyyDORXBXB/+jCVh2BIeTQDC3X3U79ER8Gm517R2JrBhR2yyP1yaoQzbQVfCwLu7U+iMZTibT0RENEWxhr8IulMmLEfBdCTaoxmkLQeOVHDgBnddE1AKsKUEoMOva4hKhZMXz8H9z7WhI2bAq7vHKCg4EtCEwKywH9nmntnXdKfMSf1YaWZxZLY234Jpy8m+HCIiokkjlcKb7XG07kqiOuTD4obIlN0viYG/CKpDPkilsL0nDaWAfmtwIRUgHTf0ezQNCgqxjAUpFeoiQdz4yYNxx5ObsbE9lttxNOD1YFbYj3L/ni+X4Uh4NYHqkG+iPzyagdKmg3jGQtJ02DefiIhmvJe29mDVs21o605BKXeNZbYRy1RsqsLAXwSL6sIwbAd2to55iHzkSIV4xkJ71EbacqBrArc+vBEL5oRx0XFNCAe8uGp1C7b3pjG3MgBN7Km+UkqhN2VhUX0YixsiE/RR0UxjOxLxjI2EYcNyOJtPREQEuGH/9jVvIWU6qAh6UebzwHRkrqnKitOXTLnQzxr+Ivj9821ImaPXM++MG0iZbthvqAiiPODFxvY4rn7wNSQNG9/92CJUBr3YGTORthxIqZC2HHTEDJT7dVy8vHnK3jqi6Sm7ALcjmsHW7hR6UibDPhERUR+pFFY96+a82nIf/B4dmiYQ8OpTuqkKA3+BSanw+2e3QgHwjOGzKwQwtyqISNA76JtlaVMNVpy+BIvqw0gZNjoTBlKGjUX14Sk5eqTpK2O5C3C3drsLcFMmN8giIiIaaNPOJNp2JxEJeHPrKrOmclMVlvQU2IYdMXTEMtCF6KvdH2WEpwDbVogrCx5NQ8Cr5X2zLFtQi6P2rcafX23H9t4U5laGcOoh9fCMZTQxgJQKG3bE0J0yBy0uGek5Kk2OVEhkbMQNLsAlIiIai2jGhCUVIvrQGWmqNlVh4C+w7pQJKMDv0ZAeQ5tCCWBHNA2tb4Dg92ioKfPD6vtmWb+pCyvXtaK1MwHLUfDqAg+8tG2vF4UMdZ7s4hIAwz7HuwilJ2W6O+CmuACXiIhor1QEfPBqApaj4PcMDv1TtakKA3+BVYd88Hk0+L0ajJjMddoZiVKArgEQAmlLYkc0jUjAg7buFP6/f2xGwrBRFfLBp2vjWhSyflMXrlrdMuR5vvE/LwNwZ3vfy3vQ1GY50p3Nz9h97WCJiIhoby2YU4bGmjJs3pVAbbkvr6xnKjdVYQ1/gS1uiKB5djkMW6G6zDum1ygAEAKaEPBogO24vff/1rIjt1tvwDu+RSEDd/3tf545YR+6kya6kybmRPzjfg+amrILcNujabT1LcBl2CciIho/TQicc1QjQj4dXQkTGXt6NFVh4C8wTRO4eHkzynwaelIWxvrllkpBKjfo65qAAvDmTne3XtHXyF8phbTpIGHYCHg1bNoZH3VRSP9df4XIvxrDVu7mXkrBsPJD/VReeEIjy+6Am12Amx5DxygiIiIam8PmV+GyExeiaVY50qYzLZqqsKSnCJYtqMWXj2vGDf/3OjSh4IxhglxKBWhAwKujptyH3pQFy1bw6e6YLGHY2BXPwLClu5kXAAjgqU1dWDKvYtjzZnf9zZ6nv+xsb/9df/ubqgtPaDDugEtERDRxDptfhUMbK/FuVwoejzblG54w8BdJY3UIkYAXmlDYGR85MPs8Guojfnh1HQGfhowl4dPdXXhNR8K23F17HaXg0dzFvY5ScKTCb55+B4fOqxh2NFkd8sGrC5iOREDLD/QezR0ECLHn9/1N1YUntAd3wCUiIpocmhA4oD6MeVWhyb6UUbGkp0iqQz5IpbBrlLAPAJoAwkEvgj4dUEBvysIBdWEcWBdGd9JEZywDRyl4NbfOH8KdlQ96dViOHLHOPrumoCdlDQqEfo87eBBCwO/NH5FmF540zy6fcgtPZjrLkehJmmjrTqE9mkbCsBn2iYiIaFgM/EUSTZuIZ2yMpbjCsiVShpO34OOS45txyfEL4Otr76kJAMKt9bcdBU0IzI4EUBnyjVhnn11TUO7X0REz8nbs3Rk3UV3mQ3WZj7v5TnFDLcDlDrhEREQ0FizpKQIpFe54cjM0MfKsqwa3D78EsDtposynY1F9GBcd14RwwIvulImTDpqD3z3zLpRSsB3kevVXhLxQSkFKwHTkiHX2yxbUYsXpS3K99qPSvVuwqD48qA//wOem4sKTmSRjuYu0k4YNh92SiIiIaBwY+Itgw44YXmnrgWmPHNB0XUBIhXDAg2+csBCH71OFaNrEHU9uzm2CBQCa0FAR9KDM74FpS0QzFnbFDWSrODQh0NadGvG9li2oxdKmmmF30x3pOZpYXIBLREREhcTAXwS/e+ZdxDKjt0J0pIKuCRw8twLnHbMP/rV5N65+8LW8DbIMx0Fv2sTupAlNE+hJWrnFuxBueY8SwJ3/2Iym2rIRZ+Q1TQzb0Wek56YjKdW0G8BwAS4REREVAwN/gdm2xF9ebR/TsUoB1WU+XHL8AgDI2yAr2zM/qHkwtzLY11PdgADg7dvK2e3Zr6GhMpDbJGtpU82UD7bFtn5TV65EyXIUvLpA8+zyKVmixB1wiYiIqNi4aLfA/vxqO5KmPaZjQz4dt511KJYtqB1xg6xwwIuach8U3Bp+R7qLdwNeHXOrgggHvNwkq8/6TV24anULNrbHUOb3YHbYjzK/Bxvb47hqdQvWb+qa7EvkDrhEREQ0oTjDX2Dbe1MYazVG0KejIuj2uB9pgyzAbcGpCWBW2I+AV4dH0xDwaRB9e/lykyy3jGeouyQBTUddRENHzJjUuyCG7SCe4QJcIiIimlgM/AU2tzIE0dcnfzSWsyegj7RBFoDc7rpeXUM44B30PDfJwoh3SYQQeXdBJmq9AhfgEhER0WRjSU+BnXpIPcp8gwP7ULz6noA+0gZZSrm98cNBL1JDLOjkJlmu0e6S+HUN1gTdBUmbDjpjGWztTmF3wmDYJyIioknDwF9gHo+G0w+fN6Zjq0I+dCUNtGyLAsCwG2S5m2B5cOnxzQgHPMM8z02y+t8lGUqx74LYjkRvijvgEhER0dTCkp4iaJpVPqbjtvekcMUfXs3rIrPi9CX4xROteLMjDtOR8OkaDqwL45Lj3Q4zixsqxrRJ1nRsS/leZe+SbGyPoy6i5ZX1ZO+CLKoPF/wuSMZyEE1bSBpjW6xNRERENJEY+Itgy67EmI7z6Bpmh/0wHZnrInPu0fMBKCgouP9TAPbMEo+2gRYwvdpSFpKmCVy8vBlXrW5BR8xAZcgLv67BcCR6U1bB74IkDBvRtAXDGn3PBSIiIqLJIlSJ1xzEYjFUVFQgGo0iEil+fbuUCmf84p94ua9MZyRBr4bmWeUQQkApha3daZiOg3K/J7fxlulI9PSF1RWnLxk1sGfbUvbfvGtvzzHd5Q14+u6CFGrAo5RC3LARTVmwhikdIiIiopnB59Ewryo0ae8/1pzLGf4C27Ajhp2xDLy6gOWMPJYyHYWMJRHsW+RrORKmLVFR4UXA6z62Ny0lp3pbyokylrsge8uRCrG0hVjGYktNIiIimlYY+AusO2XClkBV0IfOhDHisY5UiBsWgj4dGUvCdiQEAGfATZextpScim0pJ4umiYJ8jJYjEU1bSGRsyNK+GUZEREQlioG/wLKdYnTN/TXabHAsbWNWWMGWEhLuTroezW2epJR7B8CWEppwu8+M1FJyLG0pZ/rmXGNl2A6iKQsJLsQlIiKiaY6Bv8CynWJe3xGDd5TALwBYjoOMKaH31fH7PDoCPg0Jw8aueAaGLXObeGlCoK07Nez5Rtu8i5tzjS5tOuhNm0ibXIhLREREpYF9+Ass2ylGKoXMKJst6Zq7g27KtNGbtuDzaPB5BBIZG9t70khb7sy+e5zbuefOf2zG+k1dQ55vtM27uDnX0JRSiGcsbOtx++cz7BMREVEpYeAvgg07ooilrWGf92gCAa8GQEABsByFgxoiuPzEhagMerG9Nw1HSnj6vjqOBHRNw9zKIJKGg5XrWiGHuHOQHWwMv3lXcTbnklKhZVsU697ahZZt0SGvbSqSUiGasrCtJ41dce6GS0RERKWJJT0FZtsSP3+iFY5yS3aGir5SKuw3K4T2mIl5VUHcdPoSLJlbAU0TCPo8uOH/XocSCo4EhFAIeHXMCvtR7vfAo2sjLrxdtqAWK05fMqbNuQphOvb8d6RCNG0hzo47RERENAMw8BfYn19tRyzlzu4PFyUlgLZeA7XlPlz1sUU4tLEy91xjdQiRgBfhgAdSKXg0DQGfBgF3Vn4sC2+L0ZZyKMP1/M9uIjbVev6bdl/HHcMeVPJEREREVKoY+AtsW08SYykMCXm1IQNx/y4/Zd7BX56xLrwtVFvK4Uynnv8Zy0E0bSHJjjtEREQ0A7GGv8CUGlu4DXh1LG2qGfT4dFl4uzc9/ydLyrSxozeNHb1phn0iIiKasRj4C+zguRGMJfLH0uaQYXiyFt7urbH0/Lcmoed/tuNOW3cKHdEMMhY77hAREdHMxsBfYLPCAQR9g3vgD5QwHTw1THvN7MLbRfVhpAwbnQkDKcPGovrwlKmL79/zfygT3fM/23GnrdvtuGMNc11EREREMw1r+AtscUMEC+eE8XJb74jH2RL4zdPv4NB5FUMG+IlaeDte2dKjje1x1EW0vLKebOnRovpwUUuPlHLvfCQMGynDgeRCXCIiIqJBOMNfYJom8M2TFsKnjxzMNQEkDXvYnvrZcy2ZV4HlC2dhybyKKRP2gckrPVJKIWXa6Ixn8O5ut2wnkbEZ9omIiIiGwcBfBJoQKPOPcvNEASnTwes7opO6sPW9mKjSo2zI3xU3sLWbIZ+IiIhob7Ckp8Cy7Sp1TaA2pKMrNfSiUdl3bHfSwj/e7ixqC81iKlbpkZQKSdNG2nSQMlmuQ0RERDReDPwFlm1X6fdo6EoM3woyuwuvAvDrf76D9zVWTYnFuONRyJ7/KdNGLG0jbTncHIuIiIioABj4C6w7ZSJpOEhbNuxhavP7EwAMS06ZTaomg5QKccNGLG2xuw4RERFRgbGGv8Aqg16kLQeOVPCMEN6zQwFNE6iYAptUTQbLkdidcOvydyfYSpOIiIioGDjDXwTZDpWaJqBJheEm+nUBBL0aIn4PdiXNCd+kajK4C3AdxDIW0iY3xSIiIiIqNgb+AutNWwh4daSkgu0o6JqAdAYnfk0AuqZhVjgAU6oJ3aRqMliORDxjI5GxYUvO5BMRERFNFAb+AqsO+VDm01Hu9yCatpC2hp7F9ugCcyuDKPO5feyLvUnVZJBSIWU5iHM2n4iIiGjSMPAXWP8daGvLvdje60AJtzd//0W80lEwbAfxjF20Taomg+VIpAwHKctGxpJQSkEqhU07k4hmTFQEfFgwpwyamP4fKxEREdF0wMBfYNkdaK9c3YLtvWlIqeDVBQDRF37dGn9bAZ0xAwfMKcfZR++DpU01k33p42bYDpKGg6RhD1p4+9LWHqx6tg1tu5Ow+kqXGmvKcM5RjThsftUkXTERERHRzMEuPUWwbEEtvvxvTRAQEELAkYBUCkGfjn1qQ6iLBODTNUilsCOawS8e34Qv3PUs1m/qmuxLHzPTluhJmmjrTmF7Txq9KXPIsH/7mreweVcCQZ8HNWU+BH0ebN6VwO1r3sJLW3sm6eqJiIiIZg4G/iJprA4h7NcxJ+JHTZkPc8IBzK8OwrQkOuMGHCkhAIQDHpT5PdjYHsdVq1umdOg3bYnelIltPSls60mhZ4iQnyWVwqpn25AyHdSW++D3aNCEgN+jobbch5TpYNWzbdxBl4iIiKjIWNJTJG3dKcQNB9GMu9uuArAjmt+iUwCwpUKFV0ddRENHzJhSG3AppZCxJJKmjbTp7FWf/E07k2jbnUQk4IVA/sciIBAOeNG2O4lNO5NYWFde6EsnIiIioj4M/EWwflMX7vzHZigoKKUGLdjtrytuwO9xu/pU9tuAa8m8igm+ajfgm46EYUukTQdp0xn3DHw0Y8KSChF96IGLTxeIK4VopvT3HiAiIiKaTAz8BSalwsp1rUgaNuZWBrGjNwNzmJlxb18d/664gTK/Dr+uISrVhG3AZdoShu3AsN2Qb9puV51CqAj44NUELEfB7xkc+k1HwSsEKgKlu/cAERER0VTAwF9gG3bE0NqZQFXIh4BXRzhgY3dycIDXBaBrAkK5XW4ypgQEirIBl5R7Zu5NW8J0Chvuh7JgThkaa8qweVcCteW+vLIeBYV4xkLTrHIsmFNWtGsgIiKi0qCUgi0VLEfCctz/2k72z3KE5/r+LPOfMx0JO+/5Pcfbjux7vt9jA15vSQnLdl9nS4VbzzwEnzxs7mR/mobFwF9g3SkTlqPg0zUkDBvRtJV7TsCt5QcARwGOVNA0QEnAchwkTfmeNuDKfeP2fRNa/f4iTDRNCJxzVCNuX/MWuhImwgEvfLqA6bhhP+TTcc5RjezHT0RENAUopfYEW7svS/QLwNYw4doNx2pAeN5zjj3hevjXDw7dQwX2qd3kw7QnPmvtDQb+AqsO+eDVBQzHwa64gewkusj+X7/vV8uR8PT9OZqxURn0jroBV7bOvv8I1HIULFtOuY43h82vwmUnLsz14Y8rt4ynaVY5+/ATEdGMIpXKC72DZoudocJxNoBLWHJguJZDBPQBAdpxX9c/XNtSwczOTPebyZ7qgXqqMyZhcnVvMPAXWHan3ZbtUaRNG6Iv5CsgL+xn/2hJdwHr/rPKcd4x+2B+TQjbelK5gULuv30vdqbZX8jD5lfh0MZK7rRLRERF5fQF2GzAzZtR7h+k5eAZ5FyQHhCurUHH9D/HwHC9Z0Y7bya773zT7ef3dKFrAl5dwKtr8OoaPFr29wIeTYPX0/dnTcDr0dzH+o736PnH+gY+1nfO3Ln6PZd9v6BPx7yqEGZH/JP9qRgRA3+BZXfavXTVi3AUBoX8gcp9Oi48rgkfP6QemhBT/pbQeGhCsPUmEdE05/QL0uaA2eNhw7XTPzwPXQM9+BwDg/tQr3PDef/3YZ4ujmyA9gwIu/2Dtft8/nO+UcJ1fnAeeMyA4N7/2L4Q79Hc4yd7AtHn0TCvKjSp1zAWDPxFMtaRfMivo7EqOOnfsERENHmUcmeArb4Z4f61zMMtFMyVYvQv88i9fviQ3L/cI6/2ut+5rSECOwN1cQwO0EPMPHsE9L7w7BsiXA+cdR4czocO3nnh2uPOgnv0PTPdHk1AMJ+UBAb+ApNS4Qd/24h434Zbo9mdMHHbo2/i8pMOGFTTLpXKK4VpnlWG1l0sjSEi2lvZDh+DZqcHhOtBpR+5kDzSAsOhu3r07wwysMxj0CJGR412Q5jGaWAQ9ukadM3975Azzx7hziIPNbs8oLQjL3hnw3guPI8Qrvse0xmoaYIw8BdYy/Yo3uiIj+kfbo8AIIB4xsGqZ9twaGNlLsC/tLUnt9jVku4GXo4CdCEg+tp3NtaUcfErEU0JQ3X4GLn13VDdP/LD9aAyDzk4XA/dam/wbLXlME4XgwByQXdQSYaeDc75s8eDSji0wcHanWXOD9f6gPfJhuv+M9J5IV1joCbKYuAvsBe39uR+sAxoypNHwK33d6RCwKuhbXcSm3YmsbCuHC9t7cHta95CynQQCXjhcSQ64xnY0u3fP6ciAK+mYfOuBG5f8xYuO3EhQz9Rievf4SMXbAeWbfSfQbYHz0AP1xkkOwNtSznodQNLPwZ2+JguLfOmK00gF6AHh+RsyB0w26z1m8nue843IFzrfYF6YLgeOrzvCdADZ671EbrKEdHUwcBfYO3RzJiOyw4GhAD8Xh1J00Y0Y0IqhVXPtiFlOqgtdzfg2hU3IRXg1QEpgd6khblVAdSW+9CVMAfdHSCivZcN1INmpHN1zEO3zMsLxAPqo4fv3pHfDWQsva7Z4aM4dE30694xfA11/xlo3xDheqTFi/0De+7YfqUjg2bF9T2z4QzURFQIDPwFVh8J5H4/2o9nRyoEPBoEAK8QqAj4sGlnEm27k4gEvBAQyFjurWtd61uJrimYjgPDcu8MhAPevLsDRFNV/w4fw3fnGH6B4VD9qAeH8mwLvKFC+Ujt+LggsViyLfOyIXlP946hZ49HrK3WB4bnATPfg849ctu9qdDhg4hoIjDwF9jh+1TBqwlYo6QHBcAjBKrKfEgYNppmlWPBnDK88G4PLKkQ0d0fQo6SUMq9rQu4dwSkdB8H3NuwcaUQzZjF/cBoSlNKQSqMuavHcGUeA9vn9e/eMdaWefnt+Ngyr9iGCsO5+uZ+HT48A2eSB3X2GLg4cXD7vIGvz4brvBrqKdYyj4iIGPgLbsncChxYH8Zr22MjzvD7PQKRoBcp00HIp+Ocoxqh9c3yezUBy1HwewR0oUGIvvIfuBtxCQHoQgMAmI7K3R2g4ilYy7wBiw+HLOUYMVwPse04W+YV1XAt8wYuEhyu9d1wLfOyQXxvW+bln4MLEomIaHQM/AWmaQJXfnQRLl31InpS1uDnAQR9OnweDVBA06zyvE47C+aUobGmDJt3JVBb7oPf6waLjC0BTUFKwO/R4fcKKCjEM1bu7sB0Nq6WeaN29Ri9fd5Qix7ZMm/iCCAvyI5Uy9y/ZZ4vG5IH1UBnj8l/3aCWeQPea7hwzQ4fRERUChj4i8TncUOE0xcU3a48QCToxeeP2Rf1FYEhe+lrQuCcoxpx+5q30JUwEQ54URnyoTOegeW4XXoqy7wwbDfs9787MJJCtczr31d6YADPn7Xe85g5aLOXAe8h2TKvWLIdPvaE3WFCcjb4aoPLOtwyjRHKPTyDZ7FHa5mXDdYM1ERERMXHwF9gUiqsXNcKRyrsWx1Eb9p2F90KgYBXQyxj4/9ebcfnj9kHO6JpbO1JwnIUTNtBe6+BhGHBo2tYVB9By/YodsUzkModCHg0t5xnV9yAgNvdx+/R8d9PbYHlbB5lJpuBuhg0gcG7HvbrwjG4e8fQXTl8wzyXDeMDW+YNfczgntbs8EFEREQM/AW2YUcMrZ0J+D0aNnWloIbI2Zs6E/je/254z+9lOvaYd/SdrrIdPoZaaJgLwv06fAxsn5e/mDG/q4fbsWPoTh9ePX+3Rc+AMJ/dqZGBmoiIiKa6cQX+ZDKJm2++GWvXrkVnZyeklHnPb968uSAXNx11p0wkDQdpyx4y7E812XCrCXf9gVfXEPTqQ7fN6xegfX3hOrvpy8B2d3nh2TO4q8dQNdRsmUdERERUeOMK/BdeeCHWrVuH8847D/X19azB7acy6EXacuBINeJOuw2VAZT7Pdjem4ZhSfj6+vFn224quGU4lUEfjj9g1qCWef1b7Q3VTm+0ftTZY15u68WqZ9vQtjsJSyp4BFBXEchbSExERERE09e4Av/f/vY3/OUvf8Gxxx5b6OspCdnxj88jICByoV9BwbYVdF3g6lMOggaB7/1vC2rL/PB7NKQsB90JE6bj5O4O9KZNzK0K4hOHNhT8Ol/a2oPb17yFlOkgEvAiorvtQDfvSuD2NW/hshMXMvQTERERTXPaeF5UVVWF6urqQl9LSehNWwh4dWhCwJGAVAoKClIpOI6CJty2mvGMhWjGhCUVvLpAynKwM5qBYTsQQkDXBTQBWI7Cb59+By9t7SnodUqlsOrZNqRMx23/6dGgCQG/R0NtuQ8p08GqZ9sgp0NdEhERERENa1yB/4YbbsD3vvc9pFKpQl/PtFcd8qHMp2N2JICAV88FfaUU/B4N4ZAXHk2gN2UhHPDCqwmYjkR3woRUqi/ou3cG0NeZx7RVwcP3pp1JtO1OIhLwuu/Vj4BAOOBF2+4kNu1MFuw9iYiIiGjijbmk57DDDsur1d+0aRPmzJmDfffdF16vN+/YF198sXBXOM0sboigeXY5NrbHsU9NEGlTwrAdWI5EPGOjN2lB14D/78lWzK8pR2XIi/aYAcN2oGkiF76zO7sGPBoqQ3vC98K68oJcZ/buQkQfev2FTxeIK4VoxizI+5USqRQ27UwimjGH3EuBiIiIaCoZc+D/5Cc/WcTLKB2aJnDx8mZctboFO2MmIkEPFIDdCROOAjwaMDscgFfXsLkrAU24m3I5CtCgoJS70NeRCroQqC536/sTpl3Q8F0R8MGruTX7fs/gsGo6Cl4hUBHwFew9S8FLW3vyFjl7NYHGmjIuciYiIqIpa8yB/9prry3mdZSUZQtqseL0JVi5rhVv74yjK2FAKiDo1VBT7kfIqwMAast96EqYqAh6kTJsuN1NFYQAAh4N1X3HZmxZ8PC9YE4ZGmvKsHlXArXlvryyHgV3F9+mWeVYMKesYO853XGRMxEREU1H46rhb2pqwu7duwc93tvbi6ampvd8UaVg2YJa3PPFo/CNEw5Amc+DORE/5lUFc2Ef2FMrb1gOFswuR8jnwZxIAA0VIcztOzYbvhtrygoavjUhcM5RjQj5dHQlTGRsCakUMrZEV8JEyKfjnKMaWarSh4uciYiIaLoaV+B/55134DjOoMcNw8C2bdve80WVCk0TqCr3QtMEyv2eQYtjAbdW3lIK/7ZwFiJBD9KWAwhAKRQ9fB82vwqXnbgQTbPKkTFt7E6ZyJg2mmaVc7Z6AC5yJiIioulqr/rwP/TQQ7nfP/LII6ioqMj92XEcrF27Fvvtt1/hrm6as22JlrYoTEuiJ2WiqswHbUBYzNbKHzG/GgfWhXP14XHlPt40q7yo9eGHza/CoY2VXIQ6Ci5yJiIioulqrwJ/duGuEAJf+MIX8p7zer3Yd999cdtttxXs4qazO59sxc+faEU0ZUEBSFoOupMWKoIelPk90IUGn1fk1cprQkxK+NaEKFj3n1LFRc5EREQ0Xe1V4JfuqlLst99+eO6551BbW1uUi5ru7nyyFbc8/KbbaUcDoAC7r/tOb9pGb9qG7rbZR2XQm1euw/A9NXGRMxEREU1X46rh37JlC8P+MGxb4udPtMKRCj6PgEfTILTBM8JKAVCAJRXe6IjjrY4EF3xOYVzkTERERNPVmGf4f/KTn4z5pF/96lfHdTGl4M+vtiOetuDRBYQQkFLBcgYH+XBAh2lLxNI27vrnFvz5lR3Yb1YZLjy2CUc310ATbsgUff/VhICuidyGXI5SkBJw+v6slIIQIvc6XdvzWqWw5zV9O/86yu35D7h3GrIxNXvNr7fHsDtpIuL3oGlWGTgU2bPIeaLXWRARERG9F0KpsU0rj3UxrhACmzdvfk8XVUixWAwVFRWIRqOIRCJFf7+f/f1t3LbmLXiE6AvYQx+nCeQCulIK9RVBpC2JMp+GLx/XjMbqEKpDPixuiEAb4g5Bsazf1IWV61rR2pmA5Sh4dYHm2eX4f8c14aimGjiyb9Ag8wccUinYUkHKPX8eq+m2c+10u14iIiIqDp9Hw7yq0KS9/1hz7phn+Lds2VKQCyt1cytDEHBLdUakAK/uTq3bDqBrAuV+Hdt707jh/15HJODNhe2Llzdj2YLil1Ct39SFq1a3IGHYqAr54NM1mI7ExvY4vvvga1hx+pIxX0f2ToQts7sHu4MfpRQUACXd4PzM5t24a/07eKcrmRtgzK8J4Zyj5uN986swxvHohOI6CyIiIppOxlXDXyj77rsvhBCDfl166aUA3HB43XXXoaGhAcFgEMcffzw2bNgwmZc8qlMOrhvTbK+uuzP8SrklNaYtsaM30zdDLhEOuN18NrbHcdXqFqzf1FXU65ZSYeW6ViQMG3WRAAJeHZomEPDqqIv4kTAcrFzXCjnaQKaPEAIeXUPAqyPo0xHyeVDu9yAc8CIS8KIi5MXG9hhufvgNtO5KIBL0or4igEjQiy1dKfzX2rfR3pvGvjVlmFcVQkNlEHMiAdSG/agK+RAOeFHm98Dv1eHVNQjOsBMRERENaa+69PS3bds2PPTQQ9i6dStMM7/3+O233z6mczz33HN5G3i99tprOPHEE3HWWWcBAG699VbcfvvtuPvuu7Fw4ULceOONOPHEE/Hmm28iHA6P99KL6s3OBHy6gD1KMBYQUHBnwf0eDdGMBUcpeHQBp2/2u8zrQV1EQ0fMwMp1rVjaVFO08p4NO2Jo7UygKuQbFJ6FEKgMedHamcCGHTEsmVcxzFnGbuAAI/ueAU0f9DH7PGMbl6q+EqpsSZFSe0qO3LsN0v2vs/dlR0RERETT1bgC/9q1a/GJT3wC++23H958800cfPDBeOedd6CUwuGHHz7m88yaNSvvzzfffDOam5uxfPlyKKXw4x//GN/97ndxxhlnAADuuecezJkzB6tWrcJFF100nksvut0JA5ZUEMCIC12lUpCOWx5SEfJiV9yApy/MC6Hg0bS+3xc+bA+lO2XCchR8+tDh2q9riEqF7lRhNpYqxgBDCAFduOVRYyH7So6ygwEpkRsUWFLB6uvEQ0RERDSdjauk58orr8Tll1+O1157DYFAAH/605/Q1taG5cuX52bn95Zpmrj33ntxwQUXQAiBLVu2oKOjAyeddFLuGL/fj+XLl2P9+vXDnscwDMRisbxfE6knZUFKd6berwt4dQGPJjAwRzsS8Hs0zK0KwqdrfR1zsjP+OgK+PS/w6xqsAobtoVSHfPDqAqYjh3zecCS8mkB1qDAbS41lgFHsj1nTBHweDUGfjnBfmVFNuR+zIwHMrQxi39oy7FNThobKIGaF/agM+VDu9yDoc8uIuFCXiIiIpoNxzfBv3LgR9913n3sCjwfpdBrl5eX4/ve/j9NOOw0XX3zxXp/zwQcfRG9vL84//3wAQEdHBwBgzpw5ecfNmTMH77777rDn+cEPfoDrr79+r9+/UCrLvNA0AakUdE2Dp18olJqE7biLViuD7nG6JtC3nxlsx33NrLA/b2OnQoftoSxuiKB5djk2tsdRF8mviVdKoTdlYVF9GIsbCtPpqP8AI6Dpg56fiI95LHRNQNd0BLyDrxFwPzd77hK4LU/73yXI/pmIiIhosoxrhr+srAyGYQAAGhoa0Nramnuuq2t8i0v/+7//Gx/96EfR0NCQ9/jAco9sv/nhXHnllYhGo7lfbW1t47qe8aot8yMS8EATAlauljzbttKdVa4KeXHZSQdgUX0EKcNGLGO5vfY1gYbKAMr9e8Zh2bDdPLu8YGF7KJomcPHyZpT7dXTEDKQtB1IqpC0HHTED5X4dFy9vLtgaguwAoydlDerEM1EfcyEIIeDtW5xc7vcMukswvyaE/Wrdhcd1FQHUlPkRCXoR8nm42JiIiIgmxLhm+JcuXYp//vOfOOigg3DKKafg8ssvR0tLCx544AEsXbp0r8/37rvv4rHHHsMDDzyQe6yurg6AO9NfX1+fe7yzs3PQrH9/fr8ffr9/r6+hUBY3RHBQQwVeaYvCkRKmI3OdeAIeDbqm4aCGCpxz1Hycc9R8bNgRQ3fKRFt3Cnf+YzMShgOPrsGvazAcid6UhXK/jpMX1+Efm7qK2pt/2YJarDh9Sa4Pf1QqeDWBRfXhgrcGzQ4wrlrdgo6YgcqQd9DHXMgBxmQSQsDnEfBBAwbcsMjeIbAcCctRsPv+azmyr6Up1xAQERHRezOuwH/77bcjkUgAAK677jokEgncf//9WLBgAX70ox/t9fnuuusuzJ49G6ecckrusf322w91dXVYs2YNDjvsMABunf+6detwyy23jOeyJ0T/IBvP2Kgq80Hv24QrbToIBzx5Qbb/gtSm2rJBYbu+wh28/OLxTXkbYRWrN/+yBbVY2lSTG4iUygBjqnLvELh3CYbiyD3hPzsYsKVbGsYBAREREY3FmHfaLRYpJfbbbz+cffbZuPnmm/Oeu+WWW/CDH/wAd911F/bff3+sWLECTzzxxF615ZzonXaz8nas7QuyYwnqUqr8Wf8nW5E0nbyNsHr6ZsD3ZiOsqaz/xzwZuwtPV9m7A7ajYEkJx1G5NqTZXY85KCAiIiqekttpd6De3l788Y9/RGtrK771rW+huroaL774IubMmYO5c+eO+TyPPfYYtm7digsuuGDQc1dccQXS6TQuueQS9PT04Oijj8ajjz46ZXvw9zfemXJNE1gyrwJSKnzhrmeRNJ1R+9RP93Cc/Zhp7+y5OwAEMfSiYmDkuwTWMF2ZiIiIqHSMa4b/1VdfxQknnICKigq88847ePPNN9HU1IRrrrkG7777Ln7zm98U41rHZbJm+N+rlm1RXPTb51Hm9wzZISZtOUgZNu4470iGZRo3pRTM7LoBW8Jy3HUntsONyYiIiEZT0jP8l112Gc4//3zceuutebPtH/3oR3HOOeeM55Q0wERvhEUzkxACfo8OvwfAgLXuUvaVCkmVW1DMdqNERETTz7gC/3PPPYc77rhj0ONz587N9c+nPcZToz5d+tRT6dI0Af8Q33tZ/dcQ9F9IzEXFREREU8u4An8gEBhyB9s333wTs2bNes8XVUryFu/uRZedid4Ii2hv9V9DgGHWEDj9BwADNiXL3jEgIiKi4hrXxlunnXYavv/978OyLADuD/6tW7fiO9/5Ds4888yCXuB0tn5TF65a3YKN7TGU+T2YHfajzO/BxvY4rlrdgvWbht+kbKI3wiIqBl1zS4bKhtiUbJ+aMuxbU4aGyiBmhf2oCvlQ7vfA79Wh8/uaiIioYMa1aDcWi+FjH/sYNmzYgHg8joaGBnR0dGDp0qX429/+hrKysmJc67hM1qJdKRU+/+tn8Nr2KCqCvr7dWN2ZeqUUOmIGFtWHcc8XjxoxtI+3vSfRdMc1BERENNWV9KLdSCSCp556Co8//jheeOEFSClx+OGH44QTThj3BZeaVc9uxbNbeiCVQsJIQwjA79EwKxxAud+DypAXrZ0JbNgRG7HLzkRuhEU0lYxnDUF2gMA1BERERHuMuw//2rVrsXbtWnR2dkJKiTfeeAOrVq0CAPz6178u2AVOR+s3deGnf38bliPh9QhoEFAA0pbE9p405lYFEfLqY+6ywz71RIONZQ2B5ewZCNh9dwm4foCIiGaacQX+66+/Ht///vdx5JFHor6+Pm9B6UwnpcLKda0wLAldAwQEhBAQALwaYEmFXfEM5kQC7LJDVGReXRt2YzIps3sQ9O1D4EiYtuSdASIiKjnjCvy//OUvcffdd+O8884r9PVMext2xNDamUBt2AdbKmQsB0LfE/w9GmDYErsTJpbMq2CXHaJJomkCAU0ftLGdUio3AMhuRJbdmIybkRER0XQ0rsBvmiaWLVtW6GspCdkNs/y6jllhP7b3pGE7yp3tF3vqjv0eDScvrsM/NnWxLp9oChFCwOcR8HkGNzGz+8L/njsDEpbNBcRERDS1jSvwX3jhhVi1ahWuueaaQl/PtNd/w6xyvwdzq4LYFTdg2A6UBAAFjyYQDnjwi8c37VVvfiKaXB5dg2eIEqGBHYWcvnUCtuz7PcuEiIhoEo058F922WW530sp8atf/QqPPfYYDjnkEHi93rxjb7/99sJd4TQzcMOscr8HZX4dGVPCchzsTpqwHYWelInqMj98ugbTkbne/CtOX8LQTzTNjNZRCHA3IXNyAwAJKZHbiMzu9xzLhoiIqNDGHPhfeumlvD+/733vAwC89tpreY/P9AW82Q2zrlrdgo6YgcqQF3539S6SpgNbKvg8GuorggCAjCVhS4mKgAe9aQsr17ViaVMNy3uISoyuiX4big0/OJBSwVFq0EDA7tdylAMDIiLaG2MO/I8//ngxr6OkLFtQixWnL8ltmBXt2zBrXlUIbd1JVJf5kTQd7IpnYNgSSrn1/R5Nw+s7oqP25iei0qVpbitf78g3DCD7BgS27Csdyms/ynUFRES0x7j78NPIhtowqytp4Io/vArTlmiPZuAot55fCEABMB0HRsrBU5u6GPiJaESaJuDTBHwYvLgY4MZkRES0BwN/EWU3zJJSYcOOGLZ2paCURGfMgqPcWf9sCZQAoAsBWyk8sqEDFx3XNKaynuy5uQsvEfU31o3J3IXGMjcIyA4OOCAgIiodDPxFtn5TV660x3IUohkblqPg0QAh9szMKShIBfg9OjpjmTGV9Qw8N7v9ENHeyG5MNnAvgqxsp6E9AwOVGyBwHQER0fTBwF9E6zd14arVLUgYNqpCPvh0DVJJ7E5asCUgIKHrAkq5HTw0ITA74kfKdNCdMvf63Oz2Q0SFlG1DOtyAoH870uw6AnvAImNHclBARDTZGPiLREqFletakTBs1EUCudKdqpAfPSkLUgF23wyZpgkEvO5GXbom4NUkqkO+vT53QNNRF9HQETPY7YeIim4s7UizawnyBwX57UhZPkREVFwM/EWyYUcMrZ0JVIV8ea1KAz4NIZ8HadOGEAKzwn6U+TwI+DQoqbC9N4N5VUFIpSClGjKwD3duwK3brQx50dqZYLcfIpp0+WsJhpfXepR3C4iICoqBv0i6UyYsR8Gn53fQEHBD/rZuB3bfjJbfo6E7aWJX3IBUQFtPGhff+8Kw9fjDnTvLr2uISjVqWRAR0VTh7lMw+t0Cq+8OgeWovDUGlsO7BEREw2HgL5LqkA9eXcB0JAIDfoiV+z2YHQmgK2HAciS29aaRMGxoAqiLBFAZ9I5Yjz/SuQHAcCS8mhixLIiIaLoRQsDnGb4Vqd0X/C0pYdl9v+8bFHAwQEQz2dD/atJ7trghgubZ5ehJWYN+0CilYNgS79+3Gnd+/kjMqwoi7Pdg4ZxyVJf5cjX9dRE/EoaDletaIfvdyh7t3L0pC82zy7G4ITIhHysR0VTg0TUEfToiAS9qyv2oqwigsTqE/WrL0FgdQn1FEDXlflQEvSjze+D36vBo/DFIRKWP/9IViaYJXLy8GeV+HR0xA2nLgZQKactBR8xAuV/HJcc3w6Np6EmamBX2QxMDyn8G1OPvzbkvXt7MBbtERH28fYOBiqA7GJgTCWBuZRDza9wBwfzqEBoqg5gTCaCmzI9wwIugjwMCIioNLOkpomULarHi9CW5XvlR6W62tag+nKvNX/fWrnHV44/l3ERENDohBDy6gGeYJQTZtQPuWgGZ93suJCai6YCBv8iWLajF0qaaYXfDfS/1+KOdm4iI3rvc2gHP4IkZKRXM7OJhW8Lq26mYgwEimkoY+CeApolh22Nm6/E3tsdRF9Hy2mxm6/EX1YeHrccf6dxERFRcmib2TNb485/LbkxmO8r9Jfd0FbId7lRMRBOHgb+IpFSjzr5n6/GvWt2CjpiBypAXfl2D4Uj0pizW4xMRTVPZjcn8w/yk5YCAiCYKA3+RrN/UlauvtxwFry6G7avPenwiopmHAwIimihClXhz4lgshoqKCkSjUUQiE9Omcv2mLly1ugUJw0ZVyAefrsF0JHr6ZuwH9tXPGssdASIiIoADAqKpwOfRMK8qNGnvP9acyxn+ApNSYeW6ViQMG3WRQK4mP6DpqIto6IgZWLmuFUubaoYs72E9PhERjQXvEBC5pFLYtDOJaMZERcCHBXPKoAlOmPbHwF9gG3bE0NqZQFXIl7cAFxjcV5/hnoiIioUDApoJXtrag1XPtqFtdxJWX0l0Y00ZzjmqEYfNr5rsy5syGPgLrDtljquv/lix7IeIiAphtAGBI/fsN2A77uDAchRsthylKeKlrT24fc1bSJkOIgEvIrqA5Shs3pXA7WvewmUnLmTo78PAX2Cj9dXP2A6UUnhnV3KvA/veLAQudRz4EBEVl64J6JqOgHfwz7Kh9h/gYIAmklQKq55tQ8p0UFvug4CbAfwegdpyH7oSJlY924ZDGytZ3gMG/oIbqa9+PGNhe28amhD42eOb9iqwD7cQeGN7HFetbhl2IXAp4sCHiGhyjbT/AO8M0ETYtDOJtt1JRALeXNjPEhAIB7xo253Epp1JLKwrn6SrnDqGrjuhccv21S/36+iIGUhbNpKGjR29Kby7OwXbUYgEPZgV9qHM78kF9vWbuoY958CFwAGv7v5j69VRF/EjYThYua4Vcgb8Q5od+Gxsj6HM78HssH/Mn0ciIio+ve/nUzjgRVWZD7PDAcytDGKfmjLsU1OGhsogZoX9qAr5UO73wO/VOQNLey2aMd2afX3o7x2fLmAphWhmfCXUpYaBvwiyffXrIn68uzuFzV1J7E5aUAAUgO6kha3dadhSjSmw781C4FLGgQ8R0fQ2aDAQcQcD+9ZyMEB7pyLgg1dza/aHYjoKXiFQEfBN8JVNTSzpKZINO6J4uzM+5DeiIxXSpo3tPRJzq4Kjdu4p9kLg6YIdkIiIStdIawb6lwlly4NMdhOa0RbMKUNjTRk270rk1fADgIJCPGOhaVY5Fswpm8SrnDoY+Ivgqbd34bY1b8GwFQTcWf2BFNwFJ7viBuZXB0cM7KMtBDYcCa8mUB0q7VEsBz5ERDMTBwM0kCYEzjmqEbeveQtdCRPhgBc+XcB03LAf8uk456hG3iHqw8BfYFIq/PDRt2DaEh4NcOQwxylAEwppy8buhAmPwLCBfaSFwEop9KYsLKoPY3HDxOwkPFk48CEiooE4GJi5DptfhctOXJjrwx9XbhlP06xy9uEfgIG/wDbsiKGtOwUBt8xEDTm/77L7BgOdcQMVIS+i6aFnprMLga9a3YKOmIHKkBd+XYPhSPSmLJT7dVy8vLnk21Jy4ENERHtjpMGA3ddWNDsA4GBgejpsfhUObazkTruj4KLdAutOmZBKIft9NpZvN11zA+vVD742bJeZ7ELgRfVhpAwbnQkDKcPGovrwjGnJObgDkgMpFdKWg46YMWMGPkRE9N55dA0Br45IwIvqvgXE86pC2Le2DPOrQ2ioDKI27EdlyO2q5/NoDJFTlCYEFtaV4/37VmNhXTm/TkPgDH+BVYd8CHp1ZCwJ03YgBDDSRIGuCTRWB1Hm86AjZmDlulYsbaoZMrQuW1CLpU01M3rDqezAJ9uHP9q3jfai+jD78BMRUUF4dA0eHWO6M9C/ZEjxzgBNUQz8BZYtO3l1Wy9sR8AZ5i+/JtywP68qiHK/FwDG1GVG08SM70DDgQ8REU2W0QYDVnazMbtvJ2IOBmgKYOAvsP719oAJ01bIWE5eJb8AEPJ5MCvsR7l/z5eAXWbGjgMfIiKaarKDgSDGNhgw+/7LwQAVGwN/EfQvO3l9RxSWI3MLgJQCfB4Ns8K+vLAPsMsMERFRqeJggCYTA3+RLFtQC6kUvvXHVxHyKVQEvSj363hndwoZS2Lr7hTmVARQXeZuFuF2mTExryqErqSBlm1RlqkQERHNACMNBqy+tQLumoG+gYHDwQDtHQb+IpFS4Y4nN8NyJOZXhyCEQMKwoeBuuuUoYEdvBtGUicqQHwnDgmFLtHUnccUfXoVXF2ieXc6FqERERDOYV9fg5WCA3iMG/iLZsCOG1s4EqkK+XNjf3pOGVG5XGVu6HfpTpkTaSsOjCQS8OqrL/PDpGkxHYmN7HFetbpkxbTeJiIho7DgYoLFi4C+S7pQJy3HDfcq00R5Nw5ESHl0AENCVggRQU+ZFT8qCVAqN1UFowt0aIaDpqItoo7bqJCIiIhpotMFA/92HORgofQz8RVId8kEqiXd2p9zRtXT/Ajl2tqjHFcs4kMpt02lYCsF+63WFEGNq1UlEREQ0Vu5gYPDeq0qpvFaiVr+9BjgYmN4Y+IskmjaRNB0YlsRwG74JAKYt3fivAFtKYMBInK06iYiIaCIIIeDVxbCDActRsOXgwYDlyEm4WtobDPxFIKXCLQ+/kQvzww2IPZqAEIDpuOU9+hAjA7bqJCIioskmhIDPI+DDKIMB220vysHA1MLAXwSrnt2KDTtikKPc+dL6Aj+cvh79yH+B26rTwqL6MBY3RIp0tURERETjlzcYGDA/OdRgoP/dAZoYDPwFJqXCfc9sHTXsZ49VAHThVvV3JSxomga/rsFwJHpTFsr9Oi5e3swFu0RERDTtcDAwNTDwF9iGHTG8szs5pmOlUgj6PKgIepGxHDRWh9AZyyAq3e4+i+rD7MNPREREJWksg4G89qKSg4HxYuAvsK6kgYztjOnY2WE/qst92BkzcVBDBHd94f3Y2BFHd8pEdcjHnXaJiIhoRsoNBjzDrxkYOBiwbNXXAIUGYuAvsN6kNewi3f4E3K20d8ZMlPt1XHRcE8M+ERER0Sg4GNh7DPwFVhXyQtcEpDNy6hcCcKTCovowjtu/Fnc8uRmtnQl3sy5doHl2Oct5iIiIiPbCaIMBM6+dqJoxgwEG/gKrKfcj6NVhOfawxwgA5y3dB586ohHRtImrH3wNCcNGVcgHn67BdCQ2tsdx1eoWrDh9CUM/ERER0XskhIDfo8M/RPodajCQbSvqjKUTyxTHwF9gi+rCo5bilPl1XHPKQdA0gS/c9SwSho26SACirw9/QNNRF9HQETOwcl0rljbVsLyHiIiIqEhGGgxImS0NUrBsdxCQHRxMFwz8BbaxIw5dALomhhwR6pqA36NhY0ccANDamUBVyJcL+1lCCFSGvGjtTGDDjhiWzKuYkOsnIiIioj00TSCg6e4f/PnPTZfZfwb+AutOmbAdQGDobwABBVu6xwGA5Sj4htjCGgD8uoaoVLljiYiIiGjq0KdJBQYDf4FVBr1IWw6UAvy6AITo69qjoJSCI4GkYSMS8MCjafDqAqYj94wc+zEcCa8mUB3yDXqOiIiIiGgshp5apvckV50j3M21bNm3+EMCEoAtFa7/8wZE0yaaZ5ejJ2VBDejlqZRCb8pC8+xyLG6ITPjHQERERESlgYG/wHrTFgJeHUoBhu32gpUKeQU+GoAtu5K4+sHXcNz+tSj36+iIGUhbDqRUSFsOOmIGyv06Ll7ezAW7RERERDRuDPwFVh3yQSmFEbu5CqC23I+E4eDJt7tw4ycPxqL6MFKGjc6EgZRhY1F9mC05iYiIiOg9Yw1/gR0wuxwp0xnxGKmAoE+H0ARaOxOoCPpwzxePwoYdMe60S0REREQFxcBfYH95rQNSjd6iaWfMwOywP9eFR9MEW28SERERUcEx8BfY9t4UFACvJmCN0Ju1O2XC59HecxceKRXvDBARERHRsBj4C2xuZchdGCEAAQzTjd8N6p3xDI7er2bcXXjWb+rCynWtaO1MwHIUvLpA8+xyXLy8mbX/RERERASAi3YL7tRD6hEOemE7atiwDwCacGv5P3Jw3bhm5Ndv6sJVq1uwsT2GMr8Hs8N+lPk92Ngex1WrW7B+U9e4PwYpFVq2RbHurV1o2RaFnCa7yBERERHRYJzhLzCPR8Olxzfj5r+9AWeYnKwJIODV4dE1NFaH9vo9pFRYua4VCcNGXSQA0df4P6DpqIto6IgZWLmuFUubavZ6MMG7BkRERESlhTP8RfDl45rx+WX7YmDU1gBUhbxoqi1HXUUAZT59XPX7G3bE0NqZQGXQi4wlEc9YSJsOlFIQQqAy5EVrZwIbdsT26rzFvGtARERERJODM/xFcs0pB+Gtjjhe2R5FyKPB59FREfJAExqUUuiIGVhUHx5X/X53ykTScBBNWzAdCaXc3X39Hg2zwgGEvHqu+89YFfOuARERERFNHs7wF4mmCVz6wQWoLfNBQiDg0wElCrKLblt3CgnTRsZyoAkBjyagCYG0JbG9J42etLnX3X+ydw2qQr5c2M96L3cNiIiIiGhyMfAX0bIFtVhx+pKC7qIrpcLDr3UgO04Qwg3kmhDwagKOktgVN9A0q2yv7h50p0xYjoJPH/pbwq9rsPbyrgERERERTT6W9BTZsgW1WNpUU7Be+Rt2xLB5VwKzwwHsihuwHQVdc4O/AgAFSAAfObh+r96jOuSDVxcwHYmApg963nDke94zgIiIiIgmHgP/BCjkLrrZmfjZYR98Hg274gYM24GSbugfb/efxQ0RNM8ux8b2OOoiWl5Zj1IKvSlr3GsOiIiIiGjyMPBPM/1n4sv9HpT5dWRMCVtKeDQNEAopw9nrmXhNE7h4eTOuWt2CjpiBypAXfl2D4Uj0pqz3tOaAiIiIiCYPa/gnQCE3ssrOxPekLLcNJwSCPh3hgBcBr4belI3m2eXjmokvxpoDIiIiIppcnOEvspE2shpPbX+xZ+ILveaAiIiIiCaXUEqNf7p5GojFYqioqEA0GkUkMrH159mNrBKGjaqQDz5dg+lI9KQs6BowO+zH7oQ5rh1t8wYSUsGrcUdcIiIioplkrDmXgb9IpFT4wl3PYmN7LG8jKwCIZyxs7U5B1wT2qQ7B79FzA4Fyvz7m8hkpFWfiiYiIiGaoseZclvQUyXAbWSkodCVM7HlEQNPEuHa0LWT3HyIiIiIqTVy0WyTDbWSVMSUM24GuCSgF2FLmnuOOtkRERERUaJzhL5LqkA8eDYhlLOiagEfTEPBqsKWEUoDQAAG4rTT78esaotzRloiIiIgKhIG/SKJpE2lbIhY3oAkBIQC/R0Mk4AWg4DhA0Kcj4M0P/NzRloiIiIgKiYG/CNZv6sLVD74GpRQ0Idx++UIgbTkwbAkFQAGoLfdzR1siIiIiKioG/gKTUmHlulYkDBuNVSEkTQe74gYM2wEU4CiFkE9HyKcjYeyp5U9bDtKmg4qghzvaEhEREVHBMPAX2MDuPOV+D8r8OjKmhC0lHKngSIVLPrgA9z+3FW92JHILd726hsbq4CR/BERERERUStilp8CG6s4jIBD06QgHvIgEvLCkQjxjI5axEfLpqIsEsG9NGRqrg2iPGrhqdQvWb+qaxI+CiIiIiEoFA3+BVYd88OoCpiOHfN5wJDwCeGRDB5KGjXlVQdSU+1Hm9yDo9aAu4kfCcLByXSukLOk90YiIiIhoAjDwF9jihgiaZ5ejJ2Uhu4mxgkLadBBLm+hKGJgTCaIzlhm0KRfAXvxEREREVFgM/AWmaQIXL29GuV9HR8xAd9LEll1JvLM7ga3dacQzNnrTJpKmM2hTriy/rsFiL34iIiIiKgAG/iJYtqAWK05fgvoKPzpiGaQsB4Doq9f3ozdlIWHY6E1bQ76evfiJiIiIqFDYpadIljbVoCLoRdivoyLog1d3d9oVQqAyKPFWZwKd8QwqQx5oYs+4i734iYiIiKiQOMNfJBt2xLB5VxKzwgFEgl4EfXquXl/TNMwK+yEVsL03g7TlQEqFtOWgI2ag3K+zFz8RERERFQRn+ItkqPac/VUFfUgaDuZWBtGTNBGVCl5NYFF9GBcvb8ayBbUTfMVEREREVIoY+Iukf3vOgKYPet5wJMp8OlacvgSaEOhOmagO+bC4IcKZfSIiIiIqGAb+Ism259zYHkddRMtrv9m/Tn/J3AoG/DGSUmHDjhgHR0RERER7gYG/SLLtOa9a3YKOmIHKkBd+XYPhSPSmLNbp76X1m7qwcl0rWjsTsBwFry7QPLuc5U9EREREo+Ci3SLKtudcVB9GyrDRmTCQMmwsqg9jxelLGFTHaP2mLly1ugUb22Mo83swO+zuTLyxPY6rVrdg/aauyb5EIiIioimLM/xFtmxBLZY21bAUZZykVFi5rhUJw0ZdJJArjQpoOuoiGjpiBlaua8XSphp+TomIiIiGwBn+Ihtr3bmUCi3bolj31i60bItCSjUJVzv1bNgRQ2tnAlUhX946CADungYhL1o7E9iwIzZJV0hEREQ0tXGGv4jGWnfO+vThjdbe1K9riEqF7pQ5wVdGREREND1whr9Ixlp3zvr0kfVvbzoUw5HwagLVId8EXxkRERHR9MDAXwQD684DXh2aJhDw6qiL+JEwbNz6yJv4+8aduPWRNxHPWMMc52DlulbYtpyx5T7Z9qY9KQtK5X/c2famzbPLsbghMklXSERERDS1saSnCEaqO0+aDpKGg5Ztvfja/S8jZdjwe3QkTQfl/j1fjmx9+us7ovjUHU+jM5aZkeU+bG9KRERE9N5whr8IsnXnXl0gbTqIZyykDBu7kwbaulMwLAcKQMDjfvoNx8H2njQShp13HsuW6ElZ2LwrMaPLfdjelIiIiGj8OMNfBNUhH6RS2NKVgu1IOFJhYAW6UIBS7gy2AOAohV3xDMp8ZRBCQCmFzrgBAJhV7kfAqwOYue0o2d6UiIiIaHwY+IsgmjaRNG1krKEXmgKAAhDLWNA1AdtR0DXAsCUylkTQpyNtOjBsB36PjqBfz3vtwHaUS+ZVFPkjmho0TcyYj5WIiIioUFjSU2BSKtzx5OZRP7GaAJy+xbcCgOMoSAVYjkTacrArYUIAmB3xw70HkM+va7DYjpKIiIiIRsHAX2AbdsSwaWccGDKm7yEV4CjAsCQiQQ88ugalFHanTCQzFppmlaEy5Bu2/zzbURIRERHRWDDwF1h3ykTakrAcCc8Y6ssVgN1JC4YtIQD4NIE5FUFcduL+OKghwnaURERERPSeMPAXWHXIB00AEoAQGHGWfyCvriHo07GtJ43v/e8GHLd/Lcr9OjpiBv7/9u4/Pqrqzv/4+975lUySCQQSkkBECCA/miqV8iOUBV3BamuttrZdbFG3uoKlllqLqN2KrYvV+mvVln63dQFbRYsVHjy2uup21yigVii0NKT8CChQSEP4NRkSJjNzz/ePbGYNYJuEzExy83o+HvN4mHvvzHzmGD3vOTn3nOZYQo5j1BxLqC4cZTlKAAAAdAiBv5uNKw3pnAE5MsbIyMjqRB6PJRwdamxRbsCjSDShN3Y26L7PfoTlKAEAANBlrNLTzWzb0u2zRunGpzcqGnPksVvn63fouZalhDFqiEQ1KJSl2vqI8rP9WnHDRJajBAAAQJdkfIT/z3/+s7785S9rwIABCgaDuuCCC7Rp06bkeWOMFi9erNLSUmVnZ2vGjBmqrq7OYMV/2ydGFupbM0cp4LPlmM5N6/HalqJxR8YouQpP23KU00cVqmJIPmEfAAAAHZbRwH/06FFNnTpVPp9PL7/8srZt26aHH35Y/fr1S17z4IMP6pFHHtGTTz6pd999V8XFxZo5c6YaGxszV3gH3PR35frZnAn66JB+6p/jl+d/5/N7/kpWjztGjmNkjNQcS7AKDwAAAM6aZU5dAiaNFi1apPXr1+vNN98843ljjEpLS7VgwQLdcccdkqRoNKpBgwbpgQce0M033/w33yMcDis/P1/Hjx9XKJT+FW0cx6j6QFjrdh3Sig3v6VAkqsSH78fV+qXAlnIDPlUMydeKGyYyog8AAIDTdDTnZnSEf+3atZowYYKuueYaFRUVafz48frpT3+aPL9nzx7V1dVp1qxZyWOBQEDTp0/Xhg0bzvia0WhU4XC43SOT2qbjzJsxQvMvHimvfeYmb4v0bd++8rO9rMIDAACAs5bRwL97924tXbpUI0eO1CuvvKK5c+fq1ltv1dNPPy1JqqurkyQNGjSo3fMGDRqUPHeq+++/X/n5+clHWVlZaj9EJ5QVBBXK8qk4PyCvbcljW/J5LNnW/wV9SRrSP6j7r/4oq/AAAADgrGU08DuOo4997GNasmSJxo8fr5tvvlk33XSTli5d2u4665S1LY0xpx1rc+edd+r48ePJx759+1JWf2cVBP3yeSzlBXwqKwgq2+eR1Lo6j8e25LUt5Qa8euwLFxD2AQAA0C0yGvhLSko0duzYdsfGjBmjvXv3SpKKi4sl6bTR/Pr6+tNG/dsEAgGFQqF2j55iXGlI5UW5OtoUU47fo3MHBlWYF5DXY0nGKOEYtcQdPfTadm3Y1ZDpcgEAAOACGQ38U6dO1fbt29sd27Fjh4YOHSpJGjZsmIqLi/Xaa68lz7e0tKiqqkqVlZVprbU72LaledPLk7vnHj0R06FwVLF46128Po+lwjy//lQX0V2rtxL6AQAAcNYyGvi/+c1v6u2339aSJUu0a9cuPfvss/q3f/s3fe1rX5PUOpVnwYIFWrJkiVavXq0//vGPuv766xUMBjV79uxMlt5llSMGaslVFRpdnKeGSFRxY2TblrL9Hg3uH1RBTkDFoYAi0YSWVtXK6eiuXQAAAMAZZHSn3Y9//ONavXq17rzzTn3ve9/TsGHD9Nhjj+naa69NXrNw4UI1Nzfrlltu0dGjRzVp0iS9+uqrysvLy2DlZ6dyxEDlBLz66op35ffYCvq9yvLZyfsSLMtSv6BPtfURVR8Iq2JIfoYrBgAAQG+V0XX40yHT6/B/mKodh3T7L3+vorzAGZfedByj+khUD11zvqaPKsxAhQAAAOjJesU6/H1Z24o9LR+yC1c04bDTLgAAAM4agT9DxhTnqSiUpb+Eo2qKxvXBP7QYY3SsKabyolyNK+05f5UAAABA75PROfx91YZdDVpaVat9R5p0IhpTJBpTwOtRUV5APq+tY00x5QY87LQLAACAs0bgT7MNuxp01+qtikTjKsjxKzfLq/pwVNF4QvuONql/0KexpfmaN72czbcAAABw1gj8aeQ4RkurahWJxlUcypJlWcryeZSX5VVzNKGGSFRlBTladt3H5fUy2woAAABnj1SZRtUHwqqtjyjb51EkGldzS0JGRpYsBQNeFYayVB8+qZq6xkyXCgAAAJdghD+N1u06pEOR6P/eoGvJsqSA16PCvIByA14FPLaOO0ZHmloyXSoAAABcghH+NFm385CeWrdH8UTrajxejyXbsnQyltCfjzYrEo2zFCcAAAC6HSP8abBu5yHNX7lZx5tiMpLijpRwHPm8trweS/GEUX34pLL9Ho0pCbEUJwAAALoNI/wptmFXg779wh8Ubo7J67Hk87Qus2kktcQdJRwjy5KaYwn5PTZLcQIAAKBbMcKfQm2r8pyIxmVbljyWJcuyZMko7jhyjBRPGHlsSx7b0lemnJuypTgdx6j6QFhHmlpUEPRrXGmILxYAAAB9AIE/hdpW5cnP9qk5llDrrbqSx7ZkW7YSxsgxRgNy/LIt6RMpCvttG33V1kcUSxj5PJbKi3JZ6x8AAKAPYEpPCh1palEsYZQX8CrgtRV3zP+u0CNZVuuovox0MpbQiEF5KZm737bRV83BsHICXhXlBZQT8KrmYKPuWr1VG3Y1dPt7AgAAoOcg8KdQQdAvn8dSzDEqzMuSx2r9Z8e0Bv+EY2Qk5QS8KZm7f+pGX1k+j2y7dbOv4lBAkWhCS6tq5TimW98XAAAAPQeBP4XGlYZUXpSro00x5fg9Gtw/W1leSwnHUUvCUTxhlJfl1YOf/2hKpta0TSnqH/TLstp/mbAsS/2CPtXWR1R9INzt7w0AAICegcCfQrZtad70cuUGPKoLRxWNJyRZMsaSMZJlSWX9g7Kt1Nw82zalyO8587/mgMdWjI2+AAAAXI3An2KVIwZqyVUVKskP6C/hqJpaErIso6Dfo5L8bNWFoymbS982pagl4ZzxPBt9AQAAuB+BPw0mDx+g/Gy/8gJenVOQrXMH5GpYYY4KcvwpnUv/wSlFbTcLtzHG6FhTTOVFuWz0BQAA4GIE/jSoPhDW7kMRFeYFFMr2K8tv62SLo8aTMZ2MOeoX9J42l95xjLbuP66qHYe0df/xLn0ZOHVKUXMsIccxao4lVBeOKjfgYaMvAAAAl2Md/jT44Fz6SDSuQ42t8/nbBt09tuTzeHQ4EpXUvevmt00panu9446Rz7Y0piSPdfgBAAD6AAJ/GrTNpT/WHNOhxqgcY2RZkmNM6267jhSNx3Xfr7dpZ32jnnlnryLRuPoH/fJ7bLUknOS6+UuuquhS6J88fAA77QIAAPRBBP40GFca0vDCXL2z57Acx8hj24olHJ06See9wyf08Gs75PfYOqcgmFxKM8v2qDhkqy4c1dKqWk0ePqDTYd22LVUMye+mTwQAAIDegjn8aWDblj75kWK1TcM/Nexbknx261Kd0Vjr+vynYt18AAAAdAWBP03KCoLK9Xvl99rJsG9Jsi3J57Hl8ViSLFlq/UJwMnb6Upqsmw8AAIDOYkpPmhQE/coJeBQ0tlriUdmWJdtuDfiWZSXn9UuSIynuOJI87V6DdfMBAADQWYzwp0nbmvjNMUe23Rr2bcuSZVkyMko4Rlk+T+tfAIyR55Tdd1k3HwAAAF1B4E+TtjXx87Nb/6gSTzhyjCPHGMUTRrZlaWCuX36vLb/X1rHmGOvmAwAA4KwR+NOocsRA3X/1RzW6OE+yLLXEjRKOo4DXVmFe6467/YN+fWvmKI0tDakpGld9JKqmaFxjSvK6tCQnAAAA+jbLGNP5LVx7kXA4rPz8fB0/flyhUM+YCuM4Rs/+dq9W/nav6sOtm22durmW4xjWzQcAAMCH6mjOJfBnEKEeAAAAXdXRnMsqPRnEZlgAAABINebwAwAAAC5G4AcAAABcjMAPAAAAuBhz+HsYbuQFAABAdyLw9yAbdjVoaVWtausjiiXMaUt1AgAAAJ3FlJ4eYsOuBt21eqtqDoaVE/CqKC+gnIBXNQcbddfqrdqwqyHTJQIAAKAXIvD3AI5jtLSqVpFoXMWhLGX5PLJtS1k+j4pDrTvwLq2qleO4essEAAAApACBvweoPhBWbX1E/YN+WVb7+fqWZalf0Kfa+oiqD4QzVCEAAAB6KwJ/D3CkqUWxhJHfc+Z/HQGPrZhjdKSpJc2VAQAAoLcj8PcABUG/fB5LLQnnjOejCUc+21JB0J/mygAAANDbEfh7gHGlIZUX5epoU0zGtJ+nb4zRsaaYyotyNa40lKEKAQAA0FsR+HsA27Y0b3q5cgMe1YWjao4l5DhGzbGE6sJR5QY8mje9nPX4AQAA0GkE/h6icsRALbmqQmNK8tQUjas+ElVTNK4xJXlaclUF6/ADAACgS9h4qwepHDFQk4cPYKddAAAAdBsCfw9j25YqhuRnugwAAAC4BFN6AAAAABcj8AMAAAAuRuAHAAAAXIzADwAAALgYgR8AAABwMQI/AAAA4GIEfgAAAMDFCPwAAACAixH4AQAAABcj8AMAAAAuRuAHAAAAXIzADwAAALgYgR8AAABwMQI/AAAA4GIEfgAAAMDFCPwAAACAixH4AQAAABcj8AMAAAAuRuAHAAAAXIzADwAAALgYgR8AAABwMQI/AAAA4GLeTBfQFziOUfWBsI40tagg6Ne40pBs28p0WQAAAOgDCPwptmFXg5ZW1aq2PqJYwsjnsVRelKt508tVOWJgpssDAACAyzGlJ4U27GrQXau3quZgWDkBr4ryAsoJeFVzsFF3rd6qDbsaMl0iAAAAXI7AnyKOY7S0qlaRaFzFoSxl+TyybUtZPo+KQwFFogktraqV45hMlwoAAAAXI/CnSPWBsGrrI+of9Muy2s/XtyxL/YI+1dZHVH0gnKEKAQAA0Bcwhz9FjjS1tM7Zty01tyQUdxx5bVtZPluWZSngsXXcMTrS1JLpUgEAAOBiBP4UKQj65RhH7x1uUsxxZIxkWVLAa6swL0se25LPtlQQ9Ge6VAAAALgYgT9Fjje36ERLQtGYI5/XkseyZCQ1xxz9+WiTsnxenV+Wr3GloUyXCgAAABcj8KeA4xj9vzd2K+C1lUgYOY5k2a0j/B5LiiWMbDuhm/9uOOvxAwAAIKUI/CnQdsNuUV6W4jlGhxqjisYTMk5r6M/yeRT0e5SfzXQeAAAApBaBPwXabtj1e2xl+SzlBDw62eIkb9z1ey0dirRwwy4AAABSjsCfAgVBv3weSy0JR1m2R5YsZfs9kjySpOZYght2AQAAkBasw58C40pDKi/K1dGmmIxpv7GWMUbHmmIqL8rlhl0AAACkHIE/BWzb0rzp5coNeFQXjqo5lpDjGDXHEqoLR5Ub8Gje9HJu2AUAAEDKEfhTpHLEQC25qkJjSvLUFI2rPhJVUzSuMSV5WnJVhSpHDMx0iQAAAOgDmMOfQpUjBmry8AGqPhDWkaYWFQT9GlcaYmQfAAAAaUPgTzHbtlQxJD/TZQAAAKCPYkoPAAAA4GIEfgAAAMDFCPwAAACAixH4AQAAABcj8AMAAAAuRuAHAAAAXIzADwAAALgYgR8AAABwMQI/AAAA4GIEfgAAAMDFCPwAAACAixH4AQAAABfzZroAN3Mco+oDYR1palFB0K9xpSHZtpXpsgAAANCHEPhTZMOuBi2tqlVtfUSxhJHPY6m8KFfzppercsTATJcHAACAPoIpPSmwYVeD7lq9VTUHw8oJeFWUF1BOwKuag426a/VWbdjVkOkSAQAA0EcQ+LuZ4xgtrapVJBpXcShLWT6PbNtSls+j4lBAkWhCS6tq5Tgm06UCAACgDyDwd7PqA2HV1kfUP+iXZbWfr29ZlvoFfaqtj6j6QDhDFQIAAKAvIfB3syNNLYoljPyeMzdtwGMr5hgdaWpJc2UAAADoiwj83awg6JfPY6kl4ZzxfDThyGdbKgj601wZAAAA+iICfzcbVxpSeVGujjbFZEz7efrGGB1riqm8KFfjSkMZqhAAAAB9CYG/m9m2pXnTy5Ub8KguHFVzLCHHMWqOJVQXjio34NG86eWsxw8AAIC0IPCnQOWIgVpyVYXGlOSpKRpXfSSqpmhcY0rytOSqCtbhBwAAQNqw8VaKVI4YqMnDB7DTLgAAADKKwJ9Ctm2pYkh+pssAAABAH8aUHgAAAMDFCPwAAACAixH4AQAAABcj8AMAAAAuRuAHAAAAXIzADwAAALgYgR8AAABwMQI/AAAA4GIZDfyLFy+WZVntHsXFxcnzxhgtXrxYpaWlys7O1owZM1RdXZ3BigEAAIDeJeMj/OPGjdPBgweTj61btybPPfjgg3rkkUf05JNP6t1331VxcbFmzpypxsbGDFYMAAAA9B4ZD/xer1fFxcXJR2FhoaTW0f3HHntMd999t66++mp95CMf0YoVK9TU1KRnn302w1UDAAAAvUPGA//OnTtVWlqqYcOG6Utf+pJ2794tSdqzZ4/q6uo0a9as5LWBQEDTp0/Xhg0bPvT1otGowuFwuwcAAADQV2U08E+aNElPP/20XnnlFf30pz9VXV2dKisrdfjwYdXV1UmSBg0a1O45gwYNSp47k/vvv1/5+fnJR1lZWUo/AwAAANCTZTTwX3bZZfrc5z6niooKXXLJJfr1r38tSVqxYkXyGsuy2j3HGHPasQ+68847dfz48eRj3759qSkeAAAA6AUyPqXng3JyclRRUaGdO3cmV+s5dTS/vr7+tFH/DwoEAgqFQu0eAAAAQF/VowJ/NBpVTU2NSkpKNGzYMBUXF+u1115Lnm9paVFVVZUqKyszWCUAAADQe3gz+ea33367rrjiCp1zzjmqr6/Xfffdp3A4rOuuu06WZWnBggVasmSJRo4cqZEjR2rJkiUKBoOaPXt2JssGAAAAeo2MBv79+/frH/7hH9TQ0KDCwkJNnjxZb7/9toYOHSpJWrhwoZqbm3XLLbfo6NGjmjRpkl599VXl5eVlsmwAAACg17CMMSbTRaRSOBxWfn6+jh8/znx+AAAAuEZHc26PmsMPAAAAoHsR+AEAAAAXI/ADAAAALkbgBwAAAFyMwA8AAAC4GIEfAAAAcDECPwAAAOBiBH4AAADAxTK6025f4DhG1QfCOtLUooKgX+NKQ7JtK9NlAQAAoI8g8KfQhl0NWlpVq9r6iGIJI5/HUnlRruZNL1fliIGZLg8AAAB9AFN6UmTDrgbdtXqrag6GlRPwqigvoJyAVzUHG3XX6q3asKsh0yUCAACgDyDwp4DjGC2tqlUkGldxKEtZPo9s21KWz6PiUECRaEJLq2rlOCbTpQIAAMDlCPwpUH0grNr6iPoH/bKs9vP1LctSv6BPtfURVR8IZ6hCAAAA9BUE/hQ40tSiWMLI7zlz8wY8tmKO0ZGmljRXBgAAgL6GwJ8CBUG/fB5LLQnnjOejCUc+21JB0J/mygAAANDXEPhTYFxpSOVFuTraFJMx7efpG2N0rCmm8qJcjSsNZahCAAAA9BUE/hSwbUvzppcrN+BRXTiq5lhCjmPUHEuoLhxVbsCjedPLWY8fAAAAKUfgT5HKEQO15KoKjSnJU1M0rvpIVE3RuMaU5GnJVRWsww8AAIC0YOOtFKocMVCThw9gp10AAABkDIE/xWzbUsWQ/EyXAQAAgD6KKT0AAACAixH4AQAAABcj8AMAAAAuRuAHAAAAXIzADwAAALgYgR8AAABwMQI/AAAA4GIEfgAAAMDFCPwAAACAixH4AQAAABcj8AMAAAAuRuAHAAAAXIzADwAAALgYgR8AAABwMQI/AAAA4GIEfgAAAMDFCPwAAACAixH4AQAAABcj8AMAAAAuRuAHAAAAXMyb6QJSzRgjSQqHwxmuBAAAAOg+bfm2Le9+GNcH/sbGRklSWVlZhisBAAAAul9jY6Py8/M/9Lxl/tZXgl7OcRwdOHBAeXl5siwr7e8fDodVVlamffv2KRQKpf39+xraO71o7/SivdOL9k4/2jy9aO/0SkV7G2PU2Nio0tJS2faHz9R3/Qi/bdsaMmRIpstQKBTiP6Y0or3Ti/ZOL9o7vWjv9KPN04v2Tq/ubu+/NrLfhpt2AQAAABcj8AMAAAAuRuBPsUAgoHvuuUeBQCDTpfQJtHd60d7pRXunF+2dfrR5etHe6ZXJ9nb9TbsAAABAX8YIPwAAAOBiBH4AAADAxQj8AAAAgIsR+AEAAAAXI/B3gx//+McaNmyYsrKydOGFF+rNN9/8q9dXVVXpwgsvVFZWloYPH66f/OQnaarUHTrT3i+++KJmzpypwsJChUIhTZkyRa+88koaq+39Ovv73Wb9+vXyer264IILUlugy3S2vaPRqO6++24NHTpUgUBA5eXl+vd///c0Vdv7dba9n3nmGZ1//vkKBoMqKSnRDTfcoMOHD6ep2t7tjTfe0BVXXKHS0lJZlqU1a9b8zefQX3ZdZ9ub/vLsdOX3u006+ksC/1l6/vnntWDBAt19993avHmzpk2bpssuu0x79+494/V79uzR5ZdfrmnTpmnz5s266667dOutt+pXv/pVmivvnTrb3m+88YZmzpypl156SZs2bdJFF12kK664Qps3b05z5b1TZ9u7zfHjxzVnzhz9/d//fZoqdYeutPcXvvAF/eY3v9FTTz2l7du3a+XKlRo9enQaq+69Otve69at05w5c/TVr35V1dXVWrVqld59913deOONaa68dzpx4oTOP/98Pfnkkx26nv7y7HS2vekvz05n27tN2vpLg7MyceJEM3fu3HbHRo8ebRYtWnTG6xcuXGhGjx7d7tjNN99sJk+enLIa3aSz7X0mY8eONffee293l+ZKXW3vL37xi+Y73/mOueeee8z555+fwgrdpbPt/fLLL5v8/Hxz+PDhdJTnOp1t7x/+8Idm+PDh7Y49/vjjZsiQISmr0a0kmdWrV//Va+gvu09H2vtM6C+7pjPtna7+khH+s9DS0qJNmzZp1qxZ7Y7PmjVLGzZsOONz3nrrrdOuv/TSS7Vx40bFYrGU1eoGXWnvUzmOo8bGRhUUFKSiRFfpansvW7ZMtbW1uueee1Jdoqt0pb3Xrl2rCRMm6MEHH9TgwYM1atQo3X777Wpubk5Hyb1aV9q7srJS+/fv10svvSRjjP7yl7/ohRde0Kc+9al0lNzn0F9mFv1l6qWzv/Sm/B1crKGhQYlEQoMGDWp3fNCgQaqrqzvjc+rq6s54fTweV0NDg0pKSlJWb2/XlfY+1cMPP6wTJ07oC1/4QipKdJWutPfOnTu1aNEivfnmm/J6+d9LZ3SlvXfv3q1169YpKytLq1evVkNDg2655RYdOXKEefx/Q1fau7KyUs8884y++MUv6uTJk4rH4/rMZz6jJ554Ih0l9zn0l5lFf5la6e4vGeHvBpZltfvZGHPasb91/ZmO48w6295tVq5cqcWLF+v5559XUVFRqspznY62dyKR0OzZs3Xvvfdq1KhR6SrPdTrz++04jizL0jPPPKOJEyfq8ssv1yOPPKLly5czyt9BnWnvbdu26dZbb9V3v/tdbdq0Sf/5n/+pPXv2aO7cuekotU+iv8wM+svUykR/yRDcWRg4cKA8Hs9po0H19fWnjUq0KS4uPuP1Xq9XAwYMSFmtbtCV9m7z/PPP66tf/apWrVqlSy65JJVlukZn27uxsVEbN27U5s2bNX/+fEmtgdQYI6/Xq1dffVUXX3xxWmrvjbry+11SUqLBgwcrPz8/eWzMmDEyxmj//v0aOXJkSmvuzbrS3vfff7+mTp2qb3/725Kkj370o8rJydG0adN03333MeLczegvM4P+MvUy0V8ywn8W/H6/LrzwQr322mvtjr/22muqrKw843OmTJly2vWvvvqqJkyYIJ/Pl7Ja3aAr7S21jlRcf/31evbZZ5lr2wmdbe9QKKStW7dqy5YtycfcuXN13nnnacuWLZo0aVK6Su+VuvL7PXXqVB04cECRSCR5bMeOHbJtW0OGDElpvb1dV9q7qalJtt2+2/R4PJL+b+QZ3Yf+Mv3oL9MjI/1lym4H7iOee+454/P5zFNPPWW2bdtmFixYYHJycsx7771njDFm0aJF5itf+Ury+t27d5tgMGi++c1vmm3btpmnnnrK+Hw+88ILL2TqI/QqnW3vZ5991ni9XvOjH/3IHDx4MPk4duxYpj5Cr9LZ9j4Vq/R0Tmfbu7Gx0QwZMsR8/vOfN9XV1aaqqsqMHDnS3HjjjZn6CL1KZ9t72bJlxuv1mh//+MemtrbWrFu3zkyYMMFMnDgxUx+hV2lsbDSbN282mzdvNpLMI488YjZv3mzef/99Ywz9ZXfrbHvTX56dzrb3qVLdXxL4u8GPfvQjM3ToUOP3+83HPvYxU1VVlTx33XXXmenTp7e7/vXXXzfjx483fr/fnHvuuWbp0qVprrh360x7T58+3Ug67XHdddelv/BeqrO/3x9E4O+8zrZ3TU2NueSSS0x2drYZMmSIue2220xTU1Oaq+69Otvejz/+uBk7dqzJzs42JSUl5tprrzX79+9Pc9W90//8z//81f8f0192r862N/3l2enK7/cHpbq/tIzh75AAAACAWzGHHwAAAHAxAj8AAADgYgR+AAAAwMUI/AAAAICLEfgBAAAAFyPwAwAAAC5G4AcAAABcjMAPAOgWM2bM0IIFC3rM6wBApr3xxhu64oorVFpaKsuytGbNmk6/xi9/+UtdcMEFCgaDGjp0qH74wx92+jW8nX4GAADd4PXXX9dFF12ko0ePql+/fsnjL774onw+X+YKA4BucuLECZ1//vm64YYb9LnPfa7Tz3/55Zd17bXX6oknntCsWbNUU1OjG2+8UdnZ2Zo/f36HX4cRfgBAj1JQUKC8vLxMlwEAZ+2yyy7Tfffdp6uvvvqM51taWrRw4UINHjxYOTk5mjRpkl5//fXk+Z///Of67Gc/q7lz52r48OH61Kc+pTvuuEMPPPCAjDEdroPADwC93IwZMzR//nzNnz9f/fr104ABA/Sd73wn2RkcPXpUc+bMUf/+/RUMBnXZZZdp586dyecvX75c/fr105o1azRq1ChlZWVp5syZ2rdvX/Ka66+/Xp/97Gfbve+CBQs0Y8aMD63rF7/4hSZMmKC8vDwVFxdr9uzZqq+vlyS99957uuiiiyRJ/fv3l2VZuv7665Of54NTejpa/yuvvKIxY8YoNzdXn/zkJ3Xw4MGuNCcApM0NN9yg9evX67nnntMf/vAHXXPNNfrkJz+Z/H9cNBpVVlZWu+dkZ2dr//79ev/99zv8PgR+AHCBFStWyOv16p133tHjjz+uRx99VD/72c8ktYb1jRs3au3atXrrrbdkjNHll1+uWCyWfH5TU5P+5V/+RStWrND69esVDof1pS996axqamlp0fe//339/ve/15o1a7Rnz55kqC8rK9OvfvUrSdL27dt18OBB/eu//usZX6ej9T/00EP6+c9/rjfeeEN79+7V7bffflb1A0Aq1dbWauXKlVq1apWmTZum8vJy3X777frEJz6hZcuWSZIuvfRSvfjii/rNb34jx3G0Y8cOPfbYY5LUqUEN5vADgAuUlZXp0UcflWVZOu+887R161Y9+uijmjFjhtauXav169ersrJSkvTMM8+orKxMa9as0TXXXCNJisVievLJJzVp0iRJrV8gxowZo9/+9reaOHFil2r6x3/8x+Q/Dx8+XI8//rgmTpyoSCSi3NxcFRQUSJKKiorazeH/oJ07d3a4/p/85CcqLy+XJM2fP1/f+973ulQ3AKTD7373OxljNGrUqHbHo9GoBgwYIEm66aabVFtbq09/+tOKxWIKhUL6xje+ocWLF8vj8XT4vRjhBwAXmDx5sizLSv48ZcoU7dy5U9u2bZPX600GeUkaMGCAzjvvPNXU1CSPeb1eTZgwIfnz6NGj1a9fv3bXdNbmzZt15ZVXaujQocrLy0tO/9m7d2+HX6OmpqZD9QeDwWTYl6SSkpLk9CEA6Ikcx5HH49GmTZu0ZcuW5KOmpib5F0/LsvTAAw8oEono/fffV11dXXIQ5txzz+3wezHCDwB9kDGm3RcESaf9/MFjtm2fdoPYB6fUnOrEiROaNWuWZs2apV/84hcqLCzU3r17demll6qlpaVTdXak/lNX9bEsq1M3tAFAuo0fP16JREL19fWaNm3aX73W4/Fo8ODBkqSVK1dqypQpKioq6vB7EfgBwAXefvvt034eOXKkxo4dq3g8rnfeeSc5Jebw4cPasWOHxowZk7w+Ho9r48aNyZGj7du369ixYxo9erQkqbCwUH/84x/bvceWLVs+dPnMP/3pT2poaNAPfvADlZWVSZI2btzY7hq/3y9JSiQSH/q5Olo/APREkUhEu3btSv68Z88ebdmyRQUFBRo1apSuvfZazZkzRw8//LDGjx+vhoYG/fd//7cqKip0+eWXq6GhQS+88IJmzJihkydPatmyZVq1apWqqqo6VQdTegDABfbt26fbbrtN27dv18qVK/XEE0/oG9/4hkaOHKkrr7xSN910k9atW6ff//73+vKXv6zBgwfryiuvTD7f5/Pp61//ut555x397ne/0w033KDJkycnvwBcfPHF2rhxo55++mnt3LlT99xzz2lfAD7onHPOkd/v1xNPPKHdu3dr7dq1+v73v9/umqFDh8qyLP3Hf/yHDh06pEgkctrrdLR+AOiJNm7cqPHjx2v8+PGSpNtuu03jx4/Xd7/7XUnSsmXLNGfOHH3rW9/Seeedp8985jN65513kgMlUus9VRMmTNDUqVNVXV2t119/vdP3VhH4AcAF5syZo+bmZk2cOFFf+9rX9PWvf13/9E//JKm1Q7nwwgv16U9/WlOmTJExRi+99FK70flgMKg77rhDs2fP1pQpU5Sdna3nnnsuef7SSy/VP//zP2vhwoX6+Mc/rsbGRs2ZM+dD6yksLNTy5cu1atUqjR07Vj/4wQ/00EMPtbtm8ODBuvfee7Vo0SINGjToQzeR6Uj9ANATzZgxQ8aY0x7Lly+X1DrYcu+992rPnj1qaWnRwYMH9eKLL6qiokKSNHDgQL311luKRCI6ceKE/uu//qvdPU0dZRkmOQJArzZjxgxdcMEFyaXaOmv58uVasGCBjh071q11AQB6Bkb4AQAAABcj8AMAAAAuxpQeAAAAwMUY4QcAAABcjMAPAAAAuBiBHwAAAHAxAj8AAADgYgR+AAAAwMUI/AAAAICLEfgBAAAAFyPwAwAAAC5G4AcAAABc7P8D0MMtoH0iuugAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 900x800 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (9,8))\n", "sns.regplot(x = 'population', y = 'health', data = df)\n", "ax.text(0, 85,'Correlation coefficent is: ' + str(coef2) + ' and p value is: ' + str(p_val2))\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ccee18c8", "metadata": { "_cell_guid": "4acf2d45-6041-4f80-9962-87f025cf3848", "_uuid": "01d00d15-c1a4-45c9-93b8-c16a11915a86", "papermill": { "duration": 0.007054, "end_time": "2023-04-28T08:24:19.357760", "exception": false, "start_time": "2023-04-28T08:24:19.350706", "status": "completed" }, "tags": [] }, "source": [ "### It is really difficult to say by graph is there relationship between population and health. Correlation is very small, this indicates that there is no connection between the two" ] }, { "cell_type": "code", "execution_count": null, "id": "6b5a3dfb", "metadata": { "_cell_guid": "6a3e0601-3f51-4348-b7c8-2ecd4a64a1a0", "_uuid": "0c1c5d5d-7c8f-4062-b395-c02331401859", "collapsed": false, "jupyter": { "outputs_hidden": false }, "papermill": { "duration": 0.006069, "end_time": "2023-04-28T08:24:19.370444", "exception": false, "start_time": "2023-04-28T08:24:19.364375", "status": "completed" }, "tags": [] }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "c5692b82", "metadata": { "_cell_guid": "85939476-bde9-4c63-8f21-3e05ab508c04", "_uuid": "5a1b131d-a96e-4450-a26e-c391404b3871", "collapsed": false, "jupyter": { "outputs_hidden": false }, "papermill": { "duration": 0.006183, "end_time": "2023-04-28T08:24:19.383115", "exception": false, "start_time": "2023-04-28T08:24:19.376932", "status": "completed" }, "tags": [] }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "f89b9b97", "metadata": { "_cell_guid": "57806f81-b536-42ba-8508-04d1e72e2bd1", "_uuid": "39675433-7460-4629-9d07-bf5e082a1501", "collapsed": false, "jupyter": { "outputs_hidden": false }, "papermill": { "duration": 0.006105, "end_time": "2023-04-28T08:24:19.395550", "exception": false, "start_time": "2023-04-28T08:24:19.389445", "status": "completed" }, "tags": [] }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "cc860de0", "metadata": { "_cell_guid": "8276acbd-c1e9-4422-8bc9-4d1022dd65dc", "_uuid": "45bf3107-3a6c-4c22-bc80-f812869b3d70", "collapsed": false, "jupyter": { "outputs_hidden": false }, "papermill": { "duration": 0.006, "end_time": "2023-04-28T08:24:19.407944", "exception": false, "start_time": "2023-04-28T08:24:19.401944", "status": "completed" }, "tags": [] }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 13.875444, "end_time": "2023-04-28T08:24:20.345095", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T08:24:06.469651", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/544/127544852.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "f52ca3e2", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:26:55.671833Z", "iopub.status.busy": "2023-04-28T08:26:55.670550Z", "iopub.status.idle": "2023-04-28T08:26:55.681108Z", "shell.execute_reply": "2023-04-28T08:26:55.680093Z" }, "papermill": { "duration": 0.022115, "end_time": "2023-04-28T08:26:55.683899", "exception": false, "start_time": "2023-04-28T08:26:55.661784", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "id": "878f0a48", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:26:55.698129Z", "iopub.status.busy": "2023-04-28T08:26:55.697362Z", "iopub.status.idle": "2023-04-28T08:26:55.823961Z", "shell.execute_reply": "2023-04-28T08:26:55.822614Z" }, "papermill": { "duration": 0.137001, "end_time": "2023-04-28T08:26:55.827151", "exception": false, "start_time": "2023-04-28T08:26:55.690150", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "df=pd.read_csv('/kaggle/input/england-football-matches/ENGLAND-Football-Dataset.csv')" ] }, { "cell_type": "code", "execution_count": 3, "id": "57500659", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:26:55.841879Z", "iopub.status.busy": "2023-04-28T08:26:55.841447Z", "iopub.status.idle": "2023-04-28T08:26:55.880520Z", "shell.execute_reply": "2023-04-28T08:26:55.879490Z" }, "papermill": { "duration": 0.050307, "end_time": "2023-04-28T08:26:55.884272", "exception": false, "start_time": "2023-04-28T08:26:55.833965", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 21801 entries, 0 to 21800\n", "Data columns (total 18 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 tournament 21801 non-null object \n", " 1 home 21801 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notebookContainer = gd.closest('#notebook-container');\n", "if (notebookContainer) {{\n", " x.observe(notebookContainer, {childList: true});\n", "}}\n", "\n", "// Listen for the clearing of the current output cell\n", "var outputEl = gd.closest('.output');\n", "if (outputEl) {{\n", " x.observe(outputEl, {childList: true});\n", "}}\n", "\n", " }) }; }); </script> </div>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly.express as px\n", "\n", "fig = px.histogram(df, x='home_corner', y='away_corner', marginal='box', nbins=50,\n", " labels={'home_corner': 'Home Corners', 'away_corner': 'Away Corners'},\n", " color_discrete_sequence=['#636EFA'], opacity=0.8)\n", "fig.update_layout(title='Distribution of Corners for Home and Away Teams',\n", " xaxis_title='Number of Corners', yaxis_title='Count')\n", "fig.show()\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "70c4d23d", "metadata": { "execution": { "iopub.execute_input": 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gd.closest('.output');\n", "if (outputEl) {{\n", " x.observe(outputEl, {childList: true});\n", "}}\n", "\n", " }) }; }); </script> </div>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = px.scatter(df, x='home_shots', y='home_goal', color='tournament',\n", " labels={'home_shots': 'Home Shots', 'home_goal': 'Home Goals'})\n", "fig.update_layout(title='Number of Shots vs. Goals Scored for Home Teams',\n", " xaxis_title='Number of Shots', yaxis_title='Number of Goals')\n", "fig.show()\n" ] }, { "cell_type": "markdown", "id": "ceb4e9e9", "metadata": { "papermill": { "duration": 0.010557, "end_time": "2023-04-28T08:27:00.380444", "exception": false, "start_time": "2023-04-28T08:27:00.369887", "status": "completed" }, "tags": [] }, "source": [ "# the count of matches for each tournament" ] }, { "cell_type": "code", "execution_count": 6, "id": "7c08e145", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:27:00.403998Z", "iopub.status.busy": 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of Corners\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"Count\"}},\"legend\":{\"title\":{\"text\":\"Team\"},\"tracegroupgap\":0},\"margin\":{\"t\":60},\"barmode\":\"relative\",\"title\":{\"text\":\"Distribution of Corners for Home and Away Teams\"}}, {\"responsive\": true} ).then(function(){\n", " \n", "var gd = document.getElementById('f2192425-c9cc-4f76-8a9a-76803f8cfc50');\n", "var x = new MutationObserver(function (mutations, observer) {{\n", " var display = window.getComputedStyle(gd).display;\n", " if (!display || display === 'none') {{\n", " console.log([gd, 'removed!']);\n", " Plotly.purge(gd);\n", " observer.disconnect();\n", " }}\n", "}});\n", "\n", "// Listen for the removal of the full notebook cells\n", "var notebookContainer = gd.closest('#notebook-container');\n", "if (notebookContainer) {{\n", " x.observe(notebookContainer, {childList: true});\n", "}}\n", "\n", "// Listen for the clearing of the current output cell\n", "var outputEl = 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of Shots\"}},\"yaxis\":{\"anchor\":\"x\",\"domain\":[0.0,1.0],\"title\":{\"text\":\"Number of Goals\"}},\"legend\":{\"tracegroupgap\":0},\"margin\":{\"t\":60},\"title\":{\"text\":\"Number of Shots vs. Number of Goals Scored (Home Team)\"}}, {\"responsive\": true} ).then(function(){\n", " \n", "var gd = document.getElementById('32eb1adb-2a64-4e8b-97f6-f20b11426426');\n", "var x = new MutationObserver(function (mutations, observer) {{\n", " var display = window.getComputedStyle(gd).display;\n", " if (!display || display === 'none') {{\n", " console.log([gd, 'removed!']);\n", " Plotly.purge(gd);\n", " observer.disconnect();\n", " }}\n", "}});\n", "\n", "// Listen for the removal of the full notebook cells\n", "var notebookContainer = gd.closest('#notebook-container');\n", "if (notebookContainer) {{\n", " x.observe(notebookContainer, {childList: true});\n", "}}\n", "\n", "// Listen for the clearing of the current output cell\n", "var outputEl = gd.closest('.output');\n", "if (outputEl) 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"2023-04-28T08:27:04.025618Z", "shell.execute_reply": "2023-04-28T08:27:04.024113Z" }, "papermill": { "duration": 0.045491, "end_time": "2023-04-28T08:27:04.028745", "exception": false, "start_time": "2023-04-28T08:27:03.983254", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The team with the highest average number of shots per match is Man City with 17.20 shots per match.\n" ] } ], "source": [ "home_shots = df.groupby('home')['home_shots'].mean()\n", "away_shots = df.groupby('away')['away_shots'].mean()\n", "avg_shots = pd.concat([home_shots, away_shots]).groupby(level=0).mean()\n", "max_shots = avg_shots.idxmax()\n", "\n", "print(f\"The team with the highest average number of shots per match is {max_shots} with {avg_shots[max_shots]:.2f} shots per match.\")\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "64bae19f", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:27:04.075379Z", "iopub.status.busy": "2023-04-28T08:27:04.074946Z", "iopub.status.idle": "2023-04-28T08:27:04.080195Z", "shell.execute_reply": "2023-04-28T08:27:04.078733Z" }, "papermill": { "duration": 0.03132, "end_time": "2023-04-28T08:27:04.083068", "exception": false, "start_time": "2023-04-28T08:27:04.051748", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Calculate the mean number of shots for each team" ] }, { "cell_type": "code", "execution_count": 11, "id": "32a7bd24", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:27:04.129542Z", "iopub.status.busy": "2023-04-28T08:27:04.129077Z", "iopub.status.idle": "2023-04-28T08:27:04.776816Z", "shell.execute_reply": "2023-04-28T08:27:04.775716Z" }, "papermill": { "duration": 0.674611, "end_time": "2023-04-28T08:27:04.780039", "exception": false, "start_time": "2023-04-28T08:27:04.105428", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "<div> <div 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<td>Fulham</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>Man City</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>14:00:00</td>\n", " <td>2023-04-30</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>DRAW</td>\n", " <td>DRAW</td>\n", " <td>0.0</td>\n", " </tr>\n", " <tr>\n", " <th>...</th>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " </tr>\n", " <tr>\n", " <th>3347</th>\n", " <td>Premier League</td>\n", " <td>Newcastle</td>\n", " <td>0.0</td>\n", " <td>3.0</td>\n", " <td>Sunderland</td>\n", " <td>7.0</td>\n", " <td>3.0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>12:45:00</td>\n", " <td>2014-02-01</td>\n", " <td>-3.0</td>\n", " <td>3.0</td>\n", " <td>LOST</td>\n", " <td>WON</td>\n", " <td>10.0</td>\n", " </tr>\n", " <tr>\n", " <th>3348</th>\n", " <td>Premier League</td>\n", " <td>Stoke</td>\n", " <td>3.0</td>\n", " <td>5.0</td>\n", " <td>Liverpool</td>\n", " <td>10.0</td>\n", " <td>2.0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>16:10:00</td>\n", " <td>2014-01-12</td>\n", " <td>-2.0</td>\n", " <td>2.0</td>\n", " <td>LOST</td>\n", " <td>WON</td>\n", " <td>12.0</td>\n", " </tr>\n", " <tr>\n", " <th>3349</th>\n", " <td>Premier League</td>\n", " <td>Fulham</td>\n", " <td>1.0</td>\n", " <td>4.0</td>\n", " <td>Sunderland</td>\n", " <td>10.0</td>\n", " <td>5.0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>15:00:00</td>\n", " <td>2014-01-11</td>\n", " <td>-3.0</td>\n", " <td>3.0</td>\n", " <td>LOST</td>\n", " <td>WON</td>\n", " <td>15.0</td>\n", " </tr>\n", " <tr>\n", " <th>3350</th>\n", " <td>Premier League</td>\n", " <td>Stoke</td>\n", " <td>1.0</td>\n", " <td>0.0</td>\n", " <td>Everton</td>\n", " <td>1.0</td>\n", " <td>5.0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>15:00:00</td>\n", " <td>2014-01-01</td>\n", " <td>1.0</td>\n", " <td>-1.0</td>\n", " <td>WON</td>\n", " <td>LOST</td>\n", " <td>6.0</td>\n", " </tr>\n", " <tr>\n", " <th>3351</th>\n", " <td>Premier League</td>\n", " <td>Liverpool</td>\n", " <td>2.0</td>\n", " <td>0.0</td>\n", " <td>Hull</td>\n", " <td>3.0</td>\n", " <td>4.0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>15:00:00</td>\n", " <td>2014-01-01</td>\n", " <td>2.0</td>\n", " <td>-2.0</td>\n", " <td>WON</td>\n", " <td>LOST</td>\n", " <td>7.0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "<p>3352 rows × 18 columns</p>\n", "</div>" ], "text/plain": [ " tournament home home_goal away_goal away \\\n", "0 Premier League Arsenal 0.0 0.0 Chelsea \n", "1 Premier League Leicester 0.0 0.0 Everton \n", "2 Premier League Liverpool 0.0 0.0 Tottenham \n", "3 Premier League Bournemouth 0.0 0.0 Leeds \n", "4 Premier League Fulham 0.0 0.0 Man City \n", "... ... ... ... ... ... \n", "3347 Premier League Newcastle 0.0 3.0 Sunderland \n", "3348 Premier League Stoke 3.0 5.0 Liverpool \n", "3349 Premier League Fulham 1.0 4.0 Sunderland \n", "3350 Premier League Stoke 1.0 0.0 Everton \n", "3351 Premier League Liverpool 2.0 0.0 Hull \n", "\n", " home_corner away_corner home_attack away_attack home_shots \\\n", "0 0.0 0.0 NaN NaN NaN \n", "1 0.0 0.0 NaN NaN NaN \n", "2 0.0 0.0 NaN NaN NaN \n", "3 0.0 0.0 NaN NaN NaN \n", "4 0.0 0.0 NaN NaN NaN \n", "... ... ... ... ... ... \n", "3347 7.0 3.0 NaN NaN NaN \n", "3348 10.0 2.0 NaN NaN NaN \n", "3349 10.0 5.0 NaN NaN NaN \n", "3350 1.0 5.0 NaN NaN NaN \n", "3351 3.0 4.0 NaN NaN NaN \n", "\n", " away_shots time date ht_diff at_diff ht_result at_result \\\n", "0 NaN 20:00:00 2023-05-02 0.0 0.0 DRAW DRAW \n", "1 NaN 20:00:00 2023-05-01 0.0 0.0 DRAW DRAW \n", "2 NaN 16:30:00 2023-04-30 0.0 0.0 DRAW DRAW \n", "3 NaN 14:00:00 2023-04-30 0.0 0.0 DRAW DRAW \n", "4 NaN 14:00:00 2023-04-30 0.0 0.0 DRAW DRAW \n", "... ... ... ... ... ... ... ... \n", "3347 NaN 12:45:00 2014-02-01 -3.0 3.0 LOST WON \n", "3348 NaN 16:10:00 2014-01-12 -2.0 2.0 LOST WON \n", "3349 NaN 15:00:00 2014-01-11 -3.0 3.0 LOST WON \n", "3350 NaN 15:00:00 2014-01-01 1.0 -1.0 WON LOST \n", "3351 NaN 15:00:00 2014-01-01 2.0 -2.0 WON LOST \n", "\n", " total_corners \n", "0 0.0 \n", "1 0.0 \n", "2 0.0 \n", "3 0.0 \n", "4 0.0 \n", "... ... \n", "3347 10.0 \n", "3348 12.0 \n", "3349 15.0 \n", "3350 6.0 \n", "3351 7.0 \n", "\n", "[3352 rows x 18 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[df['tournament'] == 'Premier League']" ] }, { "cell_type": "code", "execution_count": 13, "id": "67ab4235", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:27:04.960703Z", "iopub.status.busy": "2023-04-28T08:27:04.960043Z", "iopub.status.idle": "2023-04-28T08:27:04.992120Z", "shell.execute_reply": "2023-04-28T08:27:04.990148Z" }, "papermill": { "duration": 0.066028, "end_time": "2023-04-28T08:27:04.994951", "exception": false, "start_time": "2023-04-28T08:27:04.928923", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " home_goal away_goal home_corner \\\n", "home tournament \n", "AFC Fylde England National League 1.791045 1.149254 6.119403 \n", "AFC Wimbledon England League 1 1.215385 1.392308 5.423077 \n", " England League 2 1.300000 1.128571 5.457143 \n", "Accrington Stanley England League 1 1.361905 1.428571 4.971429 \n", " England League 2 1.677419 1.182796 5.591398 \n", "... ... ... ... \n", "Yeovil England League 1 0.739130 1.434783 5.913043 \n", " England League 2 1.054348 1.206522 4.706522 \n", " England National League 1.223529 1.117647 4.917647 \n", "York England League 2 1.022727 1.250000 5.840909 \n", " England National League 1.311111 1.355556 4.555556 \n", "\n", " away_corner \n", "home tournament \n", "AFC Fylde England National League 5.253731 \n", "AFC Wimbledon England League 1 5.192308 \n", " England League 2 4.185714 \n", "Accrington Stanley England League 1 5.504762 \n", " England League 2 4.688172 \n", "... ... \n", "Yeovil England League 1 5.260870 \n", " England League 2 5.086957 \n", " England National League 4.270588 \n", "York England League 2 5.931818 \n", " England National League 4.800000 \n", "\n", "[240 rows x 4 columns]\n" ] } ], "source": [ "\n", "data=df\n", "grouped_data = data.groupby(['home', 'tournament'])\n", "team_performance = grouped_data[['home_goal', 'away_goal', 'home_corner', 'away_corner']].mean()\n", "print(team_performance)\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "1b4313ab", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:27:05.047961Z", "iopub.status.busy": "2023-04-28T08:27:05.046610Z", "iopub.status.idle": "2023-04-28T08:27:10.922353Z", "shell.execute_reply": "2023-04-28T08:27:10.920741Z" }, "papermill": { "duration": 5.906062, "end_time": "2023-04-28T08:27:10.925497", "exception": false, "start_time": "2023-04-28T08:27:05.019435", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1000x600 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1000x600 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1000x600 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1000x600 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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GDx+OfPnywczMDIsWLcKKFSv0ijM1Dx48gIikeCx4enoC+NC8uE6dOrh79y7Gjh0LPz8/2NraIjExEZUqVVK+j2fPnqW4Pl2ON02ePHmC9+/fY8GCBViwYIHGZTQ1mSUizZgEEeVwSR3md+3apfH1XLlyAQD279+Pu3fvIiIiQmXEtOfPn3+KMJVcXFxSvPDNkycPAGD06NFo1qyZxmU+HiZY12eaJF2c3bt3T+21u3fvwsTEBE5OTnqtW1cvXrzAjh07MH78eIwaNUo5P6mPhD6S+lLdvn0b7u7uGpdJ2q8LFixIcTQ2fS/csoqkzzd5344k9+/fT7U2aO3atejYsSOmTp2qMv/x48dwdHTUO5779+/rFY8mjRs3RmBgIMaPH4+lS5eqvZ7R7wFQ/d58nGjfvXtXeWylxdq1a1GkSBFs2LBB5TsWFxenV4y6yJMnDxQKBQ4dOqRMWJNLmvf333/j7NmzCA8PR6dOnZSv//vvvyrLOzk5QaFQpHi8JZd0M+nj95eUYCZfp6mpKTp06JBiza6m5JeINGMSRJTDNWzYED/99BMSEhLw2Wefpbhc0sXGxxcAS5YsydT40qJ48eLw9vbG2bNn1S7kMmLdBQoUwI8//ohhw4Yp90dsbCw2bdqkHDEuMykUCoiI2mfwww8/qHSoT4s6derA1NQUixYtQuXKlTUuExgYCEdHR1y8eBH9+vXTaztZ3WeffQZLS0ts2LBBJYE+evQobty4kWrSoVAo1D6X3377DXfu3IGXl1ea46lUqRKsrKywbt06lWaVhw8f1imelHz77beoWrUq5s+fr/aaru8hLbV1X3zxBYAPiUvSqHIAcPz4cURHR+Prr79O83tQKBSwsLBQSYDu37+fqaPDNWzYENOnT8edO3fUmkx+HBuQ+nnS1tYWAQEB2Lp1K2bOnKms9X39+rVypMgkefPmhZWVFc6dO6cy/+P3a2Njgxo1auD06dPw9/dPsXafiHTDJIgoh/vqq6+wbt061K9fHwMHDkTFihVhbm6O27dv48CBA2jcuDGaNm2KKlWqwMnJCb169cL48eNhbm6OdevW4ezZs4Z+CyqWLFmCevXqITg4GCEhIShQoACePn2K6OhonDp1Cj///LNe6zUxMUFYWBjatWuHhg0bomfPnoiLi8OMGTPw/Plz5fDfmcne3h7VqlXDjBkzkCdPHnh4eCAyMhLLly/X+069h4cHxowZg9DQUPz333/K4aovXryIx48fY+LEibCzs8OCBQvQqVMnPH36FC1atICrqysePXqEs2fP4tGjR1i0aFHGvlkdJCYmptjHoWzZshrv2Kckd+7cGDJkCKZNmwYnJyc0bdoUt2/fxsSJE+Hm5qbSD0yThg0bIjw8HCVKlIC/vz9OnjyJGTNm6P3MHCcnJwwbNgyTJ09Gt27d0LJlS9y6dQsTJkzQqzlcksDAQDRu3FhjwqDreyhatCisra2xbt06+Pj4wM7ODvnz50f+/PnV1lm8eHH06NEDCxYsgImJCerVq4fr169j7NixcHd3T9NIgMnj3Lx5M/r06YMWLVrg1q1bCA0NhZubG2JiYtK8viT379/HL7/8ojbfw8MDgYGB6NGjBzp37owTJ06gWrVqsLW1xb179xAVFQU/Pz/07t0bJUqUQNGiRTFq1CiICHLnzo1ff/0Ve/fuVVvvpEmT0KBBAwQHB2PgwIFISEjAjBkzYGdnp1Kzm9QXacWKFShatChKly6Nv/76Cz/++KPaOufNm4eqVavi888/R+/eveHh4YFXr17h33//xa+//sqHCxOlAZMgohzO1NQU27dvx7x587BmzRpMmzYNZmZmKFiwIKpXrw4/Pz8AH5q1/Pbbbxg6dCjat28PW1tbNG7cGBs2bEC5cuUM/C7+p0aNGvjrr78wZcoUDBo0CM+ePYOzszN8fX213sHVRdu2bWFra4tp06ahdevWMDU1RaVKlXDgwAFUqVIlg96Bdj/++CMGDhyIESNG4P379wgMDMTevXvT9aDYSZMmwdvbGwsWLEC7du1gZmYGb29vDBgwQLlM+/btUahQIYSFhaFnz5549eoVXF1dUaZMGbVO75/Kf//9l2LtVUxMTJprYKZMmQJbW1ssXrwYK1euRIkSJbBo0SJ8/fXXqSaZ8+bNg7m5OaZNm4bXr1+jXLly2Lx5M7755ps0xZDcpEmTYGtri4ULF2LNmjUoUaIEFi9ejJkzZ+q9TgCYNm0aduzYoVZ7qOt7sLGxwYoVKzBx4kTUqVMH8fHxGD9+vNrzapIsWrQIRYsWxfLly/H999/DwcEBdevWxbRp0zT2AUpN586d8fDhQyxevBgrVqyAp6cnRo0apUxa9XXy5Em0bNlSbX6nTp0QHh6OJUuWoFKlSliyZAkWLlyIxMRE5M+fH4GBgcrBHMzNzfHrr79i4MCB6NmzJ8zMzFCrVi388ccfKFSokMp669ati02bNmHcuHFo3bo18uXLhz59+uDu3btYs2aNyrKzZs0CAISFheH169f44osvsGPHDrUaQV9fX5w6dQqhoaH45ptv8PDhQzg6OsLb21tloBoiSp1CRMTQQRARERnCtWvXUKJECYwfPx5jxowxdDiUw8XHxytHj9yzZ4+hwyEyaqwJIiIio3D27FmsX78eVapUgb29PS5duoSwsDDY29uja9euhg6PcqCuXbuidu3acHNzw/3797F48WJER0dj3rx5hg6NyOgxCSIiIqNga2uLEydOYPny5Xj+/DkcHBwQFBSEKVOmZPvR7yhrevXqFYYNG4ZHjx7B3Nwc5cqVw++//45atWoZOjQio8fmcEREREREZFS0D4dDRERERESUwzAJIiIiIiIio5Kt+wQlJibi7t27yJUrV4Y/uZ2IiIiIiLIPEcGrV6+QP3/+VJ//lq2ToLt378Ld3d3QYRARERERURZx69atVB9mna2ToFy5cgH48Ebt7e0NHA0RERERERnKy5cv4e7urswRtMnWSVBSEzh7e3smQUREREREpFM3GQ6MQERERERERoVJEBERERERGRUmQUREREREZFSydZ8gXSUkJCA+Pt7QYVAWZ25uDlNTU0OHQURERESZLEcnQSKC+/fv4/nz54YOhbIJR0dH5MuXj8+dIiIiIsrBcnQSlJQAubq6wsbGhhe2lCIRwZs3b/Dw4UMAgJubm4EjIiIiIqLMkmOToISEBGUC5OzsbOhwKBuwtrYGADx8+BCurq5sGkdERESUQ+XYgRGS+gDZ2NgYOBLKTpKOF/YhIyIiIsq5cmwSlIRN4CgteLwQERER5Xw5PgkiIiIiIiJKjkkQEREREREZlRw7MII2HqN++2Tbuj69wSfbljEJCQnB8+fPsXXrVkOHQkRERETZDGuCsqCQkBA0adJEbX5ERAQUCkWWfe7Ru3fvMGPGDJQrVw62trZwcHBA6dKl8c033+Du3buGDo+IiIiICACTIMogcXFxqF27NqZOnYqQkBAcPHgQJ0+eRFhYGJ48eYIFCxYYOkQiIiIiIgBMgrK9TZs2oWTJkrC0tISHhwdmzZql8rqHhwcmT56Mjh07ws7ODoULF8a2bdvw6NEjNG7cGHZ2dvDz88OJEydUyh0+fBjVqlWDtbU13N3dMWDAAMTGxqYYx5w5cxAVFYX9+/djwIABKF++PLy8vBAcHIxFixZh6tSpymXj4uIwYMAAuLq6wsrKClWrVsXx48eVryckJKBr164oUqQIrK2tUbx4ccybNy+D9hgRERERGTsmQdnYyZMn0apVK3z11Vc4f/48JkyYgLFjxyI8PFxluTlz5iAwMBCnT59GgwYN0KFDB3Ts2BHt27fHqVOn4OXlhY4dO0JEAADnz59HcHAwmjVrhnPnzmHDhg2IiopCv379Uoxl/fr1qF27NsqWLavx9eRDT48YMQKbNm3CqlWrlNsPDg7G06dPAQCJiYkoWLAgNm7ciIsXL2LcuHEYM2YMNm7cmM49RkRERERk4CTIw8MDCoVCberbt68hw8oSduzYATs7O5WpXr16KsvMnj0bNWvWxNixY1GsWDGEhISgX79+mDFjhspy9evXR8+ePeHt7Y1x48bh1atXqFChAlq2bIlixYph5MiRiI6OxoMHDwAAM2bMQNu2bTFo0CB4e3ujSpUqmD9/PlavXo23b99qjPfy5csoXry4yrymTZsqY69SpQoAIDY2FosWLcKMGTNQr149+Pr6YtmyZbC2tsby5csBAObm5pg4cSIqVKiAIkWKoF27dggJCWESREREREQZwqBJ0PHjx3Hv3j3ltHfvXgBAy5YtDRlWllCjRg2cOXNGZfrhhx9UlomOjkZgYKDKvMDAQMTExCAhIUE5z9/fX/n/vHnzAgD8/PzU5j18+BDAhxqm8PBwlQQsODgYiYmJuHbtWooxf/yg0YULF+LMmTPo0qUL3rx5AwC4cuUK4uPjVeI2NzdHxYoVER0drZy3ePFiBAQEwMXFBXZ2dli2bBlu3rypZY8REREREenGoENku7i4qPw9ffp0FC1aFNWrV9e4fFxcHOLi4pR/v3z5MlPjMyRbW1t4eXmpzLt9+7bK3yKilngkNWlLztzcXPn/pOU1zUtMTFT+27NnTwwYMEBtXYUKFdIYr7e3N/755x+VeW5ubgCA3Llzq8WnKe6keRs3bsTgwYMxa9YsVK5cGbly5cKMGTNw7NgxjdsmIiIiIkqLLNMn6N27d1i7di26dOmidoGcZNq0aXBwcFBO7u7unzjKrMXX1xdRUVEq8w4fPoxixYrB1NRU7/WWK1cOFy5cgJeXl9pkYWGhsUybNm2wd+9enD59Wuu6k9aRPO74+HicOHECPj4+AIBDhw6hSpUq6NOnD8qWLQsvLy9cuXJF7/dDRES681vll/pCRETZXJZJgrZu3Yrnz58jJCQkxWVGjx6NFy9eKKdbt259ugCzoKFDh2Lfvn0IDQ3F5cuXsWrVKnz33XcYNmxYutY7cuRIHDlyBH379sWZM2cQExOD7du3o3///imWGTx4MCpXrowvvvgC8+bNw6lTp3Dt2jXs3r0bO3fuVCZltra26N27N4YPH45du3bh4sWL6N69O968eYOuXbsC+JAonThxArt378bly5cxduxYldHjiIiIiIjSw6DN4ZJbvnw56tWrh/z586e4jKWlJSwtLdO9revTG6R7HVlBuXLlsHHjRowbNw6hoaFwc3PDpEmTtCaSuvD390dkZCS+/vprfP755xARFC1aFK1bt06xjJWVFfbt24e5c+di5cqVGD16NBITE1GkSBHUq1cPgwcPVi47ffp0JCYmokOHDnj16hUCAgKwe/duODk5AQB69eqFM2fOoHXr1lAoFGjTpg369OmDnTt3put9EREREREBgEI0dSL5xG7cuAFPT09s3rwZjRs31rncy5cv4eDggBcvXsDe3l7ltbdv3+LatWsoUqQIrKysMjpkyqF43BCRsfNb5Yfznc4bOgwiojTTlht8LEs0h1u5ciVcXV3RoEHOqKEhIiIiIqKsy+BJUGJiIlauXIlOnTrBzCzLtM4jIiIiIqIcyuBJ0B9//IGbN2+iS5cuhg6FiIiIiIiMgMGrXurUqaPx2TZERERERESZweA1QURERERERJ8SkyAiIiIiIjIqTIKIiIiIiMioMAkiIiKiLCG6hA+iS/gYOgwiMgJMgoiIiIiIyKgYfHQ4g5jg8Am39eLTbSsHi4iIQI0aNfDs2TM4OjoaOhwiIiIiysZYE5SFHT58GKampqhbt66hQ0nRgQMH0LBhQ7i4uMDKygpFixZF69atcfDgQUOHRkRERESkEZOgLGzFihXo378/oqKicPPmTUOHo2bhwoWoWbMmnJ2dsWHDBkRHR2PNmjWoUqUKBg8ebOjwiIiIiIg0YhKURcXGxmLjxo3o3bs3GjZsiPDwcOVrv/76KxwdHZGYmAgAOHPmDBQKBYYPH65cpmfPnmjTpg0A4MmTJ2jTpg0KFiwIGxsb+Pn5Yf369cplV69eDWdnZ8TFxanE0Lx5c3Ts2FFjfDdv3sSgQYMwaNAgrFq1Cl988QWKFCmCKlWqYODAgThx4oTK8ps2bULJkiVhaWkJDw8PzJo1S+X1tWvXIiAgALly5UK+fPnQtm1bPHz4MO07joiIiIgoFUyCsqgNGzagePHiKF68ONq3b4+VK1dCRAAA1apVw6tXr3D69GkAQGRkJPLkyYPIyEhl+YiICFSvXh0A8PbtW5QvXx47duzA33//jR49eqBDhw44duwYAKBly5ZISEjA9u3bleUfP36MHTt2oHPnzhrj27RpE+Lj4zFixAiNrysUCuX/T548iVatWuGrr77C+fPnMWHCBIwdO1YlsXv37h1CQ0Nx9uxZbN26FdeuXUNISIjWfXTh8QVceHxB6zJERERERB9jEpRFLV++HO3btwcA1K1bF69fv8a+ffsAAA4ODihTpgwiIiIAfEh4Bg8ejLNnz+LVq1e4f/8+Ll++jKCgIABAgQIFMGzYMJQpUwaenp7o378/goOD8fPPPwMArK2t0bZtW6xcuVK5/XXr1qFgwYLKdXzs8uXLsLe3R758+ZTzNm3aBDs7O+V0/vx5AMDs2bNRs2ZNjB07FsWKFUNISAj69euHGTNmKMt26dIF9erVg6enJypVqoT58+dj586deP36dYbsTyIiIjIMv1V+8FvlZ+gwiFQwCcqCLl26hL/++gtfffUVAMDMzAytW7fGihUrlMsEBQUhIiICIoJDhw6hcePGKFWqFKKionDgwAHkzZsXJUqUAAAkJCRgypQp8Pf3h7OzM+zs7LBnzx6Vfkbdu3fHnj17cOfOHQDAypUrERISolKj87GPXwsODsaZM2fw22+/ITY2FgkJCQCA6OhoBAYGqiwbGBiImJgY5TKnT59G48aNUbhwYeTKlUuZfGXFvlBERERElL0Z5xDZWdzy5cvx/v17FChQQDlPRGBubo5nz57ByckJQUFBWL58Oc6ePQsTExP4+vqievXqiIyMxLNnz5RN4QBg1qxZmDNnDubOnQs/Pz/Y2tpi0KBBePfunXKZsmXLonTp0li9ejWCg4Nx/vx5/PrrrynG6O3tjRcvXuD+/fvK2iA7Ozt4eXnBzEz1sBIRtYQpqWkf8KH/U506dVCnTh2sXbsWLi4uuHnzJoKDg1ViJCIiIiLKCKwJymLev3+P1atXY9asWThz5oxyOnv2LAoXLox169YB+F+/oLlz56J69epQKBSoXr06IiIiVPoDAVDWFLVv3x6lS5eGp6cnYmJi1LbdrVs3rFy5EitWrECtWrXg7u6eYpwtWrSAubk5vv3221Tfk6+vL6KiolTmHT58GMWKFYOpqSn++ecfPH78GNOnT8fnn3+OEiVKcFAEIiIiIso0TIKymB07duDZs2fo2rUrSpUqpTK1aNECy5cvB/C/fkFr165VNh2rVq0aTp06pdIfCAC8vLywd+9eHD58GNHR0ejZsyfu37+vtu127drhzp07WLZsGbp06aI1zkKFCmHWrFmYN28eOnXqhAMHDuD69es4deoU5s+fDwAwNTUFAAwdOhT79u1DaGgoLl++jFWrVuG7777DsGHDlOuysLDAggULcPXqVWzfvh2hoaHp3ZVERERERBoZZ3O4CS8MHUGKli9fjlq1asHBwUHttebNm2Pq1Kk4deoUypUrhxo1auDUqVPKhMfJyQm+vr64e/cufHx8lOXGjh2La9euITg4GDY2NujRoweaNGmCFy9U94O9vT2aN2+O3377DU2aNEk11v79+8PHxwezZ89GixYt8PLlSzg7O6Ny5crYtWsX/Pw+dIIsV64cNm7ciHHjxiE0NBRubm6YNGmScvQ3FxcXhIeHY8yYMZg/fz7KlSuHmTNn4ssvv9RvJxIRERERaaGQ5J0zspmXL1/CwcEBL168gL29vcprb9++xbVr11CkSBFYWVkZKMLsp3bt2vDx8VHW5mRlScNjl8xTMsPWyeOGiIyd3yo/nO903iDbji7x4Qaezz/RBtk+ZY6kkeEMdVyR8dCWG3zMOGuCSM3Tp0+xZ88e7N+/H999952hwyEiIiIiyjRMggjAhyZrz549w7fffovixYsbOhwiIiIiokzDJIgAANevXzd0CEREREREnwRHhyMiIiIiIqPCJIiIiIiIiIwKkyAiIiIiIjIqTIKIiIiIiMioMAkiIiIiIiKjwiSIiIiIiIiMilEOkZ305OJPgU9HJiIiIiLKWlgTlAWFhISgSZMmavMjIiKgUCjw/PnzTx6TLt69e4ewsDCULl0aNjY2yJMnDwIDA7Fy5UrEx8cbOjwiIiIiIgBGWhNEGe/du3cIDg7G2bNnERoaisDAQNjb2+Po0aOYOXMmypYtizJlyqR5vSKChIQEmJll/KEaHx8Pc3PzDF8vEREREWVtrAnK5jZt2oSSJUvC0tISHh4emDVrlsrrHh4emDx5Mjp27Ag7OzsULlwY27Ztw6NHj9C4cWPY2dnBz88PJ06cUCl3+PBhVKtWDdbW1nB3d8eAAQMQGxubYhxz587FwYMHsW/fPvTt2xdlypSBp6cn2rZti2PHjsHb2xsAEBcXhwEDBsDV1RVWVlaoWrUqjh8/rlxPUm3X7t27ERAQAEtLSxw6dAhBQUEYMGAARowYgdy5cyNfvnz4Pux7lRhevHiBHj16wNXVFfb29vjiiy9w9uxZ5esTJkxAmTJlsGLFCnh6esLS0hIiove+JyIiIqLsiUlQNnby5Em0atUKX331Fc6fP48JEyZg7NixCA8PV1luzpw5CAwMxOnTp9GgQQN06NABHTt2RPv27XHq1Cl4eXmhY8eOyoTg/PnzCA4ORrNmzXDu3Dls2LABUVFR6NevX4qxrFu3DrVq1ULZsmXVXjM3N4etrS0AYMSIEdi0aRNWrVql3HZwcDCePn2qUmbEiBGYNm0aoqOj4e/vDwBYtWoVbG1tcezYMYSFhWHxzMU4HHEYwIcaowYNGuD+/fv4/fffcfLkSZQrVw41a9ZUWfe///6LjRs3YtOmTThz5kya9zkRERERZX9MgrKoHTt2wM7OTmWqV6+eyjKzZ89GzZo1MXbsWBQrVgwhISHo168fZsyYobJc/fr10bNnT3h7e2PcuHF49eoVKlSogJYtW6JYsWIYOXIkoqOj8eDBAwDAjBkz0LZtWwwaNAje3t6oUqUK5s+fj9WrV+Pt27ca442JiUGJEiW0vqfY2FgsWrQIM2bMQL169eDr64tly5bB2toay5cvV1l20qRJqF27NooWLQpnZ2cAgL+/P8aPHw9vb2907NgRJcuUxLGDxwAABw4cwPnz5/Hzzz8jICAA3t7emDlzJhwdHfHLL78o1/vu3TusWbMGZcuWhb+/PxQKhQ6fBhERERHlJOwTlEXVqFEDixYtUpl37NgxtG/fXvl3dHQ0GjdurLJMYGAg5s6di4SEBJiamgKAsiYFAPLmzQsA8PPzU5v38OFD5MuXDydPnsS///6LdevWKZcRESQmJuLatWvw8fFRi1dEUk0orly5gvj4eAQGBirnmZubo2LFioiOjlZZNiAgQK188vcBAC55XfDk8RMAH2rFXr9+rUyYkvz333+4cuWK8u/ChQvDxcVFa5xE+kgadZIjQuY8/GyJiHIeJkFZlK2tLby8vFTm3b59W+VvTYmHpj4uyTv/Jy2vaV5iYqLy3549e2LAgAFq6ypUqJDGeIsVK6aWyHwsKTZNMX88L6n5XErvI2k9kijKmN3c3BAREaFWztHRUet6iYiIiMi4MAnKxnx9fREVFaUy7/DhwyhWrJiyFkgf5cqVw4ULF9SSMG3atm2LMWPG4PTp02r9gt6/f4+4uDh4eXnBwsICUVFRaNu2LYAPI7SdOHECgwYN0jvepJjv378PMzMzeHh4pGtdRERERJSzsU9QNjZ06FDs27cPoaGhuHz5MlatWoXvvvsOw4YNS9d6R44ciSNHjqBv3744c+YMYmJisH37dvTv3z/FMoMGDUJgYCBq1qyJ77//HmfPnsXVq1exceNGfPbZZ4iJiYGtrS169+6N4cOHY9euXbh48SK6d++ON2/eoGvXrumKuVatWqhcuTKaNGmC3bt34/r16zh8+DC++eYbtZHvKGfzW+X3SR+ITERERNmPUdYE5ZR23eXKlcPGjRsxbtw4hIaGws3NDZMmTUJISEi61uvv74/IyEh8/fXX+PzzzyEiKFq0KFq3bp1iGUtLS+zduxdz5szBkiVLMGzYMNjY2MDHxwcDBgxAqVKlAADTp09HYmIiOnTogFevXiEgIAC7d++Gk5NTumJWKBT4/fff8fXXX6NLly549OgR8uXLh2rVqin7PBERERERAYBCsvGDUl6+fAkHBwe8ePEC9vb2Kq+9ffsW165dQ5EiRWBlZWWgCCkzXXh8AQBQMk/JDFsnj5vsz1Cd2LNb5/nsFq8hGdu+8lvlZ7D3Gl3iw8A7Pv9o72NK2YuxfYfIcLTlBh9jczgiIiIiIjIqTIKIiIiIiMioMAkiIiIiIiKjwiSIiIiIiIiMCpMgojTiEMxERJrx3EhE2QWTICIiIiIiMipMgoiIiIiIyKgwCSIiIiIiIqPCJIiIiIiIiIyKmaEDMISkJ1J/CnzqNRERERFR1pLja4JinsUYOgS9HT58GKampqhbt66hQ0nRgQMHUL9+fTg7O8PGxga+vr4YOnQo7ty5Y+jQiIiIiIg0yvFJUHa2YsUK9O/fH1FRUbh586ahw1GzZMkS1KpVC/ny5cOmTZtw8eJFLF68GC9evMCsWbP0Xu+7d+8yMEpV8fHxmbZuIiIiIsoemARlUbGxsdi4cSN69+6Nhg0bIjw8XPnar7/+CkdHRyQmJgIAzpw5A4VCgeHDhyuX6dmzJ9q0aQMAePLkCdq0aYOCBQvCxsYGfn5+WL9+vXLZ1atXw9nZGXFxcSoxNG/eHB07dtQY3+3btzFgwAAMGDAAK1asQFBQEDw8PFCtWjX88MMPGDdunHLZTZs2oWTJkrC0tISHh4daguTh4YHJkycjJCQEDg4O6N69O8LDw+Ho6Ijdu3fDx8cHdnZ2qFu3Lu7du6dSdsuPW+Dj4wMrKyuUKFECCxcuVL52/fp1KBQKbNy4EUFBQbCyssLatWt12f1ERERElIMxCcqiNmzYgOLFi6N48eJo3749Vq5cCREBAFSrVg2vXr3C6dOnAQCRkZHIkycPIiMjleUjIiJQvXp1AMDbt29Rvnx57NixA3///Td69OiBDh064NixYwCAli1bIiEhAdu3b1eWf/z4MXbs2IHOnTtrjO/nn3/Gu3fvMGLECI2vOzo6AgBOnjyJVq1a4auvvsL58+cxYcIEjB07ViWpA4AZM2agVKlSOHnyJMaOHQsAePPmDWbOnIk1a9bg4MGDuHnzJoYNG6Ys88uaXzB/6nxMmTIF0dHRmDp1KsaOHYtVq1aprHvkyJEYMGAAoqOjERwcrHW/ExEREVHOZ/Ak6M6dO2jfvr2yT0mZMmVw8uRJQ4dlcMuXL0f79u0BAHXr1sXr16+xb98+AICDgwPKlCmDiIgIAB8SnsGDB+Ps2bN49eoV7t+/j8uXLyMoKAgAUKBAAQwbNgxlypSBp6cn+vfvj+DgYPz8888AAGtra7Rt2xYrV65Ubn/dunUoWLCgch0fi4mJgb29Pdzc3LS+j9mzZ6NmzZoYO3YsihUrhpCQEPTr1w8zZsxQWe6LL77AsGHD4OXlBS8vLwAfmq4tXrwYAQEBKFeuHPr166fcBwCweNZiDJ80HM2aNUORIkXQrFkzDB48GEuWLFFZ96BBg5TL5M+fX2u8RERERIYUXcLnkw7ilR5+q/zgt8rP0GHoxaBJ0LNnzxAYGAhzc3Ps3LkTFy9exKxZs5S1CMbq0qVL+Ouvv/DVV18BAMzMzNC6dWusWLFCuUxQUBAiIiIgIjh06BAaN26MUqVKISoqCgcOHEDevHlRokQJAEBCQgKmTJkCf39/ODs7w87ODnv27FHpZ9S9e3fs2bNHOaDBypUrERISAoVCoTFGEUnxteSio6MRGBioMi8wMBAxMTFISEhQzgsICFAra2Njg6JFiyr/dnNzw8OHDwEAjx49wv079zFu0DjY2dkpp8mTJ+PKlSsq69G0biIiIiIyXgYdIvvbb7+Fu7u7Sg2Eh4dHisvHxcWp9Ft5+fJlZoZnMMuXL8f79+9RoEAB5TwRgbm5OZ49ewYnJycEBQVh+fLlOHv2LExMTODr64vq1asjMjISz549UzaFA4BZs2Zhzpw5mDt3Lvz8/GBra4tBgwapDEBQtmxZlC5dGqtXr0ZwcDDOnz+PX3/9NcUYixUrhhcvXuDevXtaa4M0JUtJzfqSs7W1VZtnbm6u8rdCoVCWTeoPNWH2BDSv1VxlOVNT01TXTURERETGy6A1Qdu3b0dAQABatmwJV1dXlC1bFsuWLUtx+WnTpsHBwUE5ubu7f8JoP433799j9erVmDVrFs6cOaOczp49i8KFC2PdunUA/tcvaO7cuahevToUCgWqV6+OiIgIlf5AAJQ1Re3bt0fp0qXh6emJmBj1ocO7deuGlStXYsWKFahVq5bW/duiRQtYWFggLCxM4+vPnz8HAPj6+iIqKkrltcOHD6NYsWJqyUpa5M2bF3nd8uL2jdvKJnRJU5EiRfReLxERERHlfAZNgq5evYpFixbB29sbu3fvRq9evTBgwACsXr1a4/KjR4/GixcvlNOtW7c+ccSZb8eOHXj27Bm6du2KUqVKqUwtWrTA8uXLAfyvX9DatWuV/XaqVauGU6dOqfQHAgAvLy/s3bsXhw8fRnR0NHr27In79++rbbtdu3a4c+cOli1bhi5dumiN093dHXPmzMG8efPQtWtXREZG4saNG/jzzz/Rs2dPhIaGAgCGDh2Kffv2ITQ0FJcvX8aqVavw3XffqQxwoK/ew3vjh3k/YN68ebh8+TLOnz+PlStXYvbs2eleNxERERHlXAZtDpeYmIiAgABMnToVwIcmWRcuXMCiRYs0Ds1saWkJS0vLdG/X55/odK8jsyxfvhy1atWCg4OD2mvNmzfH1KlTcerUKZQrVw41atTAqVOnlAmPk5MTfH19cffuXfj4/K9D3dixY3Ht2jUEBwfDxsYGPXr0QJMmTfDixQuV9dvb26N58+b47bff0KRJk1Rj7dOnD4oVK4aZM2eiadOm+O+//+Dh4YGGDRtiyJAhAIBy5cph48aNGDduHEJDQ+Hm5oZJkyYhJCRE732UpEWHFrC2sUb44nCMGDECtra28PPzw6BBg9K97qwmqdPh+U7nDRwJERERUfZn0CTIzc0Nvr6+KvN8fHywadMmA0VkeNr64ZQrV06lP83MmTMxc+ZMlWXOnDmjVi537tzYunWrTtu/d+8e2rVrp3OyWatWLdSqVUvrMs2bN0fz5s1TfP369etq80JCQtQSpSZNmqj1J2rQvAFG9NQ8TLeHh4fG/kdEREREZNwMmgQFBgbi0qVLKvMuX76MwoULGygi4/X06VPs2bMH+/fvx3fffWfocIiIiIiIMo1Bk6DBgwejSpUqmDp1Klq1aoW//voLS5cuxdKlSw0ZllEqV64cnj17hm+//RbFixc3dDhERim6hE+Wbq6bhM0ziYgouzNoElShQgVs2bIFo0ePxqRJk1CkSBHMnTsX7dq1M2RYRklTkzQiIqKsjkk5EenDoEkQADRs2BANGzY0dBhERERERGQkDDpE9ifBfvGUBkkPYSUiIiKinMvgNUGZxcLCAiYmJoh9EosXti9gYWEBhUJh6LAoAyXGf0hY3r59m+51iQjevXuHR48ewcTEBBYWFuleJxERERFlTTk2CTIxMUGRIkWw8+BOOJipP3OHsr+Hrx8CAMyeZ9xhbGNjg0KFCsHEJOdXkhIREVHOEl3iw3Mis8MgO4aWY5Mg4ENt0Io7K9C3el8kJCQYOhzKYAO3DAQAbG+6PUPWZ2pqCjMzM9YYEhEREeVwOToJAgCBwNzcHObm5oYOhTLYvXf3AABWVlYGjoRyCo4yRUREZBzY5oeIMoXfKj9lUkFERESUlTAJIiIiIiKteGOLchomQUREREREZFSYBBERERERkVFhEkRERJ9cdAkf5VCuREREnxqTICIiIiIiMipMgoiIiIiIyKgwCSIiIiIiIqPCJIiIiIiIdJJd+vJxSG9KDZMgIiIiIiPAxIDof5gEERERERGRUWESRERERoNDc1NGYa0KUfbGJIiIiLIVJjJERJReTIKIiIiIiMioMAkiIiIiIiKjwiSIiIiIiIiMCpMgIiIiIsqSOPgEZRYmQQSAo9wQERERkfFgEkRERERE9P94Y9g4MAkiIiIiIiKjwiSIiIiIiIiMCpMgIiIiIiIyKkyCiIiIiIjIqDAJymLYGY+IiIiIKHMxCSIiIsqCeFOMiCjzMAkiIiIiIjJSxnrDhUkQ0SdkjCcZIiIioqyGSRARERERERkVJkE5iLFWZxIRZVWGPi9Hl/Ax2LaJiLIyJkFZVHQJH/54fQLcx0RERETGh0kQEREREREZFSZBRERERERkVJgEERERERGRUWESREREREQ5EvtYU0qMIgniF4CIiIiIiJIYRRJERERERESUhEkQERERUTZh6GdPEeUUTIKIiIiIiDIQu2JkfUyCtOCdFqL04w8BERERZTVMgsigWK1PRERERJ8akyAiIiIiIjIqTIKIKEWsqSMiIqKciEkQZQnsN0JEREREnwqTICIiIiIiMipMgjIBmxAREREREWVdZoYOgIiIiIxb0o3DjQaOg4iMB5MgyjBJfXp8/ok2cCSU0fjZEhERZS7eDPi0DNocbsKECVAoFCpTvnz5DBkSERFRtsdm2URE2hm8JqhkyZL4448/lH+bmpoaMBoiIiIiIsrpDJ4EmZmZ6Vz7ExcXh7i4OOXfL1++zKywiIiISA9sPktE2YHBR4eLiYlB/vz5UaRIEXz11Ve4evVqistOmzYNDg4Oysnd3f0TRkpElPWwyRMREVHaGTQJ+uyzz7B69Wrs3r0by5Ytw/3791GlShU8efJE4/KjR4/GixcvlNOtW7c+ccRERERERJTdGbQ5XL169ZT/9/PzQ+XKlVG0aFGsWrUKQ4YMUVve0tISlpaWnzJEoiyFzUyIiIiI0s/gzeGSs7W1hZ+fH2JiYgwdSoaILuGjvGglIt1xZCsiIiLKTFkqCYqLi0N0dDTc3NwMHQoREREREeVQBk2Chg0bhsjISFy7dg3Hjh1DixYt8PLlS3Tq1MmQYRERERERUSYydKsPg/YJun37Ntq0aYPHjx/DxcUFlSpVwtGjR1G4cGFDhkVERESU6djPk8hwDJoE/fTTT4bcPBERERERGSGDPyyViIgosyU1udho4DiIiChryFIDIxAREREREWU2JkFERERERGRUmAQREREREZFRYRJERERERERGhUkQERERERFlO0nDzOuDSRARERERERkVJkFERERERGRU+JwgSjc+f4OIiIxVUnMcn3+iDRwJEaUFkyAiIvpkeNOEiIiyAiZBRJRlGcsdViYGREREnxb7BBEREWVh0SV80jUCEhERqWMSRERERERERoVJEBERERERGRUmQURGgk1qdMd9RURElLMxCaJsjxesRERERJQWTIKIiLI53gggIiJKGyZBRERERERkVPicICIiIiKibIzPm0s71gQRERERZTNsBkuUPqwJIsrheHeIiIiIcpKMuLZhTRARERERERkVJkFERKQXNschIso5jO2cziSIiIiIiIiMCpOgVBhbVkxERERElNMxCSIiIiIiIqPCJIiIiIiIiIwKkyAiIiIiIjIqTIKIiIjIKPmt8lM+b4SyLvbPzvqy42fEJIhIT9nty05EREREHzAJIiIiIiIio8IkiIhypOxYNU9ERESfBpMgIiIiIiIyKkyCiIiIiIjIqDAJIiIiIiIio2Jm6ACIDCFpSNSNBo6DiIiIiD491gQREREREZFRYRJERERERERGhUkQEREREREZhKEeacEkiIiIiIiIjAqTICIiIiIiMipMgoiIiIiIyKgwCSIiIiIiIqPCJIhUGKpzGhERERHRp8KHpRIREZFRS7r55/NP9CfZHh/YTWR4rAkiIiIiIiKjwiQoB2KTNiIiIiKilDEJIiIiIiIio8IkiIiIiIiIjAoHRiAiomyBncmJiCij6FUT9P79e/zxxx9YsmQJXr16BQC4e/cuXr9+naHBERERERERZbQ0J0E3btyAn58fGjdujL59++LRo0cAgLCwMAwbNkzvQKZNmwaFQoFBgwbpvQ4iIkobDqRCRETGKM1J0MCBAxEQEIBnz57B2tpaOb9p06bYt2+fXkEcP34cS5cuhb+/v17liYiIiIiIdJXmJCgqKgrffPMNLCwsVOYXLlwYd+7cSXMAr1+/Rrt27bBs2TI4OTmluTwRUVbCmhUiIqKsL81JUGJiIhISEtTm3759G7ly5UpzAH379kWDBg1Qq1atVJeNi4vDy5cvVSYiIqJPgQkuEVHOkeYkqHbt2pg7d67yb4VCgdevX2P8+PGoX79+mtb1008/4dSpU5g2bZpOy0+bNg0ODg7Kyd3dPU3bIyIiotQx4SPS73vgt8pPOZIlZW1pToLmzJmDyMhI+Pr64u3bt2jbti08PDxw584dfPvttzqv59atWxg4cCDWrl0LKysrncqMHj0aL168UE63bt1Ka/hERERERGTk0vycoPz58+PMmTNYv349Tp06hcTERHTt2hXt2rVTGSghNSdPnsTDhw9Rvnx55byEhAQcPHgQ3333HeLi4mBqaqpSxtLSEpaWlmkNmYiIiIgMLLqED3z+iTZ0GEQA9HxYqrW1Nbp06YIuXbroveGaNWvi/PnzKvM6d+6MEiVKYOTIkWoJEBERERERUUZIcxK0fft2jfMVCgWsrKzg5eWFIkWKpLqeXLlyoVSpUirzbG1t4ezsrDafiIiIiIgoo6Q5CWrSpAkUCgVERGV+0jyFQoGqVati69atHPKaiIgIUHauZlOgzMN9TERpkeaBEfbu3YsKFSpg7969ygEK9u7di4oVK2LHjh04ePAgnjx5gmHDhqU5mIiICJWR54iIiIiIiDJammuCBg4ciKVLl6JKlSrKeTVr1oSVlRV69OiBCxcuYO7cuenqL0SUk/FuJREREZFhpbkm6MqVK7C3t1ebb29vj6tXrwIAvL298fjx4/RHR0RERERElMHSnASVL18ew4cPx6NHj5TzHj16hBEjRqBChQoAgJiYGBQsWDDjoiQiIiIiIsogaW4Ot3z5cjRu3BgFCxaEu7s7FAoFbt68CU9PT2zbtg0A8Pr1a4wdOzbDgyUiIiIiIkqvNCdBxYsXR3R0NHbv3o3Lly9DRFCiRAnUrl0bJiYfKpaaNGmS0XESERERERFlCL0elqpQKFC3bl3UrVs3o+MhIiIiokzEAXqI9EyCYmNjERkZiZs3b+Ldu3cqrw0YMCBDAiMiIiIiIsoMaU6CTp8+jfr16+PNmzeIjY1F7ty58fjxY9jY2MDV1ZVJEBERERERZWlpHh1u8ODBaNSoEZ4+fQpra2scPXoUN27cQPny5TFz5szMiJGIiIiIiCjDpDkJOnPmDIYOHQpTU1OYmpoiLi4O7u7uCAsLw5gxYzIjRiIiIiIiogyT5iTI3NwcCoUCAJA3b17cvHkTAODg4KD8PxERERERUVaV5j5BZcuWxYkTJ1CsWDHUqFED48aNw+PHj7FmzRr4+fllRoxEREREREQZJs01QVOnToWbmxsAIDQ0FM7OzujduzcePnyIpUuXZniAREREREREGSlNNUEiAhcXF5QsWRIA4OLigt9//z1TAiMiIiIiIsoMaaoJEhF4e3vj9u3bmRUPERERERFRpkpTEmRiYgJvb288efIks+IhIiIiIiLKVGnuExQWFobhw4fj77//zox4iIiIiIiIMlWaR4dr37493rx5g9KlS8PCwgLW1tYqrz99+jTDgiMiIiIiIspoaU6C5s6dmwlhEBERERERfRppToI6deqUGXEQERERERF9EmnuEwQAV65cwTfffIM2bdrg4cOHAIBdu3bhwoULGRocERERERFRRktzEhQZGQk/Pz8cO3YMmzdvxuvXrwEA586dw/jx4zM8QCIiIiIiooyU5iRo1KhRmDx5Mvbu3QsLCwvl/Bo1auDIkSMZGhwREREREVFGS3MSdP78eTRt2lRtvouLC58fREREREREWV6akyBHR0fcu3dPbf7p06dRoECBDAmKiIiIiIgos6Q5CWrbti1GjhyJ+/fvQ6FQIDExEX/++SeGDRuGjh07ZkaMREREREREGSbNSdCUKVNQqFAhFChQAK9fv4avry+qVauGKlWq4JtvvsmMGImIiIiIiDJMmp8TZG5ujnXr1mHSpEk4ffo0EhMTUbZsWXh7e2dGfERERERERBkqzUlQZGQkqlevjqJFi6Jo0aKZERMREREREVGmSXNzuNq1a6NQoUIYNWoU/v7778yIiYiIiIiIKNOkOQm6e/cuRowYgUOHDsHf3x/+/v4ICwvD7du3MyM+IiIiIiKiDJXmJChPnjzo168f/vzzT1y5cgWtW7fG6tWr4eHhgS+++CIzYiQiIiIiIsowaU6CkitSpAhGjRqF6dOnw8/PD5GRkRkVFxERERERUabQOwn6888/0adPH7i5uaFt27YoWbIkduzYkZGxERERERERZbg0J0FjxoxBkSJFUKNGDdy4cQNz587F/fv3sXbtWri5uWVGjERERERERBkmzUNkR0REYNiwYWjdujXy5MmDFy9eIDw8HMuXL8eZM2eQkJCQGXESERERERFliDQnQYcPHwYA7N+/HytWrMDmzZtRuHBhNG/eHD/88EOGB0hERERERJSR0pQE3b59G+Hh4Vi5ciVev36NVq1aIT4+Hps2bYKvr29mxUhERERERJRhdO4TVL9+ffj6+uLChQuYP38+7t69iwULFmRmbERERERERBlO55qgPXv2YMCAAejduze8vb0zMyYiIiIiIqJMo3NN0KFDh/Dq1SsEBATgs88+w3fffYdHjx5lZmxEREREREQZTuckqHLlyli2bBnu3buHnj174qeffkKBAgWQmJiIvXv34tWrV5kZJxERERERUYZI83OCbGxs0KVLF0RFReH8+fMYOnQopk+fDldXV3z55ZeZESMREREREVGGSXMSlFzx4sURFhaG27dvY/369RkVExERERERUaZJVxKUxNTUFE2aNMH27dszYnVERERERESZJkOSICIiIiIiouyCSRARERERERkVJkFERERERGRUmAQREREREZFRYRJERERERERGhUkQEREREREZFSZBRERERERkVAyaBC1atAj+/v6wt7eHvb09KleujJ07dxoyJCIiIiIiyuEMmgQVLFgQ06dPx4kTJ3DixAl88cUXaNy4MS5cuGDIsIiIiIiIKAczM+TGGzVqpPL3lClTsGjRIhw9ehQlS5Y0UFRERERERJSTGTQJSi4hIQE///wzYmNjUblyZY3LxMXFIS4uTvn3y5cvP1V4RERERESUQxh8YITz58/Dzs4OlpaW6NWrF7Zs2QJfX1+Ny06bNg0ODg7Kyd3d/RNHS0RERERE2Z3Bk6DixYvjzJkzOHr0KHr37o1OnTrh4sWLGpcdPXo0Xrx4oZxu3br1iaMlIiIiIqLszuDN4SwsLODl5QUACAgIwPHjxzFv3jwsWbJEbVlLS0tYWlp+6hCJiIiIiCgHMXhN0MdERKXfDxERERERUUYyaE3QmDFjUK9ePbi7u+PVq1f46aefEBERgV27dhkyLCIiIiIiysEMmgQ9ePAAHTp0wL179+Dg4AB/f3/s2rULtWvXNmRYRERERESUgxk0CVq+fLkhN09EREREREYoy/UJIiIiIiIiykxMgoiIiIiIyKgwCSIiIiIiIqPCJIiIiIiIiIwKkyAiIiIiIjIqTIKIiIiIiMioMAkiIiIiIiKjwiSIiIiIiIiMCpMgIiIiIiIyKkyCiIiIiIjIqDAJIiIiIiIio8IkiIiIiIiIjAqTICIiIiIiMipMgoiIiIiIyKgwCSIiIiIiIqPCJIiIiIiIiIwKkyAiIiIiIjIqTIKIiIiIiMioMAkiIiIiIiKjwiSIiIiIiIiMCpMgIiIiIiIyKkyCiIiIiIjIqDAJIiIiIiIio8IkiIiIiIiIjAqTICIiIiIiMipMgoiIiIiIyKgwCaJsw2PUb/AY9ZuhwyAiIiKibI5JEBERERERGRUmQUREREREZFSYBBERERERkVFhEkREREREREaFSRARERERERkVJkFERERERGRUmAQREREREZFRYRJERERERERGhUkQEREREREZFSZBRERERERkVJgEERERERGRUWESRERERERERoVJEBERERERGRUmQUREREREZFSYBBERERERkVFhEkREREREREaFSRARERERERkVJkFERERERGRUmAQREREREZFRYRJERERERERGhUkQEREREREZFSZBRERERERkVJgEERERERGRUWESRERERERERoVJEBERERERGRWDJkHTpk1DhQoVkCtXLri6uqJJkya4dOmSIUMiIiIiIqIczqBJUGRkJPr27YujR49i7969eP/+PerUqYPY2FhDhkVERERERDmYmSE3vmvXLpW/V65cCVdXV5w8eRLVqlUzUFRERERERJSTGTQJ+tiLFy8AALlz59b4elxcHOLi4pR/v3z58pPERUREREREOUeWGRhBRDBkyBBUrVoVpUqV0rjMtGnT4ODgoJzc3d0/cZRERERERJTdZZkkqF+/fjh37hzWr1+f4jKjR4/GixcvlNOtW7c+YYRERERERJQTZInmcP3798f27dtx8OBBFCxYMMXlLC0tYWlp+QkjIyIiIiKinMagSZCIoH///tiyZQsiIiJQpEgRQ4ZDRERERERGwKBJUN++ffHjjz9i27ZtyJUrF+7fvw8AcHBwgLW1tSFDIyIiIiKiHMqgfYIWLVqEFy9eICgoCG5ubsppw4YNhgyLiIhILx6jfoPHqN8MHQYREaXC4M3hiIiIiNLCY9RvuD69gaHDIKJsLMuMDkdERERERPQpZInR4YiIiIhyvAkOH/4tUsiwcRARa4KIiIiIiMi4MAkiIiIiSgUHvSDKWZgEERERERGRUWGfICIiIiLSjP2YKIfKcUlQUlU1h84ko8cfLiJ+D4hIJ7x+ND5sDkdEREREREYlx9UEERGRZrzTSUSUw3zi2u6c9DvCmiAiIiIynKSLOCKiT4hJEBERERERGRUmQUREeuAzQ4iIiLIvJkFERERERGRUmAQRUbbGGhkiopyD53T6VJgEERERERGRUeEQ2fRJ5aShFbMyj1G/4bqVoaMgIqPBh9JmGv5uEmUOJkFERERElGGMMnHjjYBsh83hiIgoU7F9PxERZTVMgoiIiIiIyKgwCSIiIiIiIqPCJIgoi+IwoUSGwe9ezsbPlogADoxAlKoM6eDJDpNEREREWQZrgjII7xwSEREREWUPrAnKxoxyCMr0Yo0MERERkdFjTRARERERERkVJkFERERElO2xawKlBZMgIiIiIiIyKuwTlFVkx74q2TFmIiIiIjJ6TIKIiLIRDohClP0ov7dWBg6EiJSYBJFR4A8QZUmsTSUiIjIIJkFERJS1MVnUHfcVEZFOODACEakwppF1OJKQ7tK9ryY4/O8CnYgoB+HvSPbEJIiIiIiIcg7ecNGKNwA/YHM4IiIiIiJDYTNW3WXgvmISREQZIj2jlnHEMyKirIUDChkBI0++2Bwuo7EKloiIiIgoS2NNEBERURaQIbWpvGtPRDlQZpzjmAQRZXUTHD59VbWRV5ETERFRzsYkSBNeABIRERER5VhMgpJhcwIi+hR4riEyMCO52clBZ4hSxoERiIiIiIjIqLAmKAvwGPUb7wgTEWUg1rYREZE2rAkiIiIiIqJM5THqN+UNqqyANUFElHUYSTt9IiIiMiwmQWQY2fFiNzvGTERERERqmAQZKY4YQ5QME1wiIiKjknOTIF7UEBFlPEM8vJeIjA+v4yiT5dwkyJjwREFEREREpDMmQUSUsZiUfxrcz0RElB1lkd8vDpFNRERERERGhUkQEREREREZFTaHIyIiIsrqskgTIsoalKP8Whk4kGzMoDVBBw8eRKNGjZA/f34oFAps3brVkOEYpwkO/zuxZhfZMWYiIiKiZDxG/aZMZujTM2hNUGxsLEqXLo3OnTujefPmhgyF0oB3H4iICODvARFlXwZNgurVq4d69eoZMgQiIiIiIjIy2apPUFxcHOLi4pR/v3z50oDREBERERFRdpStkqBp06Zh4sSJhg6DiLIidhrW3QSHbLGf2NTqE+N3iIiMSLYaInv06NF48eKFcrp165ahQyIiIspYHPyFyHD43TMa2aomyNLSEpaWloYOg4iIiIhSw9pFysKyVRJERERERGnEZIRIjUGToNevX+Pff/9V/n3t2jWcOXMGuXPnRqFC/KISEREREVHGM2gSdOLECdSoUUP595AhQwAAnTp1Qnh4uIGiIiIiIkoBa1WIcgSDJkFBQUEQEUOGQEREpBkvdomIcqxsNTocERERERFRejEJIiIiIiIio8LR4YiIiIiISHc5oLkwkyAiovTIAT8ERERExoZJEBERUUZjckxElKWxTxARERERERkVJkFERERERGRU2ByOiIiIsh82OSSidGBNEBERERERGRXWBBEREdEn5zHqNwDAdSsDB0JERok1QUREREREZFSYBBERERERkVFhEkREREREREaFSRARERERERkVDoxAlInY8ZeIiIgo62FNEBERERERGRUmQUREREREZFSYBBERERERkVFhEkREREREREaFSRARERERERkVJkFERERERGRUmAQREREREZFRYRJERERERERGhUkQEREREREZFSZBRERERERkVJgEERERERGRUWESRERERERERoVJEBERERERGRUmQUREREREZFSYBBERERERkVFhEkREREREREaFSRARERERERkVJkFERERERGRUmAQREREREZFRYRJERERERERGhUkQEREREREZFSZBRERERERkVJgEERERERGRUWESRERERERERoVJEBERERERGRUmQUREREREZFSYBBERERERkVFhEkREREREREaFSRARERERERkVJkFERERERGRUmAQREREREZFRYRJERERERERGhUkQEREREREZFSZBRERERERkVJgEERERERGRUWESRERERERERoVJEBERERERGRWDJ0ELFy5EkSJFYGVlhfLly+PQoUOGDomIiIiIiHIwgyZBGzZswKBBg/D111/j9OnT+Pzzz1GvXj3cvHnTkGEREREREVEOZmbIjc+ePRtdu3ZFt27dAABz587F7t27sWjRIkybNk1t+bi4OMTFxSn/fvHiBQDg5cuXynmJcW8+zFMIACDhvwS8TkhQW06TjCqb8N+HMmkpm3ybupbVFC/Lpr2sPsdFespm5WMqPWWz4mebHctm5WMqPWWz0j42trKpfT5KcTn/dzM9ZbPiZ2uosjn1dzM9ZbPS52NsZZOXS/q/iKS4riQK0WWpTPDu3TvY2Njg559/RtOmTZXzBw4ciDNnziAyMlKtzIQJEzBx4sRPGSYREREREWUjt27dQsGCBbUuY7CaoMePHyMhIQF58+ZVmZ83b17cv39fY5nRo0djyJAhyr8TExPx9OlTODs7Q6FQqC3/8uVLuLu749atW7C3t09TfPqWNcQ2WTZnl81u8bJs1i+b3eJl2ZxdNrvFy7JZv2x2i5dlM66siODVq1fInz9/qusxaHM4AGrJi4hoTGgAwNLSEpaWlirzHB0dU92Gvb19mndwessaYpssm7PLZrd4WTbrl81u8bJszi6b3eJl2axfNrvFy7IZU9bBwUGn8gYbGCFPnjwwNTVVq/V5+PChWu0QERERERFRRjFYEmRhYYHy5ctj7969KvP37t2LKlWqGCgqIiIiIiLK6QzaHG7IkCHo0KEDAgICULlyZSxduhQ3b95Er169MmT9lpaWGD9+vFoTuswsa4htsmzOLpvd4mXZrF82u8XLsjm7bHaLl2WzftnsFi/LfrqyyRlsdLgkCxcuRFhYGO7du4dSpUphzpw5qFatmiFDIiIiIiKiHMzgSRAREREREdGnZLA+QURERERERIbAJIiIiIiIiIwKkyAiIiIiIjIqTIKIiIiIiMio5Mgk6N27d7h06RLev39v6FCIiLKMd+/e4fbt27h586bKlNH++OMP/Pfffxm+3k/h4MGDGn873r9/j4MHD2otGxERkUlRqXv58qXOU07yKfdxVtgu6ebatWsZsp63b99myHooY507dy7F17Zu3ar3enPU6HBv3rxB//79sWrVKgDA5cuX4enpiQEDBiB//vwYNWpUimVNTU1x7949uLq6qsx/8uQJXF1dkZCQkKmxZ7ayZctCoVDotOypU6dSfC0hIQHh4eHYt28fHj58iMTERJXX9+/fn644M1p8fDyKFy+OHTt2wNfX95NuOygoCF26dEHLli1hbW2tdVknJyedP5+nT59mRHgGlVHHY2xsLKZPn57i8Xj16tV0xanNhAkT0LlzZxQuXDhN5WJjY2Fra5tJUWkWExODLl264PDhwyrzRQQKhSLDz28mJiawsLBAxYoVUaNGDdSoUQNVqlSBhYVFhm5Hm8uXLyMiIkLjcTFu3LgUy6Xnt8DKygoFChRA586d0alTJ7i7u6fvTWhhYmKi83coIz/f+fPn67zsgAEDlP/PqHPcp9zHmbXdt2/fwsrKSqdld+3aBTs7O1StWhUA8P3332PZsmXw9fXF999/DycnJ7UyaUl87e3tU3xt0qRJGDZsGGxsbFTm//fff5gxY4bW79EXX3yBzZs3w9HRUS22Jk2aqFwr6HtMJWdqaopq1aqha9euaNGihc77FwASExMxZcoULF68GA8ePFBeO44dOxYeHh7o2rVrqut4//49IiIicOXKFbRt2xa5cuXC3bt3YW9vDzs7O51jyWm0JS8f8/f3T/E1Nzc3/Pnnn/D09FSZv2nTJnTs2BGxsbF6xZejkqCBAwfizz//xNy5c1G3bl2cO3cOnp6e2L59O8aPH4/Tp0+nWNbExAT3799X++G7e/cuihYtmupdzb/++ivFH9zZs2drLXvz5k24u7ur/UCICG7duoVChQqlWHbZsmUICgqCt7e31m1MnDhR+f+3b99i4cKF8PX1ReXKlQEAR48exYULF9CnTx9MmzYtxfX069cP4eHhaNCgAdzc3NRinjNnjtY4rl27hiJFimhdRpu3b9/i3LlzGvfzl19+qbFMgQIF8Mcff8DHx0enbTRr1kzneDZv3pzia0OHDsW6devw33//oVWrVujatSsqVaqkcdmkxB34cLE1efJkBAcHKz+fI0eOYPfu3Rg7diwGDx6sc3xpFR8fjzp16mDJkiUoVqxYpm0no47HNm3aIDIyEh06dNB4PA4cOFCtTEZdjJUvXx5nz55F9erV0bVrVzRr1kynH147Ozu0atUKXbp0UV7YZJSkpOZjgYGBMDMzw6hRozTup9KlS2tcn74XU3fu3MH+/fsRGRmJAwcO4Nq1a7CyskLlypWVSdFnn30GMzPtz+vW93hctmwZevfujTx58iBfvnwq71ehUGhNrE1MTPDgwQO4uLiozL98+TICAgK07pOnT59i7dq1CA8Px7lz51CzZk107doVTZo0yfAEMDIyUvn/69evY9SoUQgJCVE5Z6xatQrTpk1Dp06ddF5vahfoH5+/Hz16hDdv3igvdp8/fw4bGxu4urqq3ITIqHNcRuxjfX5H0rtdfS+0/fz88O2336J+/fo4f/48KlSogCFDhmD//v3w8fHBypUr1cpkVIKcnhsCKV1TPXz4EAUKFEB8fLxynr7HVHJ///03VqxYgXXr1iEuLg6tW7dG165dUbFixRRjTDJp0iSsWrUKkyZNQvfu3fH333/D09MTGzduxJw5c3DkyBGt5W/cuIG6devi5s2biIuLU362gwYNwtu3b7F48eIUy27fvl3jfIVCASsrK3h5eWm9ZtLnZk/Tpk01Hh/Jt9m2bVsUL15cbZm3b99iwYIFOHDggMZtfnxuTToWU0o1kl5L7WbcpEmTsHLlShw+fBhubm4AgA0bNqBLly4IDw9Hy5YtUyyrleQghQoVkiNHjoiIiJ2dnVy5ckVERGJiYiRXrlway8ybN0/mzZsnJiYmMmXKFOXf8+bNk9mzZ0uTJk2kTJkyWrc7ZcoUUSgUUqJECalevboEBQUppxo1aqQat4mJiTx48EBt/uPHj8XExERr2eLFi4uJiYm4ubnJV199JYsXL5bo6GitZbp27SrffPON2vxx48ZJ586dtZZ1dnaW3377Tesy2piYmEhQUJCsWbNG/vvvvzSV3blzp7i4uIhCoVCbtO2nadOmSadOnSQ+Pl6n7YSEhCinTp06ib29vbi7u0vTpk2ladOmUqhQIbG3t5eQkJBU1/X+/XvZunWrNG7cWMzNzcXHx0dmzJgh9+/fT7FMs2bNZMGCBWrzFyxYII0bN9bpPWzbtk3jtH37dtmzZ49cvXo1xbJ58uSRy5cv67Sdj71//15++OEHadOmjdSsWVNq1KihMmmSnuPRwcFBoqKi0hRjeHi4cpo1a5Y4OTnJV199pfzef/XVV+Lk5CSzZ89OdV1nz56VQYMGiaurqzg6OkqvXr3kr7/+0lpm+/bt0qxZM7GwsBBvb2+ZNm2a3LlzR+f427dvL69evVKbf+3aNalatarGMjY2NqmeFzRJ+m5pm1L7/omI3Lx5U1atWiWdO3eWIkWKiImJidjZ2ekUgz7HY6FChWT69OlpKpP0/TYxMZH69esr/27atKl8+eWX4uHhIcHBwTqv7/Tp09K/f3/JkyeP5M6dW/r37y9nzpxRW+7s2bM6Tyn54osv5Mcff1Sbv27dOqlevXqqsSYkJMikSZMkf/78Ympqqvzt/Oabb+SHH35Isdy6deskMDBQ/vnnH+W8f/75Rz7//HNZu3ZtiuUy4hwnovs+Tk7f35H0bnfixIni6ekpa9euFWtra+U+3rBhg1SqVCnFcra2tnLt2jURERk/frw0b95cREROnjwpefPm1VgmIiJCOYWHh0u+fPlk1KhRyt+BUaNGiZubm4SHh2uNWaFQyMOHD9Xm79u3T/LkyaOxTNKxqlAo5MCBAyrH76lTp2Tq1KlSuHDhFLep7zGVJD4+XjZv3ixffvmlmJubi6+vr8yaNUvj+0hStGhR+eOPP0RE9doxOjpaHB0dU91m48aNpX379hIXF6dSPiIiQry8vLSWTTruNB2LSf9Wq1ZNnj59qlZ26dKlYmpqKnnz5pXSpUtLmTJllFPZsmVT3GanTp3EwcFBChcuLM2aNZOmTZuKh4eHODo6SqtWraR48eJiaWmp8be1TZs2kidPHunVq5eMHz9eJkyYoDJ97Pr16zpPqRkwYID4+vrKkydPZN26dWJtbS2//PJLquW0yVFJUPITS/ID8cyZM2Jvb6+xjIeHh3h4eIhCoRB3d3fl3x4eHlKsWDGpU6eOHD16VOt2XV1dZeXKlXrHndKJ5vr162JjY5Nq+Xv37smPP/4oPXv2VCZFefPmldatW2tc3t7eXuNFxeXLl1PcT0nc3Nzk0qVLqcaUkvPnz8vgwYPF1dVVHBwcpEePHnLs2DGdyhYtWlT69OmjNYHQpEmTJpIrVy5xc3OTOnXqqFzcNG3aVGvZESNGSLdu3eT9+/fKee/fv5cePXrIsGHD0hTHw4cPJTQ0VKysrMTc3FwaN24s+/btU1vO1tZWYmJi1OZfvnxZbG1tddpWek6sQ4YMkZEjR6bpvSXp27ev2NraSqtWrWTgwIEyaNAglUmT9ByPHh4ecvHiRb1iFcm4i7GkH95GjRqJubm5lCpVSubOnSvPnz9Psczjx49l9uzZ4u/vL2ZmZtKgQQPZtGlTqsl6uXLlxMPDQ+UHKjw8XOzt7ZUXSB8LCAiQQ4cO6fx+kiS/mEptSs2///4rS5culbZt24q9vb3Ox7I+x2OuXLmU539dJd34UCgU0rp1a5WbIT169JCpU6fKo0eP0rTOO3fuyPjx48XS0lJsbW3F1NRUqlatKn///bdymY+/l9qmlFhbW2v8Dl26dEmsra1TjVPfC3RPT085deqU2vwTJ06Ih4dHiuUy4hyXRJd9nJy+vyMZsV19LrSdnJzkwoULIiISGBgoS5YsEZEPNz10+Wz1SZAdHR3FyclJTExMlP9Pmuzt7cXExET69OmjsWzy41hTomljYyPLly9PMV59j6mPvX37VmbPni2WlpaiUCjEwsJCOnToIHfv3lVb1srKSnkRnvyzuXDhgk7Ho7OzszJpS15el8/ojz/+kM8++0z++OMPefnypbx8+VL++OMPqVSpkvz2228SFRUlJUuWlC5duqiV1edmj4jIyJEjpXfv3pKQkKCcl5CQIP369ZPRo0dLYmKi9OjRQwIDA9XK2tvbp/nGY0Zq3769eHt7i42NjWzdujXd68tRSVC1atVk/vz5IvLhQEy62923b99U7+AFBQVpvCDURb58+fS6cz548GAZPHiwmJiYSM+ePZV/Dx48WAYMGCCfffaZVKlSRef1vX79Wnbt2iUhISFiZmYmpqamGpfLmzevrFixQm3+ihUrxNXVVes2Zs6cKX369JHExESd49JEn7s1uXLlkn///TfN20p+MaNp0iZPnjwqd6SS/PPPP5I7d26dYzh27Jj06tVLHBwcpFChQjJu3Djp3r272NjYyNChQ1WWLVSokISFhamtIywsTAoVKqTT9tJzYu3Xr5/Y29tLuXLlpEePHirH5eDBg7VuV5+awvQcj2vWrJEWLVpIbGxsmraZJKMuxuLi4uSnn36SOnXqiJmZmVSrVk2KFy8uuXLlkp9++inV8vPnz1f+WLu4uMjYsWNTfE/x8fEycuRIsbCwkNGjR0uLFi3Ezs5O64XFvn37pHLlynLgwAF5/PixvHjxQmXKDFeuXJHly5dL+/btpUCBAmJvby9169aVqVOnyp9//inv3r3TaT36HI9dunSRRYsW6RX3hAkT5PXr13qVFRF59+6d/Pzzz1KvXj0xMzOTSpUqybJly+T169dy8+ZNadOmjfj4+CiXT34ndMuWLVK0aFFZvHix8u754sWLxdvbW7Zs2ZLiNosVKyZDhgxRmz9kyBApVqxYqjHre4FubW2t8SbWsWPHtF78pfccl9Z9nJy+vyPp3a6+F9oNGzaU4OBgmTRpkpibm8vt27dFRGT37t3i7e2dasz6JMjh4eGycuVKUSgUMm/ePJXa8x9//FEOHz6c4vauX78u165dE4VCIcePH1c5vu/evatyQzGlePU5ppIcP35cevfuLU5OTlKwYEH5+uuv5erVqxIVFSVffPGFVKhQQa1M+fLlZc2aNSKi+tlMmDAhxdr15JInqsnLHzp0KNXfsJIlS8qff/6pNj8qKkp8fX1FRGTv3r3i7u6utow+N3tEPlzXaLqZfenSJXF2dhYRkXPnzomDg4PaMj4+PlprpT+2bds25bk+pRYqSZOmsh9Pv/zyi7i7u0vXrl21ltVVjkqC/vzzT8mVK5f06tVLrKysZODAgVKrVi2xtbWVEydO6LyexMTENF3kf/vttzJw4MA0x5vUZE6hUEiVKlVUmtHVqVNHevTokWpy9fvvv8vIkSPls88+EysrKylfvrwMHjxYtm3blmJSN23aNLG0tJS+ffvKmjVrZM2aNdK3b1+xtraWadOmad1ekyZNxMHBQYoUKSINGzZMU62KJmm5W9O5c2etTTMyg6Ojo8aLjy1btqRaTf7gwQOZOXOmlCxZUiwsLKR58+ayc+dOlWNr7969aj+AK1euVDbJCQ0NldDQUGnQoIGYmprqXOOYnhNr8uPw4ym15p361BSm53gsU6aM5MqVS+zs7KRUqVJStmxZlSk16b0YO3HihPTt21dy584tbm5uMnLkSJWkaubMmSn+CN67d0++/fZbKVGihNjY2Ei7du1k//79snbtWilVqpTUrl1b67bHjRsnCoVCzM3NtV6UiIhKTWBam7Il9+zZM5k5c6Z07dpVunXrJrNnz9ZY21WoUCFxdHSUhg0bSlhYmBw7dizVi5+U6HM8Tp06VfLkySOdOnWSmTNnqjRznjdvnl5x6KJfv37i7Owszs7OMnDgQDl//rzaMjdu3BCFQqGxfIUKFTTeRPjtt9+kXLlyKW73t99+EysrKylZsqR07dpVunbtKiVLlhQrKyudbkqk5wLd399fjh8/rjyvHT9+XMqUKSONGjVKsVx6znHp3cf6/o6kd7v6XmjfuHFDuZ+Txz1o0CDp379/qnHrmyDHx8fLypUr5datW6lu42Pv3r2TTp066XWBru8xNWvWLClVqpSylcWvv/6qUtMh8qFrhKabw9u3bxcHBweZPn262NjYyIwZM6Rbt25iYWEhe/bsSTXmVq1aSffu3UXkfzfgX716JV988UWqN1qtrKw0Hkvnzp0TKysrEfmQWGpKAPW92ePo6Jhi0pF0XXP58mWN1zi///671K1bV6fmayIffnuSuntoqhnU1hRV2/L6NGPVJEclQSIfDpyOHTtKyZIlxcfHR9q1ayfnzp3TqeyqVaukVKlSYmlpKZaWluLn5yerV69OtVxCQoLUrVtXPD099UoMQkJC9L4bq1AoxNXVVb799lutTW8+tmHDBqlSpYqyirtKlSqyYcMGnWLVt1YlOX3u1sTGxkr9+vX1urCJj4+XvXv3yuLFi+Xly5ci8qE5g6a+FckNHjxYnJycZMaMGXLo0CE5dOiQzJgxQ5ydnVOtFTE3N5cSJUpIWFhYijVcL168kKCgILX5R48elbZt20rZsmWlTJky0rZt21SbZSaXnhNreuhbU6jv8fhxe+TU2id/LD0XY35+fmJmZib169eXLVu2aLzIf/jwodpF0aZNm6Rhw4Zibm4upUuXlgULFsizZ89Ulvn777/F3Nxc43bfvXsnQ4YMEUtLSxkzZoxUq1ZN8ubNq/Vi98CBA+lqyiby4TubO3duKVCggDRt2lSaNGkiBQsWFGdnZzl58qTKsnnz5hVHR0dp1KiRzJo1S06cOJHu2uO0SN6s+eOpSJEiWsvev39f2rdvL25ubmJqaqpzkzSR/zU9iouLS3GZ+Pj4FPe5lZWVxuadFy9eVH5vU3Lr1i0ZM2aM8rMZM2aM3Lx5U2uZJPpeoD98+FDq1aunvIFlYWEhJiYmUq9evVSbm+l7jkvvPtb3dyS929XnQjs+Pl7Cw8M13hTUVXoSZGtra50vdj/m6OioVxKk7zHl5eUlU6dOlXv37qW4TFxcXIr9oHbt2iXVqlUTW1tbsba2lsDAQNm9e7dOMd+5c0eKFSsmPj4+yhpCZ2dnKV68uMb+3skFBgZK3bp1Va4RHj58KHXr1pXPP/9cRD7csEyq9Ut+rOp7syepP9vs2bPl0KFDEhUVJbNnz5Y8efLIgAEDRERk2bJlGpvDPXz4UIKCgpT9OpM3lXRyctJpf2UlOS4J0tesWbPExsZGRowYIdu2bZOtW7fK8OHDxcbGJtUO0n369BFLS0upW7eudOrUSe/EICYmRnbt2iVv3rwREdHpomHOnDnStGlTyZMnj+TNm1datWolCxcuTFc/icyUnrs1y5YtE1NTU7Gzs5PChQvrfGFz/fp15d325J1+Bw4cKD179tQab0JCgnz77beSP39+5V2H/Pnzy7fffpvqne2DBw9qfT0zpfXEqomux+PHSX9G1hR+CvpejE2aNEnZNCUt7O3tpUePHloHUHjz5k2KSZy/v794eXkpB4FJTEyU6dOni6WlpfTu3TvN8eiqatWqEhISotJnKT4+Xjp16qQ8ppKLjo6WRYsWSatWrSRv3rzi4OAgDRo0kBkzZshff/2l9r1PjT7nR33UrVtXfH19ZeHChbJlyxbZunWryqRNZGSkxj5d8fHxEhkZmeq2y5YtK23btlUZNObt27fK4zMlN27cSHF/3LhxI9XtpvdO+OXLl5W/m+npM6qL9O5jfX9H0rtdEf0utNOTiCS5deuWjB49Os0JclBQkNZmmNqEhITIrFmz9Cor8umOqfj4eJkwYYLONwxS8ubNG1m+fLn07dtXevfuLcuWLVOeq7T5559/pHjx4mJhYSFFixYVLy8vsbCwkBIlSijf95YtW5Q35LXd4NH1WH7//r1MnjxZ8uXLp7yuyZcvn0yZMkV5XXPjxg2NtYA1a9YUb29vmT59uqxcuVKlqWRqA20kDfCRVu/evZOgoKBMOQ6yfRL0cdt2bZM2Hh4esmrVKrX54eHhqXbGs7Ozkx07duj9Hp48eSJffPGFslov6SK9S5cuGquxU3Lu3DlZsGCBNGvWTMzNzSVfvnxalz9x4oSsWbNG1q5dq7EjoiZLly7Ve+QwkfTdrcmbN69MmTIlzRdP6Rm5JTl9+k/oWwP177//ytdffy1t2rRR3knauXNnip1uP5bWE2tyjx8/TtPxmFrtoC43BJ49eybLli2T0aNHy5MnT0Tkw+hHuiQZSWVHjRqV5rIZJS1NaPXtv5SkS5cuGvusnD59WkqWLKmxTJUqVWT06NGye/duvfu7WFlZaRxh7sKFCzrVKF68eFG+//57admypdjb22tsb65JWo9HEUnXOcrOzk5Onz6tV9n0jPQp8qHfg6urq+TJk0dq1qwpNWvWlDx58oiLi4vWAWTSu10R/S7QJ06cqPF4fvPmjUycODFT4k3ve9X3dyQj9rE+0pOIpNfGjRvF09NTFixYIIcPH9Z5tEIRkcmTJ4ujo6M0b95cpk6dqnMthb7HVJLY2FiJjo5OU6zJR+AzhMTERNm5c6fMmzdP5s6dK7t27Urz8amvtF7XWFtbpzoSYkoUCoUEBgbK4sWLlb/VukrPqLXaZPskSJcRdXRpxmBpaZliB2lLS0utZQsVKqTX8LNJOnToIMHBwXLr1i2Vi/Tdu3cr+2+k5tSpUzJ79mxp1KiRODo6iqmpqQQEBGhc9sGDB1KjRg1RKBTi5OQkjo6OolAo5IsvvtA6MIHIhyG5FQpFmobkzihOTk56dWhNz8gt6aFvDVRERIRYW1tLrVq1xMLCQlnu22+/TXH0L030PbFmxPGYFmfPnhUXFxfx8vISMzMzleF5O3TokGllP/bmzZs0Dxjwww8/KPt8WVhYSMmSJWXZsmWplktKcr/66iu9ktyUvH37VuP8qVOnSnBwsOTKlUvMzc2lUqVKMnLkSNm5c2eqCXkSV1dXjRfFu3btSrXz7/379+Wnn36Snj17SrFixUShUKTavCuJPsdjUo1tmzZtZPHixRoHN0mJj4+PzjeFNG1X0zn00qVLKT6m4WOxsbGyZMkSGTx4sAwaNEiWLl2aauKa3hFG9aVvYpC8n0Byd+7cSfW4SO8+1vd3JCM+W5EPzUpXr14ta9as0amvcnoSkSTPnj2T3bt3y5o1a2TVqlUqkzYp9b/QpR+GvrUU+h5TDx8+lPr16+t1/de4ceN0jfAr8uE4WLJkiYSGhsrEiRNVpsyS3oRRH2XLllW2QkirkydPyrBhw6RgwYJiaWkpX375pWzcuDHF363k0jNqrTbZ/mGpGfXAuFKlSqFt27YYM2aMyvzJkydjw4YNOH/+fIplV65ciV27dmHlypVqT1bWRb58+bB7926ULl0auXLlwtmzZ+Hp6Ylr167Bz88Pr1+/TrHsl19+iaioKLx8+RJlypRBUFAQgoKCUK1atRSfBN26dWtcuXIFa9asUT5A9OLFi+jUqRO8vLywfv16rfHev38fBw4cQGRkJCIiIhATEwMXFxcEBQXhp59+SvX9Hjp0CEuWLMGVK1fwyy+/oECBAlizZg2KFCmi9eGRgwcPhouLi9pnlJrcuXMjKioKvr6+Kvs3KioKzZs3x4MHD1SWL1u2rM4PmtP20MUmTZogV65cWL58OZydnZXbjYyMRLdu3RATE6OxXOXKldGyZUsMGTJEJd7jx4+jSZMmuHPnju5vXg/pOR71UatWLZQrVw5hYWEq2zt8+DDatm2L69evZ0pZAHjz5g1GjBiBjRs34smTJ2qva3t429ixYzFnzhz0799f5Xzz3XffYeDAgZg8ebLGcpGRkahXrx4CAwNx8OBBREdHw9PTE2FhYfjrr7/wyy+/aI05uf/++0/loYOA9ifAJyQk4Pjx44iIiEBERAT2798PhUKBuLi4VLc1YMAAbNmyBTNnzkSVKlWgUCgQFRWF4cOHo3nz5pg7d65y2YcPHyq3ceDAAVy+fBnm5uaoWLGi8mGplStXhqWlZarb1ed4fPDggfJhrREREbh8+TLy5s2L6tWrIygoCL169Upxe3v27MGsWbOwZMkSeHh4pBof8L8HLG/btg1169ZVeV8JCQk4d+4cihcvjl27dum0Pl0NGTIEADBv3jx0795d5fcnISEBx44dg6mpKf7880+d1vfu3TuND0BM6YHdKT1Ydv/+/WjdujUePXqkMn/+/PkAPpzLQ0NDYWdnpxLvwYMHcf36dY0PNs+ofZzW35GM2u7t27fRpk0b/PnnnyoPAa1SpQrWr18Pd3d3jeVMTEzU5un6gEkA+PXXX9GuXTvExsYiV65cag8O1vZA6Bs3bmhdd+HChbW+ro+0HlNJ2rVrh+vXr2Pu3LmoUaMGtmzZggcPHmDy5MmYNWsWGjRokOI2lyxZggkTJqBdu3YoX748bG1tVV5P6QG6SdLzcGYA2LdvH/bt26fxu7dixYoUy+n7MNsHDx5g2LBhym1+nAZoO6b27NmDiRMnYsqUKfDz84O5ubnK69p+f5KICCIiIvDjjz9i06ZNSEhIQPPmzbW+1/79+2P16tXw8vJCQECA2mc0e/bsVLerifbHdWcD1atXV/5/0qRJmD17Ntq0aaOc9+WXX8LPzw9Lly7VmgRNnDgRrVu3xsGDBxEYGKj8gd+3bx82btyoNYb58+fjypUryJs3Lzw8PNQOitS+ALGxsRqTp8ePH6d6kVCsWDH06NFDa9LzsV27duGPP/5QJkAA4Ovri++//x516tRJtXy+fPnQpk0bZQL2008/Ye3atTpdvG3atAkdOnRAu3btcPr0aeXF16tXrzB16lT8/vvvKZZNSEhAWFgYdu/eDX9/f7X9nNKXoHbt2pg7dy6WLl0K4MNJ6fXr1xg/fjzq16+vtnyTJk1SfR+6iIqKwp9//qn2NPHChQtrTWTOnz+PH3/8UW2+i4uLxgv1lOh7Yk3P8ZhSApn8SdQhISGoUaOG8rXjx49jyZIlamUKFCiA+/fva91eesoCwPDhw3HgwAEsXLgQHTt2xPfff487d+5gyZIlmD59utayixYtwrJly9TON/7+/ujfv3+KSdCoUaMwefJkZZKbpEaNGpg3b16qMcfGxmLkyJF6JW4xMTE4e/Yszp49i3PnzsHe3h6ff/55qtsEgJkzZ0KhUKBjx454//49AMDc3By9e/dW21f58uWDubk5AgIC0Lx5cwQFBSEwMBDW1tY6bSs5fY7HvHnzok2bNsrP5t9//8XkyZOxbt06/Pzzz1qToNatW+PNmzcoWrQobGxs1M4zmi4aHRwcAHz4cc+VK5fK+7SwsEClSpXQvXt3jdtL6Ynxmnx8MZaULIgIzp8/r3KusbCwQOnSpTFs2LBU1xsTE4MuXbrg8OHDKvNTutB2cnKCQqGAQqFAsWLFVL7zCQkJeP36tcZ9PGfOHOV6Fy9eDFNTU5V4PTw8sHjxYo0xpmcfJ5fW35GM2m6XLl0QHx+P6OhoFC9eHABw6dIldOnSBV27dsWePXs0lrt27Vqq69Zm6NCh6NKlC6ZOnZrmm7QZleQkXWRru7mo7zGVZP/+/di2bRsqVKgAExMTFC5cGLVr14a9vT2mTZumNQnq3bs3AM3XELokmpMnT8aUKVMwcuRIrctpMnHiREyaNAkBAQFwc3PT+QYs8L/v58fOnj2L3Llzp1guJCQEN2/exNixY9O8zbp16wIAatasqTGW1PYV8GGfJt0M6927N7p27YpVq1ZpvS75+++/Ua5cOQDA5cuX1danr2yfBCV35MgRjSfQgIAAdOvWTWvZ5s2b49ixY5gzZw62bt0KEYGvry/++usvlC1bVmvZ9F40V6tWDatXr0ZoaCiADx9oYmIiZsyYoXKxqMnMmTPTvL3ExES1Ez/w4YLm44vlj+3cuVN5d/Xs2bMoWbIkqlWrhk2bNul0MTV58mQsXrwYHTt2VKk1qlKlCiZNmqS17Pnz55Wfxd9//63ymrYvwZw5c1CjRg34+vri7du3aNu2LWJiYpAnTx6NtV7jx49P9X3oIjExUeMJ4fbt2yoXvx9zdHTEvXv3UKRIEZX5p0+fRoECBXTadnpOrOk5HuvWrYtFixbBz88PFStWhIjgxIkTOHfuHEJCQnDx4kXUqlULmzdvRuPGjQEAVlZWePnypdq6Ll26pHY38GPpKQt8uEu6evVqBAUFoUuXLvj888/h5eWFwoULY926dWjXrl2KZRMSEhAQEKA2v3z58sokQZP0JrkjRoxIc+KWdIMnMTER1apVQ7Vq1TB69Gj4+/unur0kFhYWmDdvHqZNm4YrV65ARODl5aXxwmrnzp2oWrWq2t06fehzPL5+/RpRUVGIiIhAZGQkzpw5Ax8fH/Tv31/lxpkmyWu0dLVy5UoAgIeHB4YNG5am963r74emC4wDBw4AADp37ox58+bpfCPsYyEhITAzM8OOHTt0Ol/MnTsXIoIuXbpg4sSJykQB+F8yk1Q7mlzSBX2NGjWwefNmODk56RxjevZxcmn9Hcmo7R46dAiHDx9WJkAAULx4cSxYsACBgYEplktvInLnzh0MGDBAr1YqAHDlyhXMnTsX0dHRUCgU8PHxwcCBA1G0aNFUy65evRozZsxQtnooVqwYhg8fjg4dOqgtq+8xlSQ2NlZZI5I7d248evQIxYoVg5+fX6o3olO77knNs2fP0LJlS73KLl68GOHh4Rr3SUrSmzBGRUXh0KFDKFOmTJrjTTrnpMetW7ewfv16/Pjjjzh//jwqV66M7777LtO3q1GGN7AzoPQ+MM5QLly4IC4uLlK3bl2xsLCQFi1aiI+Pj+TNm1entssRERHSsGFDZQf4Ro0aaR2Z7Msvv5Rq1arJnTt3lPNu374t1atXlyZNmmjdlr5DciextrZWdkBM3r7/ypUrqfa9So83b97IihUr0jxyi4j+He/1fXbA8OHDpWrVqnLv3j3JlSuXxMTESFRUlHh6euo07LPIhwf46jK8uybpOR67desmkyZNUpsfGhoq3bp1E5EPz7cpX7688rXu3btLkyZN5N27d8r9dOPGDSlbtmyqz99KT1mRDx1ik0ZeKlCggLLz+dWrV1N9WGq/fv00DpM+dOjQFJ+mnrSdpGc4Jf8ObN68WTw9PVON2d3dXQ4cOCAiojw+RERWr14t9erV01gm6SGsw4cPl99//13nfkApuXXr1icbeEKf49HMzExcXV1l6NChsmPHDr3OVcbExsZGr76dEREROj/01tgVK1YsxYeAFi1aVGvZf//9V/r16yc1a9aUWrVqSf/+/XXu19S0aVOdHjegya5du8TCwkIqVqyo7KNWsWJFsbS0THXUQH1H3NX3mAoICJBdu3aJyIc+Ph06dJDbt2/LiBEjdDqvJkk+MqOu0vNw5ty5c6e5j1p6HmYrkr5+j+mxZMkSqVatmpiamoqvr69MmTJFrwEpMvL3J0clQel9YFxCQoJcunRJDh06JJGRkSpTZrt3756MGzdOGjRoIPXq1ZOvv/5ap2cDrFmzRszMzKRVq1bKDvCtWrUSc3NzWbduncYyN2/elLJly4q5ubl4enpK0aJFxdzcXMqVK5fqg9HSOyS3p6en7N27V0RULwBXrVqV4pO20ys9Q5ump+O9vs8OePfunbRt21bZAdXc3FxMTEykffv2Gt+HJvqcWJPT93i0t7fXOMBITEyM2Nvbi8iHoZPt7OyUr7148UICAwOVA3q4u7uLubm5VKtWLdUO4ekpK/LhWT9Jz/WoXbu2DB06VEQ+PIuhQIECassPHjxYOfXv319y5cqldr6xt7eXfv36pbjN9Ca5+iRuz549k23btsngwYOlXLlyYmlpKRUrVpQRI0bI77//nuo2RT6cHydOnCj29vbKzsYODg4yadKkTB/JKK3HY+PGjcXZ2VlcXV31emxAWgauKFu2rPLB1GXKlFF7YG9aHt6bnC4XY0kPjP14atKkiYwcOVLnYX8DAgLk0KFDOsd248YNjVNqyWbnzp01ToMGDZJFixbplJyn5zlOaZWRn+3WrVulYsWKag8BrVSpktbR39KTiIh8GLylUKFCMn78ePnll19k27ZtKpM2ZcqU0dgZfeTIkam+57SOuKvvMZVk7dq1ysENTp06JS4uLmJiYiJWVlby008/aS37/v17mTRpkuTPn19lEKNvvvlGpwfrpufhzCNGjNB441AX+iaMu3fvljp16qRrRDx9RuErWLCgDBs2TK/RNzPr9yfbD4zwsVu3bmHRokX4559/lE3aevXqlWKnwyRHjx5F27ZtcePGDbVOYqm1c0xISMCcOXOwceNG3Lx5E+/evVN5XVvHw/Ty8fFBjx49MHjwYJX5s2fPxrJlyxAdHZ1i2b1796rsp1q1aqVp2+fPn0dkZCQOHDiAX3/9Fc7Ozrh3757WMmFhYcq2n7Vr18bvv/+OGzduYPDgwRg3bhz69euntfzx48fx888/a9zPmzdv1lhG386DQPo73v/3339Yv349Tp06hcTERJQrVw7t2rXTqW/ElStXcPr0aSQmJqJs2bLw9vZOtUySkSNHws7ODmPHjtW5TEbImzcvZsyYgY4dO6rMX716NYYPH44HDx7g4sWLqFatGh4/fqyyzP79+1X2U1qOR33LzpkzB6amphgwYAAOHDiABg0aICEhAe/fv8fs2bMxcOBAleVTaw6YRKFQYP/+/Rpfi4+PR0hICH766SeICMzMzJCQkIC2bdsiPDxcpZ+EJv7+/liwYAGqV6+OOnXqwN/fHzNnzsT8+fMRFhaG27dvpxrflStXMHnyZKxduzbFZpsfGz16NJYvX46JEyciMDAQIoI///wTEyZMQPfu3TFlypRU16GPmzdvwt3dXWNTpZs3b6bYaR8Azp07h8jISERGRuLQoUNQKBSpDuCS1oErJk6ciOHDh8PGxgYTJ07U+l5Sa2qbkJCAqVOnYvHixXjw4AEuX74MT09PjB07Fh4eHujatavK8h+f95M8f/4cJ0+exNWrVxEVFZVqs5f9+/fjm2++wdSpU3Xq7GxiYpJikzkXFxeMGDFCOWhDck2bNk0x3gsXLsDc3ByHDh2Cp6dnirHWq1cPN2/eRL9+/TQ23UtqZquNrr8jGfnZOjk54c2bN3j//j3MzD70REj6/8dN7JJfM5QtWxbBwcFqTV1HjRqFPXv2pNrUS9PACklSu7axsrLC+fPn1X57Ll++DH9/f7x9+1Zr2b///hteXl4q82NiYuDn56dWVt9jKiVv3rzBP//8g0KFCiFPnjxal500aRJWrVqFSZMmoXv37vj777/h6emJjRs3Ys6cOThy5IjW8h83XU9OoVDg6tWrKb4+cOBArF69Gv7+/mnq6wx8OP9pk9K5MfmxqGu/xySPHj1C586dsXPnTo2vazueJIU+TLrItN8fvdOnHKZ06dLSsmVLuXjxojx79kyeP3+uMmkzduxYcXNzkxkzZoiVlZWEhoZK165dxdnZOdW7AEn0HcLSwsIixTvvmdm8LC1Dcn9szJgxYm1trRxy08rKSr755ptUy61fv17Mzc2lQYMGYmFhIQ0bNpTixYuLg4OD1uZl6Rna1N7eXlmjkrzm6vr165m6fzXZtGmT+Pn56bTsgAEDxNHRUapVq6ZstpV80sbDw0O++eabNA0rnCQ0NFSsra1lwIABymdQDRgwQGxsbGTy5MkiIjJ79mypVauWssyqVas0DpEZFxeX6vGf3H///ZfuB2jeuHFDNm3apPdzENLi33//lZ9//lk2bNiQpucfzJ49W3le2b9/v1hbWyufqj537lyNZZ48eSKbN2+WAQMGiL+/v5iamoqLi4s0b95cvvvuO5226+bmpvHO8datWyV//vw6x59W6X0+y6lTp2TWrFnSsGFDMTMzE3Nzc63LV6pUSfmQx+Tf+b/++itT36fIhyFvPT09Ze3atWJtba3c9oYNG6RSpUppXl+fPn1SbCKZXPLhj5NPKQ2FfObMGY1TRESEhIWFSe7cudPcPOjNmzfSokULadmypdbl0vMcJxH9f0fS6+OHSmqbkrO0tNR4frh06VKm/wYVLFhQNm7cqDZ/w4YN4u7urrVsyZIlZcqUKWrzQ0NDpVSpUmrzM+OY0lXRokXljz/+EBHV73x0dLQ4OjpmyjaTBAUFpTjVqFFDa9nUHhGTkrQcfx9r27atVKlSRf766y+xtbWVPXv2yJo1a6R48eI6PS/z2bNnMnPmTOnatat069ZNZs2apVNtX2b9/mT7JOjjqjhtkzY2NjYakwldeHp6Kj98Ozs75UXzvHnzpE2bNqmW3759u+TKlUtZvefo6KicnJyctJYtWrSoLF68WG3+4sWLtT4INK39iJI0atRInJycxNTUVMqXLy9Dhw6VX3/9Nc0PEY2NjZXjx4/LsWPHdO6f4Ofnp7xgSzpRJSYmSvfu3WXcuHFqyzdt2lSaNm0qJiYmUr9+feXfTZs2lS+//FI8PDwkODhY6zZdXV2VbWc/fkZJwYIF1Zb/uKmBtkmTpUuXSosWLaRNmzZy9OhRERHZt2+flClTRqytraVHjx467av0nFhnzZolAQEBolAopFy5cjJnzhydmsIlWbt2rVSqVEmcnJzEyclJKlWqpNI0882bNypNfdJzkZuQkJCuZgzJ6dMWPLkXL17Ili1bPtlzs5LokriZmJiIq6urNG/eXBYsWCDnz59P83YsLS01PrH7n3/+0fmZP/rQ5xk4s2fPli+//FKcnJzEzMxMAgICdD5X2draytWrV0VE/bliKV10Pn36VObPn69x3c+fP0/xtY9l9MXY2bNnU31otsiH3wNtU1qtWbNGSpcuneZyx48fT/XiOr39GdL6O5IRn218fLyEh4drfUh4StKTiHwsree4iRMniqOjo0yfPl0OHjwohw4dkmnTpomjo6OEhoZqLfvLL7+IqampBAcHy6RJkyQ0NFSCg4PFzMxMNm/enKY4RFI/plJqapk0aWNlZaVsYpz8e3fhwoVU+4Z+LC0Pzk6vjxPG48ePy9KlS6VEiRKyadOmTNlmvnz5lE2wc+XKpfxN2LZtmwQGBmote/z4ccmdO7cUKFBAmjZtKk2aNJGCBQuKs7OznDx5UmvZzPr9yfZJUPKHd2mbUruYqlGjhuzcuVOvGGxsbOTGjRsi8uEASfowr1y5ouwHoY23t7cMHDhQryfJL1y4UCwsLKRXr17KB7D17NlTLC0tNSZHIvr1I0qib9KTEWxsbJRtWJ2dneXcuXMi8uFJ9Jp+6ENCQiQkJEQUCoW0bt1a+XdISIj06NFDpk6dKo8ePdK6zbR2vE/tONR2PM6YMUPMzc2lfPnyYmNjIzY2NjJlyhRx/j/2zjMqiuzr+rvJOQgKigQRRRAQFNFBJakEMTs6OmbMEZFBnTFgzokxZ8CECbOCKEExY0IFJSjB7KDoCCoK5/3A2/V009W5Ece/v7VqLajuW/d2V3XVDefsbWREs2fPFttWRfPw4UOaNWsWNW7cmFRUVKhjx45SrcxIirBO7u3bt8VOAsg7cy5PLHjv3r1pzZo1RFQ5sGvUqBGpqqqSiooKHTx4kO+9VVfiRG1sGBoaMud/6NCh9P79e7GfjRdZBj1VcXNzowkTJgjsHz9+PLVq1Yr5v2o8vKhNFNzvQ0lJiUaNGsX3HU2cOJFatWpF7u7urGXlmaCRRbhi7ty59Ouvvwo9Zu/evZmVUFEosjNGVGn2Xd0z2Wzk5uZKZSAqTTl58xmkfY4o6txqamoy51Ya5BmIEMl3j6uoqKCVK1eSmZkZ8+wyMzOj1atXS9TRT0tLo/79+1Pz5s3JxcWF+vfvL/MAVty10b17d74tMDCQLC0tSV9fn3r06CHy2C1atKCdO3cSEf/vbvbs2dS2bVuJ2hcVFUUODg6krq5O6urq5OjoKLM4kbycOHGCPD09+fbx3germoJLYxKuq6vL/H4sLS0pNTWViCpzUsWZz7dt25aGDBnCl9v85csXGjx4MLVr1461DDdPXdLnj7T85wdBeXl5Em9V4V0lio2NJXt7e9qxYwelpaVJtYrUuHFjZta+bdu2tGjRIiIiiomJodq1a4v9DFpaWsyPThZiY2OpTZs2VKtWLapVqxa1adOGjhw5IvT9TZo0YVVnWbFiBTVp0kTmdgiDdwVG3CaK+vXrMw8sJycn2rNnDxERXbp0SeRgc/bs2RIlybMhb+K9NDRp0oS2bdtGRERJSUnE4XCoffv29PbtW4XWIwuXL18mZ2dnhSYecxONlZSUyNHRkS/J2MnJiXR1dcWGxsg7cy7PIMrExIRZfdm9ezfZ2NhQSUkJrV+/npydnfneK2plTpJVOm1tbaZtSkpKrINGSXj16hVduHCBUlNTpT5GcnIyaWtrk52dHQUFBdGwYcPIzs6OdHR0+FaRq7rDa2trE4fDYVYGORwOaWtri3SNJ/q/74zD4ZC7uzvf9+Tr60sjR46UKoxQUmQRrmjWrBlzHbJx9uxZgWuCDUV0xnhZu3Ytubm5SfTeqmEqK1eulFlVLy0tTepVCqLKCTpx35OBgQET/qmjo8NcV9xNHNI+RxR1br28vEQKIAhD3oGIokIs379/L/XkiyKR5ZoqLy+nUaNG0ZIlS0S+79ixY6Svr0+LFy8mLS0tWrZsGQ0fPpzU1NQkEp+QVgmvR48ezGBDnj6RMLKysgRWyXkjLoSF0UmyYCCPCp+GhgZrpMT9+/eFDqD09fUpOjqaUlJSJHr+SMt/3ieIV0O/pKREKg1/Z2dnxnmZS1BQEPO3pK7MPXr0wLlz59CqVSsEBwejX79+2LZtGwoKCoQmrvLi5+eHtLQ0kcmgbHz9+hULFixAUFAQUlNTJS736NEjdOnSRWB/165dJXLRTklJwfLly/l8A8LCwoT6BPHq/ctDu3btkJCQAEdHR/Tp0wfBwcFITExEQkKCgHEXL1OmTOE7x/n5+Th8+DDs7e3FmsPq6ekhNTVV6sT7L1++wNfXF5s2bULjxo0l+nz5+fnMcb28vKCqqooFCxYw7uLi6NmzJyIjI6Gnp8e4nAtDmIhEVa5du4Y9e/Zg3759ePfuHX799VeB99SqVQtZWVkwNjZm/AuEwZtwyfVHuX37Nvz8/Pjc47m+EL169RLZvqdPnwok3gKVvg9fvnwR9/EQHR2NzZs3o3379ny+Ck5OTnjw4IHIsu/evWMM6eLi4tCrVy9oaWkhMDAQYWFhfO+V1+Pgl19+Qffu3dGiRQsQESZOnChUXIPNcK6kpIRx3OZ6YigrK2PQoEFYs2aNRB4inp6eyMrKwrp16xhBlZ49e2Ls2LGoV68e8z5ec8c9e/Zg/fr12LZtG59B5IgRIzBq1CiR9cnrgVNcXIxt27bx3aeGDRsm9n60YMECDBkyBGZmZoxoDFe4YsaMGaxlcnNzRQqXNGrUCLm5uWLbHB4ejoEDB+Lp06eoqKhAbGwsHj58iOjoaJw4cULg/cKMVt+9e4fr169j27ZtiIyMFFtvWloa/Pz8oKmpyfh7rVy5EgsWLMCZM2cYk0JJKCsrw9KlS9G6dWuB19LT00W2d+HChUJNhrnI4uPEi7TPEUWd27FjxyI0NBRPnjxBixYtBPoqwjy7OBwOQkJCEBISgn///RcARPrMVUWeexyXV69e4eHDh+BwOLC1tZXIgw2oTJI/fPgw32+wW7dujDCEpIi6pkShpKSEkJAQeHl5YcqUKULf16VLF+zbtw8LFy4Eh8PBrFmz0Lx5cxw/fhwdO3YUW8+aNWuwYcMGPkGgbt26oWnTppg9e7ZAP1BfX595TsrTP6rqkUdEeP78OWbPni1wzSYmJjLPq8TERJkFCiZNmsQIYIWHh8PPzw+7d++Gmpqa2HuNnp4eCgoK0KRJE779hYWFQq/phQsXYty4cejYsSMyMzOxadMmZGZmCn3+SI3Mw6fvEG1tbRo6dKjEUp/yrCKJ4vLly7RixQqx8pNc5JGw1NbWljosQNY8IiL5QunkpaioiPE2Ki8vpyVLllCXLl0oJCSEkTFlo2PHjkxC5du3b6lOnTpUv3590tDQoPXr11dbe42NjaWaqeZwOHy5MbwzwZIwZMgQZqaON/SPbRMFNwyOKwvesWNHioyMFDoLGBkZyQgbyJJwGRkZKXM+jrwz5/KEHzVq1Ij27dtHHz58oNq1a9O5c+eIqDKMz8jISGzd2dnZFBcXx/hViZrVffHiBU2dOpV+/fVXUlJSooCAAIHwD+7GxsiRI8na2ppOnTrFhDycPHmSGjZsSKNHjxbbVlmxtrZmDX9JS0tjlcmVBElyr+SJPecijXCFvr4+Xb58Wejrly9fJn19fYnqjYuLIw8PD9LW1iZNTU1q06YNxcfHs75XWLitnp4eubm5seaSsCFtmIqwWWsfHx+qU6cO1atXj/XeJSp8vU6dOrR06VKJ2isP0j5HFHVuhYVFSzL7TsS/iitNaLQ897h3797RgAEDSFlZmWmziooK9e/fX+wq4d27d8na2pq0tLSYFX5tbW2ysrJiVuJ4kfWaEsfJkyfJ2NhY6nLSoK6uzppTnpWVVa3iFcLETCwsLER6BX3+/Fnoa9KG3ZeUlNCNGzckKjdhwgSqX78+xcTEUEFBARUWFtLevXupfv36In39Hj16RN7e3mRiYiIyykkWfiiJ7OPHjyMyMhInTpyApaUlgoKCMGjQIPlGid8AeSQsu3fvju7du2PIkCES17dhwwZMmjQJQUFBcHd3B4fDQWpqKiIjIxERESFyhlYeSe6awtjYGCkpKWjatCm2bt2KNWvW4NatWzh06BBmzZol0Oa///4bI0eOhIaGBv7++2+Rx544caLQ10JDQ6GqqiogbSoMJSUlzJ8/n1kRmTp1KsLCwgTkPUXVqQiUlJTg6uqK33//HX379oWpqWm11icPx48fx8CBA/Hnn39i7ty5mDNnDt/MubhZPFdXV0yaNAkDBgzgk0CfM2cOzp49iwsXLggtu379egQHB0NHRweWlpa4efMmlJSUsGbNGsTGxgpd/SkqKkKfPn2QlJQEDoeD7OxsWFtbY9iwYTAwMMCKFStEtrlBgwZIS0uDkZGR+C/o/2NsbIyDBw/Cy8uLb39SUhL69OmD169fS3Sct2/fCqyuDB06lJlhrIqWlhaSk5Ph5ubGt//atWvw8vJCaWmp2Dr79OkDDw8PjB8/Hh8/fkSzZs2Ql5cHIkJMTAzramG7du1gY2ODLVu28MkRDx8+HI8ePcL58+cl+ryS4u3tjVatWgn9rU+dOhXXrl2rPtdzOdHU1MStW7cEZmgzMjLg6uoqcJ6GDh3Kehw9PT00adIE/fv3Z125y8/PZy2nr68v8Yq3rLLAsqKocyvss3PhjWrhRd5VXHnucX369MHt27exZs0a/PLLL+BwOLh06RKCg4Ph5OSE/fv3Cy3bunVr1KlTB1FRUTA0NARQef8YMmQIXr16JSA7Les1xaWqfDb9/1WRkydPYvDgwVi7dq3Qsrx8+PCB+Z552yAKBwcH/P777wKRNPPnz8e+fftw9+5dieqWlpSUFL7/lZSUULt2bdjY2IhcbevevTtiY2MF+p4vX75E+/btce/evWppb1lZGcLCwrBx40Z8/foVAKCqqooxY8Zg8eLFUFdXF1l+7dq1CAkJgZ2dncDnEycVL4wfahDEpaioCNHR0YiMjERGRgb8/PwQFBSErl27Cr0woqKiYGxsjMDAQACVIVSbN2+Gvb099u7dK/QGxSUrKwvJycl49eqVwA9o1qxZivlgLGzatAmzZ89G//79WZfYu3btylru8OHDWLFiBTMA4Ia0ifNYUFdXx/379wVCkHJycuDg4CDSNwCoPDezZs1CUlIS63clzlOpoqICOTk5rGU9PDxYy2hpaTF+AX369EHTpk0RHh6OwsJC2NraCjzgeTuZ8uj/cx9cNjY2cHV1FTg3VfX/raysxC5Ri6uTy65duzBgwADW18LCwrBs2TKhZbOysiQO4WMjNzcXO3bsQG5uLiIiIlCnTh3ExcXB3NwcTZs2BSB7CB0b8fHxWLhwIW7cuMGEK86aNUtsqCMg/yAqLS0NhYWF6NixIzN4PXnyJAwMDNCmTRvWMoMGDcKrV6+wdetW2NnZMZ2SM2fOICQkBPfv3xfbbmnR0tLCjRs3YGdnx7f//v37cHNzQ0lJidhjpKSkoFu3btDT04OrqysA4MaNGyguLsaxY8fg6ekpUKZLly4oKCjAtm3b0KJFC3A4HKSlpWHEiBEwNzcXGs7Fi6mpKeLj49GsWTPs2bMH4eHhuHPnDqKiorB582bcunVLoIy0nfrJkydj3rx50NbWFutFwubbcejQIfTt2xerVq3CmDFjGK+n8vJyrF+/HqGhodizZw9rOOn3gImJCXbu3Cnwm4mPj8egQYPw8uXLGmqZIKL8ZADRPiVcpHmO1PS5HTVqFM6ePYu1a9cy95TU1FRMnDgRHTt2xIYNG0SWl+cep62tjfj4eLRt25Zv/4ULF+Dv7y/yvqGpqYm0tDTmns/l3r17aNmyJT5+/Cjuo0tFVQ837oDAx8cHQUFBIgcFjx8/xvjx45GcnMzXhyEJ0iGAymvkt99+Q4cOHdCmTRtmYvncuXPYv3+/gD+Wi4uLxOFosnbuRdGqVSvY29tjx44dzL7nz5/Dx8cHTZs2FfBC46W8vByRkZE4d+4c6+9HmD8eL6WlpcjNzQURwcbGRqJw7Pz8fAwZMgQZGRkYOXKkwPkU59MljB9yEMTLmjVrEBYWhrKyMhgbG2P06NGYNm2awJdua2uLDRs2wMfHB5cvX0b79u2xevVqnDhxAioqKiJzKLZs2YIxY8bA2NgYpqamfBc3h8MReRF//foVGhoauH37NhwcHKT+fNKsIs2YMQM+Pj5wd3eHhoaG1HUBgI2NDcLCwgRWizZt2oTly5cjOztbZPmAgADk5uZi2LBhMDExEbgRDB48WGhZWQ1tnZycMHz4cPTo0QMODg6Ii4vDL7/8ghs3biAwMBAvXrzge/+7d+8UksckylhTlJmmIjAwMMCuXbvQuXNnvv0hISGIiYkRa2oLVHZweWf8JckLkNRoMioqCn379oW6ujqioqJEHlPYNcGbEyfODFkU8gyiZIG3U887M/v48WM4Ojriw4cPAmXkXZ1s3749jIyMEB0dzfz2P378iMGDB+PNmzc4e/as2HY7ODjA3d0dGzZs4OsIjh07FhcvXmSdPXz9+jUGDx6MuLg4xpDv69ev8PPzQ2RkpICBMRuamprIysqCubk5s7K/ePFiFBQUwN7envX7krZT7+3tjcOHD8PAwABeXl5COyiifrfTp0/HokWLoKurC2tra3A4HOTm5uLDhw8ICwsTupKgyAkBWZk4cSIOHz6M5cuX80UHhIWFoVevXnLn4SiSO3fu8P3/5csX3Lp1i8lhEpcPKctzRNZzW5Xc3FysXr2a774aHByMhg0bCi2jiFVcWe9xFhYWOHnyJBwdHfn2p6eno1OnTiKNmZ2dnbFy5Ur4+Pjw7U9MTERwcHC1rY7Igru7O4BK41K2fgnbBE9Vbty4gVWrVjH5Kvb29ggNDYWLi4vAe8UZ7/IirnMvyzVVVFQEDw8P+Pr6YtWqVXj69Cl8fHzQrFkzxMTEiOxXjh8/HpGRkQgMDGQ1K161apXYz5STk4Pc3Fx4eHhAU1NTrInqli1bEBoaig4dOmDTpk0S56RJhEKD674Tnj9/TkuWLKEmTZqQlpYW9e/fnxITE2nXrl3k4OBAHTt2FCijqanJyFxPmTKFBg4cSERE9+7dExtPamFhQYsXL5a5vdbW1t/EnNHa2po4HA6pq6uTh4cHzZ49m86fPy8yPpQLV5ZXFkluXnR0dGT+rLIa2h44cIBUVVVJSUmJz6Rz4cKF5O/vL/B+XhUVb2/v70KdTVpOnz5N+vr6lJKSwuwbP3481atXT6yPzcuXL8nb25tR9DIwMCAOh0M+Pj5iFcW+tdGkLDlxiqKiooL2799PY8aMoV69ekms6qOjo8PkmFT9jmrVqsVaxsrKiv755x/mb2FbVcU17rWcnp5OZmZmZGRkRD4+PtS+fXsyMjIiMzMzunfvnkSfV0NDg9VAVxKfhocPHzKqSWxeD6KQJveKa7wra+y5vFy9epUmTpxInTp1ooCAAAoODmY8NYQhb06dIvj8+TNNnDiRUV1TUlIidXV1mjRpEquR8fcImywwG7I+R2Q5t7zExcWRmpoaubm5UUhICE2aNInc3NxIXV1dpAKZpqYmZWRkCOy/d++eUJ8sRbFp0ybq0KEDn0/c8+fPydfXV+zz/uTJk9S0aVM6cOAAFRYWUmFhIR04cIAcHR3p5MmTEksyfwu0tbVlMgevaWS9pogqpactLS1p0qRJ1KhRI/rtt9/o69evYus0MjKikydPytTef/75h3x8fJhcJu6zLygoiCZPnsxaxs/PjwwNDavFnoPoB5DI5uXQoUOMK3izZs1ozZo1Ah3Ye/fusTqG165dm0ngdXZ2Zr7wnJwcscmDurq6cklcb9++nQICAqioqEiqcl++fCFlZWWpPECePHlC0dHRFBQUxAyKtLS0qH379jR//nzGH6MqvAMDaSW5eXF1dRWZZCoKeQxtnz9/Tjdv3qTy8nJm39WrV1kHBHp6esxDR5iHjbQUFhbSkydP5D6ONOzdu5cMDQ3p+vXrNGbMGKpXr55EHdA+ffpQixYt+B689+/fJ1dXV+rbt6/IsrIYTRJVJig/fPiQLly4QCkpKXybKLp160Y7duwQ+5nE8fnzZyosLKT8/Hy+TRQTJkwgdXV18vf3p8GDB0ssPtGpUyeaMWMGERHjPVVeXk69e/emXr16yf1ZeOEV2ygtLaXNmzfT5MmTKSQkhLZs2cKIMkiCu7s7q8Tv4cOHpZLalZZ169aRiooKGRgYULNmzZjf8N9//01eXl587+Xep2Tt1MtyT5WXkJAQRm4/JSWFT5zgW1NSUkLp6el0584dmXzrahI2WWA25HmOyIOzszNNnTpVYP/UqVPJxcVFaDkfHx/q3bs3n3hMaWkp9e7dm9q3by9x/bLc45ydnUlHR4dUVVWpYcOG1LBhQ1JVVSUdHR0+SwO29lcVgOAVxJBGkllSuJYLkmxV8fLyooSEBJnrlsfwWx5kvaa4ZGVlUZ06dah///4SG7zWrVtX6oksLgMHDiQ/Pz8qLCwUMJ+3t7dnLdOhQwfGK6g6+KHC4fT19dG3b18MHz4cLVu2ZH3Px48fsXTpUoElxv79++PBgwdwcXHB3r17UVBQACMjIxw7dgx//fWXyESxYcOGoWXLlnzyk9Lg4uKCnJwcfPnyBZaWlgK5I6LC6Ro2bIjY2Fg0a9ZMproLCwuRlJSE5ORkHDp0CCUlJUzCGi9KSkp48eKFROErorh+/TqmTZuGWbNmwcHBgQmR4SIqAdHHxwdTpkyBv7+/THVLugTbq1cvXLx4EXZ2dkhJSYG7uzvU1NRYjykqpK2iogLz58/HihUrmJAdXV1dhIaGYvr06SKXnBXFhg0bEBISgtq1ayMpKYlVTroq+vr6OHv2rMBv6Nq1a/D19UVxcbHQsvXr18f+/fvh7u7OF+p1+PBh/PHHH6xSsrKGOQKy58Rxyc7ORlBQEC5dusS3nySIBa9VqxZ27dqFTp06iayjKhkZGfDy8kKLFi2QmJiIrl274v79+3jz5g0uXrwoMoxBWhT1uwWAffv2YcqUKZgwYQIjVXvlyhWsW7cOixcv5ss34sr9KiJ+HJA896rq55Ul9lzee6q0qKqq4smTJzAxMYGysjKeP3+ukPMlDUFBQYiIiBCQqeUm5bPJrtcUomSBHzx4gNu3b4ssL+9zRFY0NDRw9+5dAenirKwsODk5Cc2nvXfvHvz9/fHp0yc0a9YMHA4Ht2/fhoaGBuLj4wVybqoizz1OnrCtqkn7opAk3Ewcf/75J9avXw97e3v88ssvACrvT/fv38eYMWP4LAWqtjU3NxejR4/GgAEDWPslwuTLuQi7zz579gwNGzYUyH8SF/bKi6gQWGmuKWF1lpaWQl1dnQlxFlfnihUr8OjRI6xdu1ZqmW1ZQsGrm/+8TxBQmch47NgxPH/+HFpaWjh27Bg+fvzI6qOhqanJGmO5bt06zJw5EwUFBTh06BCjvHTjxg3069dP4P28cfk2NjaYOXMmrly5AkdHR4EfkDg1L65fiizMmDEDf/75J3bt2iVUoUkYubm5SE5ORmJiIpKTk1FeXi42j0VeDAwM8O7dO4E4YWE3ZF5fiQkTJiA0NBQvXrxg/Z6F3aiEqXENHz6cVY1r165diIqKQm5uLqMqJ0nnqSrTp0/Htm3bsHjxYrRp0wZEhIsXL2L27Nn49OkTFixYIPUxRSEsobtOnTpwcXHB+vXrmX1syd1cKioqBL5boLKzVrUTW5Xff/8dU6dOxYEDB8DhcFBRUYGLFy/ijz/+4PNQ4GX06NFwdXXFyZMnWWOMRTFmzBihn0eShNYhQ4ZARUUFJ06ckLpufX19qb29AMDe3h7p6elMbk1JSQl69uyJcePGoW7duqxlxCXr81L1u4iPjxeb4yZusAiAuQ+y+W3069eP1VctODiYiR93cHCQ+R7i6urKiDFw4YrYVIW3Di0tLYF8BnHIc0+VBSsrK/z999/w9fUFEeHy5cuMmlZVeJP2qw4GRCFO3SoqKgqLFy8WGAR9/PgR0dHREg2CPn36JHGu6ZAhQxAUFCRUzEYUBgYGAtcREcHc3BwxMTGsZRTxHJGX2rVr4/bt2wId1tu3b4sc9Do4OCA7Oxu7du1i/Ln69u2L/v37C/UK40Wee5ysyeZApbeZsMnDf/75R0D1VF5ev36NiRMnYt68eXz7uSJIoq7h169fIzc3l0+hThKfSG4/kMPhYOvWrXxed+Xl5Th//ryAOAsgv9cVF2muKXnqrJpnl5iYiNOnT6Np06YCvx9R+fMlJSWsfal//vlHrDJcdfFDrARVHYXr6enh9u3bEndQZEmwFqUaxoukal6yIs0q0uPHj5GUlMSs/Lx79w5t2rSBp6cnPD090bJlS6EKKkpKSnwGX8IQl7jr5uYGFRUViRMQuUpAwi5TSW5U8qhx8SZMS0u9evWwceNGgQ7m0aNHMXbsWDx9+lTqY4pC1ACWF3GiDN26dUNxcTH27t3LyMs/ffoU/fv3h6GhIQ4fPiy07JcvXzBkyBDExMSAiKCiosIYTUZGRvLNNnHR1tbGnTt3JFqlUjTa2tq4ceMG64NKHFFRUYiLi8P27dsl6ozIg6znVpLVRkkGi4B4iV9euGqaxsbGiI6Olnq1jBdpVpOUlJQQEBAg9oEq6kEtz8q8LBw5cgSjR4/Gq1evxN7reM+TOJU0XoSd3/fv34OIYGhoiOzsbL6E4/Lychw/fhzTpk3Ds2fPWMtXVFRgwYIF2LhxI16+fImsrCxYW1tj5syZsLKywrBhw1jL9erVCydPnoS5uTmGDh2KwYMHw8zMTKLPIosssCKeI/Iyd+5crFq1CtOmTeMTn1iyZAlCQ0OFGvHKizz3OC5lZWWsvz1RcuTyyDCfO3dO6O9d2GBGX18faWlpAgOC7OxsuLq64t27d0Lrs7e3h52dHaZMmcLaLxGmDsztB+bn56N+/fp8zzeu4ffcuXPRqlUroXXLw7e6poTJl7PBqzjH5cmTJ6hfvz46deqEFi1aYN68edDV1UV6ejosLS3Rt29fVFRUiFSlqy5+iJWgqkg7rlNRUcGyZctEKpNVhdcVvSaRZhWpYcOGsLCwwNixYzFx4kQ0b96ctVMqjDlz5sitmnbv3j3cunWLcY8XhyK+5zNnziA+Ph7169fn29+oUSORHbsvX74gPz8fz549k2kQ9ObNG9YHT5MmTSRSeVq1ahXatWvHzIATEUJCQoTO6CjKg2Tt2rXo1q0brKysYG5uDg6Hg4KCAjg6OmLXrl0iy6qqqmL37t2YO3cubt26hYqKCri4uIh0XG/VqhVycnJqZBBkb2+Pf/75R6ayvXv3xt69e1GnTh1YWVkJzIgJ6yzHxcVBR0eHkZ1dt24dtmzZAnt7e6xbt451FUCec6uocDhxNgFsqKmpyX1epV1N0tXVlWtQKs/KvKz1de/eHR8+fICenh4ePnwo0fnivSby8vIwbdo0DBkyhAkFunz5MqKiorBo0SKhx+CuqnA4HFZZfA6HIzIkav78+YiKisLSpUsxYsQIZr+joyNWrVoldBB06NAhFBUVYdeuXYiMjER4eDg6dOiAYcOGoVu3bqwr0VxkCZ36Hp7XM2fOhK6uLlasWIE///wTQOVE2ezZs1mjRST1shK3mibPPS4rKwvDhg2TKZTu+fPnGDZsmFAZZmHMmTMHc+fOhaurq1QrV5qamkhNTRV41qSmpopdoczPz8exY8ekvldxrytvb2/ExsYKXcEVhyS2EmxIe03xUl5ejiNHjjCqcvb29ujatStrn5BtYCMNDg4OWLNmDVasWAFPT0+kpaWhrKwMU6ZM4QsFrxGqLdvoG8Kb/EvEn5AtKYpKsJaFr1+/0rJly6hly5ZkYmJChoaGfJui6NOnD5mampKBgQF16dKFli9fTjdu3JAoIa7qdywr7dq1kysBURZkUePiUq9ePVZlHklwc3OjCRMmCOwfP348tWrVSmx5BwcH0tTUJAcHBzpy5Ah16dJFImdyRSV3JyQk0N9//00RERHVes5iY2PJ3t6eduzYQWlpaXTnzh2+jY3S0lI6fvw48/+0adMoJCSE2f744w++RGJeeFWJzp07R7/88gslJSXRP//8w/eaONWi3r17k7GxMY0ePZrCw8Np9uzZfJswHBwcGHWd9PR0UlNToz///JNatWolUlBBFoQl7MpKdHQ0ubu7U926dRkX+lWrVgkVRlm+fDmNHTtW4qRbNqRRI1LUfaqmSE5OlkkYwcfHh/bs2SOwf/fu3SIV05KTkykpKYk4HA7FxsZScnIys126dImePn0qst6GDRvS2bNniYj/3pqZmUkGBgYSt//mzZs0fvx40tDQIGNjY5o0aRJzz2YjJyeHxo8fT+3bt6cOHTrQhAkTKCcnR+L6apr379/T+/fvRb6HTVCg6iYs6V5R9zh3d3fy8PCgU6dO0a1bt+j27dt8myj++ecfsre3p0mTJhFRpShT48aNqXfv3nwCRVUxNTWl6OhokcdmY9GiRaSurk7jxo2jnTt30s6dO2ncuHGkqalJixYtElm2c+fOdPDgQanrFMbXr1/p1q1b9ObNG7HvTU5OJk1NTerQoQOpqakxv6ElS5ZIJZQjyTXFJTs7mxo1akRaWlrk4uJCzs7OpKWlRba2tmJ/R6LURE+fPs26f926daSrq0s9e/akgoICmjVrFgUGBlJAQABNnz6dT33wW/PDrATxxr1XVFTg3LlzAsutouLeAwIC8Oeff+LevXtSJ1j/+uuvcHV1xbRp0/j2L1u2DNeuXcOBAwdEtn3OnDnYunUrJk+ejJkzZ2L69OnIy8vDkSNHFGq0um/fPgDAgwcPmJC4ZcuW4dOnT2jbti08PT3h5eXFKiqhiHwgoDIeOzg4GGFhYTLFY8tiSuvh4YHo6GgmVpibq7Js2TKxYUYTJkzAkiVLsHXrVpFma2wsXboUgYGBOHv2LJ/bdmFhIU6dOiW2/N27d/Hp0ydERESgR48e0NHRwfXr18WWU1FRgaWlpUxhHRUVFYiMjERsbCzy8vLA4XDQoEEDGBgYCBWSkCdfBagMjQEqk7O5iAtP4Rr9cX2Q1q5di6ZNmzIrAA8ePEC9evUQEhIiULZqTgERoX379nzvEVU3l5MnT7IaCYrj8ePHsLe3B1A5I96lSxcsXLgQN2/elDhs7Pr16zhw4AAKCgpQVlbG9xpvqBcpMNp5w4YNmDVrFiZNmoQFCxYw342BgQFWr17NarScmpqKpKQkmeLHuUizmqSI+9THjx+RkJCArKwsZoWkQ4cOEq0uvXz5En/88QcTylP1+xf3m9TV1UVmZiaTx3T06FHs2LED9vb2mD17ttAci8uXL2Pjxo0C+11dXTF8+HCh9XFXVR4/fgwLCwupv7+nT5+ynpuKigp8+fJFomM8f/4cZ86cwZkzZ6CsrIxOnTrh/v37sLe3x9KlSwV+w/Hx8ejatSucnZ2ZXMtLly6hadOmOH78OKv5pySmvFx4n/XVZWpZNfeKDUNDQ+jq6mLIkCEYOHCgVDk0irrH3b59W+ZQOiMjI77748mTJ9G8eXPs3r1bZJhuWVkZ49sjDdOmTYO1tTUiIiKwZ88eAJUm8JGRkejTp4/Isl26dEFISAju3r3L2i8RlzM5adIkODo6YtiwYSgvL4eHhwcuX74MLS0tnDhxQsDjqWq758+fj8mTJ/NdF97e3oiIiBDzqf8PSa4pLhMnTkTDhg1x5coVJu+xqKgIAwYMwMSJE3Hy5EmhZV1dXbF06VJMmDCB2ff582eEhoZi27ZtrCa4Y8eORUBAACMitmnTJqlEN6qVGht+KRBhsySSzJhIcgxxZY2NjSk9PV1gf3p6OtWpU0ds+62trenEiRNEVDmbxh2JR0REUL9+/USWVcQq0v3792n69Omkp6dHysrKrO9R1AyrsO9Xku958+bNpKysTCYmJtSsWTNydnZmNlFykPfv36fatWuTv78/qamp0a+//kp2dnZkYmIidtaje/fupKurS3Xr1iVfX1+JvWC4PH36lP766y/q2bMn9ejRg6ZPny50dnXLli0CM+qlpaXUunVrat68OdWtW5d2794ttk4i2WTXKyoqKDAwkDgcDjk7O1Pfvn3pt99+IycnJ+JwONStWzfWcl5eXhJvbOTl5Ync2GjXrh3FxsYy/1dd/d25c6dQ2Wbe2W5xmyhsbW2FrlSJwtDQkO7fv09ERG3atKFNmzYRUaWMuKamptjye/fuJVVVVQoMDCQ1NTXq3Lkz2drakr6+vsBK0pAhQySeHRSHnZ0dI5HN+33fvXtXwK+Ht35RmyRIs5ok733q6NGjVLt2bYF7VO3atenYsWNiy/v7+5O9vT2tX7+eDh8+TEeOHOHbxOHq6srMSOfm5pKGhgb169ePbGxsRPobNW7cmNVnY/LkydS4cWOx9Z4+fZouXLjA/L927Vpq1qwZ9evXT+RsdosWLWjnzp1ExH9NzJ49m9q2bSu0XFlZGR08eJACAwNJVVWVWrRoQRs2bOC7Vvfu3cu6miSLLLCwZ05VyeaqzyDeld1p06aRnp4etW7dmllx/uWXX0hPT4+mTZsm9LNyefHiBQ0YMIDq1q1LysrKfHWyPfs+f/5MMTEx5OvrS5qamtSrVy86deqURL8DRd3jXF1d+a4LWZBWhnnKlCk0d+5cqer48uULzZ49mwoKCmRqozz9P6LKiJHr168TUaVlANeOYvr06eTu7i6yrKy2EkSVq21jx44lOzs7MjIykrj/p6WlxdpnvX37tlhLmEOHDpGRkRH5+/vT8+fP6datW2RnZ0d2dnZ048YNkWWJiNasWUMqKirk6OgoVrr8W/BDDIJqGmEmgpmZmWJNBIkqL0iuXr+pqSlzIeXm5pKenp7IsjNnzqS6devSsmXLSENDg+bNm0fDhg0jIyMjioiIEFruxYsXFBMTQ6NHjyZbW1vicDikoaEhtKOqKGTp8HKRx5T2+fPnMi3BKqITJylNmjSh1NRU5v+ysjLy8/Ojtm3b0rt372jnzp3k6uoq0bG4/g7q6urUuHFjiW4227dvJ11dXUpMTBR47dy5c6Srq1tthmXSYmJiwrcsb2xszGea+vDhQ7G/HXk5ceIE+fn5SW3W2qVLF/Lz86O5c+eSqqoq4x8VHx9PjRo1Elve0dGR1q5dS0T/99CsqKigESNG0KxZs6T+HJKioaHB/EZ5H9ZZWVkS3edkpXv37qSvr08NGjSgzp07i5yIkDWcjIjo4sWLpKqqSr169aJLly7R27dv6e3bt3Tx4kXq2bMnqamp0aVLl0QeQ0dHh27duiVT/USVHmXciZnFixeTr68vERGlpqZS/fr1hZY7efIkaWhoUNOmTWnYsGE0bNgwatq0KWloaEgUSihriOaxY8dIX1+fFi9eTFpaWrRs2TIaPnw4qampiTRr5HbYxo4dK/T7evPmDVlZWQnsV1dXZw2Ve/jwodhOI1FlmG/z5s0pLi6O3r17R+/fv6e4uDhydXUV2eZhw4Yx/l68zJo1i4YOHSq2XnkGyAUFBTRnzhyytrYmMzMz+uuvvyS+zvPz81kHHxUVFaw+QfKE0hkYGAh0xA0NDUldXZ309PQk6qBPnDiRDAwMyMPDg8aPH88X5hwSEiK0XE0aZ6urqzNeNiNGjGAmLB49ekS6uroiy5qZmTH+jLz31djYWLK2thZZ1t/fnxo1akSLFy+mHTt2SGyubGhoyOoJmZqaKtHk+dOnT6lDhw5kZGREGhoaNGbMGIk85/Ly8sjLy4vq1KlDM2bMkDiEvDr5YcLhFIk0Up9AZdLXvn37BMKxYmJimLAXUdSvXx/Pnz+HhYUFbGxscObMGTRv3hzXr18Xq3K0e/dubNmyBYGBgZgzZw769euHhg0bwsnJCVeuXOFLjjtw4AATBvfw4UOoqKjAzc0Nffr0gbe3N9zd3atdplCW5Goub9++Re/evWUqa2pqKtPyq7wJgcXFxbh27Rpr+F5Vyej8/HxGnZCIMGjQIFRUVCA+Ph5aWlr45ZdfMHLkSInqlSW5e+/evfjrr79YQwR9fHwwbdo07N69W6jUNSCd30h0dDTrMfT19WFraysyBOPdu3d84YmvX7/me72iogKfP38WWp6LLCIFXAYMGIDS0lI0bNgQWlpaAiEUwsQv1q5di7Fjx+LgwYPYsGEDo4p1+vRpibxLcnNzGXlodXV1lJSUgMPhICQkBD4+PtUWZtCgQQPcvn1b4Dd8+vRpie5zsmJgYIAePXpI9F55/Ebmz5+PoUOHYtOmTXz73d3d4e7ujlGjRmHevHkiQ1nNzc3lCkEkIuY+cfbsWSbc09zcXGRye6dOnZCdnY3169czMsrdunXD6NGjJVI8lTVEs0uXLti3bx8WLlwIDoeDWbNmoXnz5kLD0risWrUKvXv3FvmcNTQ0ZBU0kFVqmsukSZOwceNGvjBWPz8/aGlpYeTIkcjMzGQtd+DAAaSlpQnsHzBgAFxdXcXKiKempuLChQtwdnYW28aqmJubY9asWRg4cCCGDRuGxYsXIzQ0VCIJ9wYNGrB6T7158wYNGjQQCIeTJ5ROEdLP6enpzHdUNaVBVGhihw4dkJycjCFDhsjdBmkxMTFBRkYG6tati7i4OMaOorS0VKz4lCy2ElxSU1ORmpoqtadZ586dMXLkSGzbtg1ubm4AgKtXr2L06NES2SWUl5ejrKwM5eXlKC8vh6mpqdi+45YtWxAaGooOHTrg3r17fEqUNUqNDL2+Q75+/Upz586levXqkbKyMjManzFjBm3dulVk2aNHj5KKigoNGjSIGYEPHDiQVFRUWB3WqzJ16lRasGABEREdOHCAVFRUyMbGhtTU1FiX/XmRZhVJVVWVfvnlF/rrr78oISFBKrd4RSJrUmtQUBBt2LBBpjrfvn1L8fHxtHPnToqKiuLbxPHlyxdKSEigjRs3MuEaT58+pX///VdkuWPHjpGuri4pKSmRvr4+GRgYMBvbbIuVlRWtW7eOPn78SEOHDqUePXrQ58+fmdfPnj1LFhYWUn5yyTExMRE5i33z5k0yMTEReQxhifivX78WCLXk/T54NxUVFVJSUqLOnTsLDeWysbERmci6b98+atiwoci2EsknUlB11k3SWTh5qV+/PhPK4OTkxCTEX7p0qVpXv7Zv305mZmYUExND2tratHfvXpo/fz7ztzAOHDhAvXv3platWn0X4Q/CMDAwYA0R4XLnzh2xyf7x8fHk6+sr84y0t7c3DRo0iKKjo0lVVZWys7OJqHKFy9LSUqZjSoK8IZryUFBQIJUj/Jw5c8jAwIAWL15M58+fpwsXLtCiRYvIwMCA5s2bJ7a8hoYG63m+c+eOyBVNExMT2r59u8D+7du3SxT2bmdnRzdv3hT7vqp8+vSJdu/eTe3btyctLS3q3bu30AR0NjgcDr169Upgf15eHmlpaQnsV1Qo3bdm48aNZGpqSqGhobRnzx46evQo3yaOs2fP0p9//knDhg2joUOH8m3iCA8PJ319fWrSpAlZWFjQp0+fiIho27ZtQsOyub/tsrIy6t+/PxOiqaqqSkpKSjRgwAD6+vWryHpdXV3p8uXLYttXtc63b99S165dicPhkJqaGqmpqRGHw6Hu3btTcXGxyGNww1S7dOlCr169ojNnzpCZmRm5u7sLFSTz8/MjQ0PD7yaShJefg6D/D3epedeuXaSpqcmczH379gm9iHk5ceIEubu7k5aWFhkZGZG3t7fMN4krV67QihUrJPrhNm7cmK5cuUJERG3btmVUUGJiYqh27dp87/3w4YNM7VEkcXFxpKamRm5ubhQSEkKTJk0iNzc3UldXFxmKQES0cOFCMjY2psGDB9Py5cspIiKCbxOGtIMRXvLy8qhJkyakpaXFNzgODg6mUaNGiSzbqFEjCg4OppKSEpHv47J8+XLmJmhpaUndunVjbkhPnz4lZ2dnGj58uETH4pKWlkY7d+6kXbt2iX0Aq6qqigwRfPr0KampqbG+9u7dOyouLiYOh0M5OTl8IRNv3ryhqKgoqlu3rkRtLi8vp2vXrpGTkxOFhoayvmfixIlkb2/PqgBXWlpK9vb2NHHiRLF18YZQhIeHM2o8N27cEDvgkwbe0JGqISXSqDUREfXr149WrFhBRETz58+n2rVr0/Dhw8nS0lKiPDV52Lx5M1lYWDDx8vXr1xc5SRQREUE6Ojo0btw4UlNTo1GjRlGHDh1IX1+f/vrrr2ptq7TwhvuxkZeXJ3ZAYGBgQGpqaqSkpEQ6OjpS52jeuXOHHBwcSE9Pjy88ZPz48WLzQ4mISkpKKDMzUyKFRV7kDdH8/PkzFRYWUn5+Pt8mjC9fvtCMGTNIT0+PyYnR09Oj6dOnU1lZmci6KioqaOXKlWRmZsZch2ZmZrR69WqJck7atWtHPj4+fPe658+fU4cOHcjDw0NoOXnUx4ikHyBfvXqVRo8eTQYGBuTi4kIRERFS5Xhyw8eUlJRo1KhRfCFlEydOpFatWonNV5E2lI6XkydPUlxcnMD++Ph4OnXqlESfobCwkLkWxSFPXs/s2bNJSUmJ3NzcqFu3btS9e3e+TRIOHDhAK1eu5BvQR0ZGCg115N4/Bw4cSNu3b6fc3Fw6cOAA7du3T6QyIi/Xrl0jHx8fSk5OlihcsWqdDx8+pGPHjtHRo0eZAZI4tLS0aP369Xz73rx5Q7179xYa+tehQwepJjq+JT8HQf8fRUl9ysI///zD/F1QUEAzZ86kP/74g1JSUsSWlWcVqSaQJamVi5WVldCtQYMGQstJOxjhpVu3bjRgwAD6/Pkz33WRnJxMNjY2IstqaWlJLdV+/vx5Sk1NpZKSEmbmr0mTJqSurk6NGjWi169fS3Scly9fkre3N3E4HDI0NCQDAwPicDjk4+PDOitIVLmKI+w1oso8MmEPk6rJxVU3ZWVlmj9/vkRt55KQkCA0qfvFixdkampKFhYWtHTpUjpy5AgdPXqUlixZQubm5lS3bl168eKF2DqknQGXdTDDu0Im7LuSNAm3qKiIEdcoLy+nJUuWUJcuXSgkJESsJGt2djbFxcUxq8CySle/fv1aIgECW1tbZqWK9/czc+ZMGjdunNByLi4uzGfhCp8I2xSFk5MT60w/l23btpGjo6PIY1TX6uDHjx9FDg5evXpFgYGBQn9/4sjPz6fAwEBycnLiG9ROmjSJVeafS1ZWFrVt21bqa3nUqFFUp04d2rhxIzNQ487ki5tc4kUaWWAu2dnZ5ODgQKqqqtSwYUNq2LAhqaqqUtOmTcV2BPft20fu7u7MoNbd3Z327dsn9P1Vc2SkGSBzOByytLSkWbNmCaxqSLLCwRWj4XA45O7uzidQ4+vrSyNHjhTb2Ra2sv/PP/+Iva4cHR1Z89FOnz5NTk5OQsuVl5fTnDlz+AbI+vr6NHfuXJHS2vIgqyy3PJw/f57mzZvHPOeVlJTIysqKgoKCaOfOnRIN/rKysqhFixYS//4UUSdb/juXb/0dKgIOkQI1VP/DaGpq4sGDB7C0tISuri7u3LkDa2trZGRkwM3NDR8+fBB7DGldle/evYsuXbqgsLAQjRo1QkxMDPz9/VFSUgIlJSWUlJTg4MGDUuV3XL16FRcvXoSNjY1EsZ2ysHPnTmzcuBGPHz/G5cuXYWlpidWrV6NBgwasMrm8aGho4O7duwLx3FlZWXBycsKnT58U3l5tbW3cvXsX1tbWUpc1NjbGxYsXYWtry3dd5OXlwd7eHqWlpULL9uzZE3379hUrzykMIsLp06dx9+5dmJmZoVevXhKbQP7222/Izc3Fzp07YWdnBwDIyMjA4MGDYWNjg7179wqUUVJSQkBAgNDY3s+fPyMuLo5VUjUlJQVEBB8fHxw6dIgvVl1NTQ2WlpaoV6+eRG3nkpeXh6ZNm6KkpIT19cePH2PMmDFISEhg8jA4HA46duyI9evXS3S+u3btirKyMrRp0wbz5s3D48ePYWZmhjNnzmD8+PHIysrie7+ysjITX891oa8KscTLp6SkoE2bNlBRURFwvK+KsLyW9+/fi/08AKCnpyewr6ioCL/99hsSExPB4XCQnZ0Na2trDBs2DAYGBlixYoVEx5YWLS0tZGZmwtLSEnXq1EFCQgKaNWuG7OxstG7dGkVFRazl5syZg7CwMGhpaYnNcQoPD2fdX1FRgZycHNZ7MpvB5KpVqzB//nzs3LlTIA/m5MmTGDx4MKZPn84qu65IiouLcfDgQeTm5iIsLAy1atXCzZs3YWJiwuSPVaV///7Iy8vD6tWr4e3tjcOHD+Ply5eYP38+VqxYweSQKRruNT1t2jRWY0thuQr6+vqIiYlBQEAA3/7Tp0+jb9++ePfunUAZrnS5t7e3QM7h+/fvkZycDD8/P4nyWokICQkJTP6Uvb09OnToIDTn5OvXr1iwYAGCgoIkyrHiEhUVJfF7q5q1i5KR5iJO4hoAhg4dioiICNb7gjiUlJTw8uVLgfyN/Px82NvbC703A5V9qszMTFhZWfHtF3df//PPP7Ft2zbMmTOHkUC/ePEiZs+ejREjRmDBggVSfw5xGBkZ4dq1a2jYsKHEZf7++2+J3yvOuPTLly+4fPkykpOTkZycjCtXruDz58+wsbHBw4cPhZZzc3ODiooKgoODYWJiInD9isqRlLVOoPL3kJycjNzcXPz+++/Q1dXFs2fPoKenBx0dHZFlvztqbPilQN68eUN///036/JfcXGx0Nd4kVXqk0j22TB/f3/q3LkzXbhwgUaNGkVmZmY0dOhQKi8vp/Lycho7dqxYU015VpFkYf369WRsbEzz58/nCxvcsWOHRMpy9evXp/379wvs37dvH5mbm0vUhs+fP9ODBw8kVsfp0aOHyNk6UfCuFPBeFxcuXGCNA+edodu6dStZWFhQeHg4HTx4UOoYZXnQ09Oja9euCey/evWqUMNVcUp4kiji5eXlyWWMycvZs2clkvctKiqiq1ev0tWrV6UKFyGSfgacV33sW8fLi1ttEzXrP3DgQPLz86PCwkK+6zg+Pp7s7e2F1iluFUbcikyDBg2YPEVXV1fauHEjU68ijaCrcvnyZWrQoAGr0aSw76i8vJx+/fVX4nA41KRJE0Z9ztbWlpSUlKhnz56sM9HiVgSlCXW8c+cOGRsbk42NDamoqPDlpg4cOFBoOVNTU7p69SoREenq6tLDhw+JqPJ+1KZNG9Yyimi3lpYWZWZmiv1cValTpw6rCXVGRgYZGxuzllm9ejX5+PgIPWb79u0Z1cTqoCbVx741igilMzExoXPnzgnsT0hIEAjV56Vu3bqsz8cjR45QvXr1RNaZnJxMnTt3poYNG5KNjQ116dKFzp8/L7IMkWyy3FWjUbS1tZnIC0NDQ+JwOKStrS0ySqUqpaWldObMGQoNDWVWwkShqakpcmWmOuqUJ0Xge+SHUIdbu3Yt0tPT+cybuOjr6+PChQt4//49pk+fLvQY4eHhGDhwIJ4+fYqKigrExsbi4cOHjCmjKIYMGQIVFRWcOHGCdTZMGNevX0diYiKcnJzg7OyMzZs3Y+zYscwM0IQJE9C6dWvWsuJWkVatWiX1KpIkrFmzBlu2bEH37t2xePFiZr+rqyv++OMPseVHjBiBkSNH4tGjR3B3dweHw0FqaiqWLFmC0NBQkWVLS0sxYcIEZnYtKysL1tbWmDhxIurVq8dnVstrjhcYGIiwsDBkZGRIbYTWsWNHrF69Gps3bwZQOfP24cMHhIeHs6omsX3fc+fOFdgnyQyePFRUVAh8TgBQVVUVmBXnIq8SHgBkZmaisLBQJrU1LkSEW7duITQ0FF26dBH7/lq1ajEKN9JiYWHB+vtetWoV6/u5M2vcmTBpZ4YB4Pz58yJfZ1ulAICkpCTmbyJCp06dsHXrVqGrA7ycOXMG8fHxqF+/Pt/+Ro0aIT8/X2g5ee8fPj4+OH78OJo3b45hw4YhJCQEBw8eRFpaGnr27Cn18T58+CBw/bLNcI8ePRqurq44efKkxPdkJSUlHDhwAPv27cPevXvx4MEDAECTJk0we/Zs9O3bl7VcVTUtNkgCY0qg0nh46NChWLp0Kd9qR0BAAH7//Xeh5UpKShj1r1q1auH169do3LgxHB0dhZp4StJuLsLabW9vL1K1Thjjxo3DvHnzsGPHDmbl5vPnz1iwYAHGjx/PWmb37t2YOXOm0GNOmjQJc+fOxbhx4wReU8SsvbzqY7yryLwUFRWhTp061fY88PHxEfl6YmKiwL5bt24BqLxu7969y2fSq6amhmbNmol93nft2hWTJk3C4cOHmRWWnJwchIaGinzmvnnzhlUZtEmTJkIVNwFg165dGDp0KHr27ImJEycyJrrt27dHZGSkyN/Pp0+fsHnzZpw9exZOTk4Cz042k29e5cI9e/Zg/fr12LZtG2xtbQEADx8+xIgRIzBq1CiR9V66dIlR7b1+/ToaNGgAT09PbNiwQazapaurKwoLC5k6JUHeOoODg+Hq6oo7d+7AyMiI2d+jRw+RxszfLTU6BFMQzZo1Y/J52Dh79iw5OzuLPU5cXBx5eHiQtrY2aWpqUps2bSg+Pl5sOVlnw6oa+1U1fBSVg6GIVSRZkNcrRJ6k1okTJ1KLFi3owoULpK2tzdR99OhRgfMriYGuJDkYT58+pcaNG5OdnR2pqKhQ69atycjIiGxtbRViHltddO3alTw8PPiMWZ88eUKenp4SJ3rKgjRqa8I8JbjqOJ06dRKrwKcIcnJyaPr06dS3b1/mnJ4+fZrPh4gNHR0dmWaGhV2HkuZv8NYvac6Zjo4OE//PW+7atWtUq1YtqT+DpJSXl/Ot2O7bt48mTJhAERERfMqHonj06BF16tSJiWGXZKVdS0tL4kRfeVGkmhavTxDvecrLyxPpgePq6sokoXfr1o0GDhxIT548oSlTpgj1GuFtV2RkJJmamtK0adOYlepp06ZR3bp1ReYySeMjU9XfSVdXl4yNjal9+/bUvn17MjY2Jj09PaHiHgYGBiKT8fPz84Xm74rKJ5U0t1Re9TFhRr5Pnz6tVp+tSZMm8W3jxo2jNm3akL6+vljxmCFDhki0gslGcXExtW7dmlRUVJjvV0VFhby9vent27dCy7m5ubGuwo8fP15kn6ZJkya0cuVKgf0rVqygJk2aiGyrKINvb29vkWWJKg3v2YSH0tLSWL2uiIg8PDxIU1OTHBwcaOzYsbRv3z6J8lh52b9/P9nb29OOHTsoLS1NrCCKIuo0MjJiVp+qmrtWt5JkdfBDrATl5uYK5Jjw0qhRI+Tm5oo9jp+fH/z8/KSuX9bZMEBQ9/5brCJ9+vQJa9asQVJSEmu8vLCZQ0A+r5CvX79i9+7d6NevH0JCQvDvv/8CgEB8tzCOHDmCffv2oXXr1nzfk729vcD5FbbaIS316tXD7du3ERMTgxs3bqCiogLDhg1D//79hebnJCYmYvz48bhy5YrALPW7d+/g7u6OjRs3ol27dgppIxtr165Ft27dYGVlBXNzc3A4HBQUFMDR0RG7du2qtnql8RsR5imhp6eHJk2aMLlM1UlKSgoCAgLQpk0bnD9/HgsWLECdOnWQnp6OrVu34uDBg0LLtm/fXqaZ4bdv3/L9/+XLF9y6dQszZ86slnh3oHJ1KTo6GvPmzQMAxo9i2bJlrL5QbFhbW+P69et8s39AZQ5L8+bN8ejRI4EySkpKfLkNffr0kTpHrn///gCA7du3s8a9s9GqVSvk5OTAxsZGqrpkQR5voqpoaGiw5n49fPhQpK/GpEmT8Pz5cwCVUQ1+fn7YvXs31NTUEBkZyVqGt91z587FypUr0a9fP2Zf165d4ejoiM2bNwvkq3Dp0KEDAEjkI6Ovr8/3nl69evH9L25F9evXr3j9+rXQHNvXr1/j69evrK+x+Q29fv0aSkpKAtezMMaMGQOAfVVA1CofdxWKw+Fg69atfDkT5eXlOH/+vEhPNHkRtqo9e/ZssbnO8kQH6Ovr49KlS0hISMCdO3egqakJJycnoSvdXJYuXYrAwECcPXsWv/zyCzgcDi5duoTCwkKRHl2PHj1ijRzo2rUr/vrrL5F18q6yy8Lz58/x5csXgf3l5eV4+fIla5lLly6hbt268Pb2hpeXFzw8PGBsbCxVvb/99huASn8+LhwOR+jKsyLqrKioYL3Wnzx5InFf7nvihxgEKSsr49mzZ0Jvjs+ePZMoyVBWlixZgilTpmDhwoWs4VaiEhKHDBnChAN8+vQJo0ePhra2NgCINHt88+YNTE1NAQA6OjrQ1tbmS0Y3NDRkBhlVCQoKQkJCAn799Ve4ublJPPACgLCwMIwbNw6fPn0CEeHatWvYu3cvFi1ahK1bt4osq6KigjFjxjBmdNL+YF6/fs1qhsc1i6yKIgYj58+fh7u7O4YOHYqhQ4cy+79+/Yrz58+z3tBXr16NESNGsJ53fX19jBo1CitXrqzWQZC5uTlu3ryJs2fPIjMzky/5tzpRU1NjxCLOnj3LmL3VqlVLoHMnrGP1LZk2bRrmz5+PyZMn812P3t7eiIiIEFk2ICAAf/75J+7du4cWLVowv1suwkI+qnYGgcqwS3V1dYSEhODGjRsyfBLRLFu2DF5eXkhLS0NZWRmmTJmC+/fv482bN7h48aJEx8jLy2N9+H3+/BlPnjxRdJMZ0tPTcePGDalCPiZMmIDQ0FC8ePGC9Z7s5OSk6GYyFBcXY9u2bcjMzASHw4G9vT2CgoJYz3tVunXrhrlz52L//v0AwExeTJs2TWDQwAt3oAgALi4uyMvLw4MHD2BhYSFRJ+fy5cvYuHGjwH5XV1eRIS7SdB7lDbdt2rQpzp49ixYtWrC+npCQgKZNm4o8RnFxMaZPn459+/YxkxGGhobo27cvFixYIPIcyTqxxh2EEBE2btzIZ56ppqYGKysr1u++uhkwYADc3NywfPlyoe+RJZSOFw6HA19fX/j6+krcLk9PT2RlZWHdunWMcEXPnj0xduxYkeI65ubmOHfunMDEx7lz56QOWZaW9u3bY8SIEdi2bRtatGgBDoeDtLQ0jBo1Sugzt7i4GBcuXEBycjKWLFmCfv36oXHjxvD09ISXlxc8PT3FGoqyDe5FoYg6pU0R+O6pyWUoReHl5SVSDnrKlCmsSfvCwnHYNlGwhbRIIowgTyJ6VQM0HR0devToEfO/qFA6PT09Sk1NFfmZRCGtVwgvXl5eEhnIsuHh4UF///03EfF/3nHjxpGfn5/A+7t06cK6PM4lIiJCbGiYLBKhFhYWrEm/XDIzMyUWgZCF8vJy2rZtGwUGBlLTpk3JwcGBunTpQlFRUQoTLRCGvH4j0pKSksIqkPHlyxeJxEG0tbWZ66jq0r6o8CMi+Xwp2MjIyCBtbW2J31/1Ny+O58+f06xZsygwMJACAgJo+vTpIn2huHDDfTgcDkVHR/OFAMXGxtK4ceMkErCQFS8vL0pISJCqjLBzIuu5kZTr169TrVq1yMzMjHr06EHdu3en+vXrk5GRESMQIYp3795RmzZtyMDAgJSVlcnc3JxUVVXJw8NDIp83aUVjuDRu3JgmT54ssH/y5MnVem6lYdOmTaStrU3Hjx8XeO3YsWOkra3NSNyzUVRURI0bNyZtbW0aOXIkrVq1ilauXEkjRowgbW1tatKkiViJeXnw8vKq1uNLS3R0tFjvNnlC6YhkEyoQ5k3Efa0qQ4cOpffv39P69etJTU2NRo8eTdHR0bRz504aNWoUqaurM4Isorh27RqFhYXRb7/9JhC6KY5Xr15RQEAAn/mokpISBQQESBw2//79ezp16hSFhYVRy5YtSU1NjZo2bSqyjLzej7LU+eTJk/9kioAwfoiVoPHjx6Nv376oX78+xowZw8y0lJeXY/369Vi1ahX27NkjUI43HKeoqAjz58+Hn58ffvnlFwCVs2Px8fEikzEB2ZdS5Z0Zk3UVyczMTK5lyxEjRmDEiBH4559/UFFRwbo6I4yxY8ciNDQUT548YZ09FzVDu2jRIvj7+yMjIwNfv35FREQE7t+/j8uXL7PKDt+5cwdLliwRejxfX1+Rs2DA/4V1VKWoqEig7VxevnzJKkrARUVFBa9fvxb6uqGhIWudHA4HGhoasLGxwZAhQ/hWpnjb27VrV5w6dQrNmjWDo6MjiAiZmZkYMmQIYmNjceTIEaF1y8vatWsxduxYHDx4EBs2bGCS9k+fPg1/f3+F1+ft7c2abPzu3Tt4e3uLTTY2MDDA8+fP0aBBA779t27dEis4IOvMcHp6Ot//RITnz59j8eLFQiWFAQgICVT9zXOJjY0VKFtQUABzc3NWuemCggKhq+gAvzhC1dU7VVVVWFlZVZvENgBs3boVo0ePxtOnT+Hg4CDRqo60M6SKIiQkBF27dsWWLVugolL5eP369SuGDx+OSZMmiRXF0NPTQ2pqKhITE3Hz5k1UVFSgefPmYldwpRGNYWPVqlXo1asX4uPjmTDqK1euIDc3F4cOHRJZVtKVr+bNm+PcuXMwNDSEi4uLyAgEtpDskSNH4vz58+jatSuaNGkCW1tbcDgcZGZmIisrC3369MHIkSOFHnPu3LlQU1NDbm4uTExMBF7z9fXF3LlzhYaPAZXhs8uXL2c+q52dHcLCwiRa1Zc35EpWqt43uPebtLQ0sX0beULpZBUqaNCggVABiQYNGgjc06OiorB48WKMGTMGpqamWLFiBbOSamdnh3379om17oiJicGgQYPg6+uLhIQE+Pr6Ijs7Gy9evECPHj1ElgWA2rVr49SpU8jKymJWr+zs7NC4cWOxZblwo3lq1aoFQ0NDqKioMFEzwjAxMUGfPn0QFBTEiBFJgyx1mpmZSZ0i8D3zw/gETZ8+HYsWLYKuri6sra3B4XCQm5uLDx8+ICwsjE/JjI1evXrB29tbQJlm7dq1OHv2bLV2HGWBrQPMBttA6/Tp0/j777+xceNGgdweSZBHI15UWKIk6kl3797F8uXLmR9f8+bNMXXqVDg6Ogq8V0NDA/fu3ROaF5CTkwNHR0d8/PhR4DXug+Po0aPw9/fn854oLy9Heno6bG1tERcXJ1C2YcOGWL58udCbZ2xsLP744w/WHAqg8sGzYMECBAQEwM3NDUSE69evIy4uDiEhIXj8+DF27tyJNWvWYMSIEXxld+zYgeDgYBw9elQg1yMxMRHdu3fH2rVrmTC1/zrCfCyysrLg6uoq1ltnypQpuHz5Mg4cOIDGjRvj5s2bePnyJQYNGoRBgwaxetB8/PgR586dQ+fOnQFU+lrwTjqoqKhg7ty50NDQENpmbtw2L61bt8b27duF5gfI85tXhDJVgwYNkJaWJnEOhaK4cuUKfv/9d+Tl5TH7RMW91ySampq4deuWwDnMyMiAq6urSF8xeQgODsbFixexevVq+Pv7Iz09HdbW1jh27BjCw8MZtS9RFBYWYsOGDXzeOaNHjxYZSpSWlgY/Pz9oamoy96q0tDR8/PgRZ86cQfPmzZn3KsL7CQD279+PPXv2IDs7G0SExo0b4/fffxeba2ZlZYVNmzYJzfuNi4vD6NGj+a4zXng79Vz/mkuXLuHw4cNi1ceAyudGZGQkzp07x5qLyxtaJmwijA1RimmA4H1DSUkJtWvXho+Pj1Rharzk5OTAzc1NZN12dnYYOXKkgK/WypUrsWXLFqGdbWm9iZSUlPDixQupJmOr4uTkhFGjRmHcuHGMH2CDBg0watQo1K1bV+z1KgsVFRVIS0tDcnIykpKScPHiRZSUlMDMzAze3t7MJqqPdvz4cURGRuLEiROwtLREUFAQBg0aJDRsUN46v3z5AltbW5w4cUJsDvh/hR9mEAQA165dw+7du5GTk8N3c5REPldHRwe3b98W6DBnZ2fDxcVFYNYjPT0dDg4OUFJSEpjZrUp1xp/LwuvXr9GnTx+cP38eWlpaAjOrom5s+fn58Pf3R0FBAT5//szMOE6aNAmfPn0SG9ssSo4XgEyDMmHIMxjhPjiioqLQp08fvhkObhz3iBEjWOPtJ0yYwEhPVu0If/z4EW5ubvD29hYq29qrVy907NgRo0eP5tu/adMmnDlzBocOHcKaNWuwefNm3L17l+89vr6+8PHxETrzu3DhQqSkpCA+Pp71dUXy8eNHgWRRWQz72JBnkMrLly9fMGTIEMTExICIoKKigvLycvz++++IjIzki9/nsmnTJpw4cQLHjx8HUJnb1rRpU+YaefDgAcLCwjB58mTWOqv+BridEmGDJkUgj+khUPk9+fr6YtOmTVLNbvr4+CA2NhYGBgZ8+9+/f4/u3buLzSkAKoVP7OzsMGXKFFZhBGH3jKysLCQnJ7N2OGfNmiW0vpKSEixevFhoZ1XY5AVQOTO7c+dOgc5lfHw8Bg0axJokrQj5ZktLS0Y0htfUOScnB82bN5fYaFda2rVrBxsbG9aVr0ePHrGufJWXlyM1NRVOTk4SSeYrCnV1deTm5grIxHN58uQJbGxshBp2y9qp5zJ+/HhERkYiMDCQVbadd9VFHpPVb8HOnTsxdepUPHv2TOh71NXVcf/+fYE+VU5ODhwcHAS+Z+79MiIiAiNGjICWlhbzWnl5Oa5evQplZWWBHEZh9zZp0NbWxv3792FlZQVjY2MkJSXB0dERmZmZ8PHxYURH2NorCWxiGnp6eigpKUHdunXh5eUFLy8veHt7S2XYyqWoqAjR0dGIjIxERkYG/Pz8EBQUhK5duzK/S0XVaWZmhrNnz34T4aJvwQ8RDsfFzc1NZr8QIyMjHD58GGFhYXz7jxw5wjrz6ezszMw+ODs7s87sAtXvByML/fr1w9OnT7Fw4UKJ1Za4yKsRr6Ojw5QrLCzEli1b8PHjR3Tt2lVsSIG0s9mdOnXCrFmzEBAQwDoYCQ8PZ2bzq8KdTbeyssIff/whNPSNjRkzZiA2NhaNGzfG+PHj+cI21q1bh/LycpGeVfHx8axhfO3bt2e8lDp16sQ60ElPT8fSpUuFHjsgIECqTpe0lJSUYOrUqdi/fz+KiooEXmf7LQQFBSEiIkIgRLOkpAQTJkzA9u3bBcpwQ22ICLq6ugKD1NatWwuskrGhqqqK3bt3Y968eUz4kYuLi0i1yd27dwt0hPbs2QNra2sAlTPG69atE3hIyruCJAvcNnA4HMycOZO1Y+Hs7Cz2OKqqqrh3755U9woASE5ORllZmcD+T58+4cKFCxIdIz8/H8eOHZNK6W3Lli0YM2YMjI2NYWpqytduDocjchA0fPhwpKSkYODAgVL5vgGVak3Dhg3D8uXL+XzQwsLC+JTXeBEVfsULh8MROgiSVjQGUMxEXlpaGt8ACKi8jqdMmQJXV1fWMsrKyvDz80NmZuY3HQQZGxsjLy9P6CDo8ePHIlc55VEfAypDrvbv3y9R8nh1DGxu3LjBF7Lo4uIitow8oXTSChXI403UuHFjsb9TUZO7tWrVYoSkzMzMcO/ePTg6OqK4uFjo6q0kq6uAcMVfrjKnNJNKwjAyMkJISAhCQkKwZs0ahIWF4dSpUzA2Nsbo0aMxbdo0aGlpKaTOCRMmYMmSJdi6dSvf7/4/y7dLP6o+Bg4cSO/fv2f+v337NpWVlUl1jB07djDeJPPmzaN58+ZRYGAgKSsr044dOwTen5eXxyTv5eXlidy+NzQ1Nen27dsylZVVIz49PZ0sLS1JSUmJbG1t6datW2RiYkI6Ojqkp6dHysrKYgUTpPVZePHiBdWrV4/Mzc1pyZIldOTIETp69CgtXryYzM3NqV69emI18ktLS6mkpIT5Py8vj1atWiXWPyovL48CAgL4HOu5iZLivGXMzc1ZBR1WrlzJCCrcuXOHTExMBN6jqqoqMtn96dOnpKamJrJ+eRg7dizZ2dnRgQMHSFNTk7Zv307z5s2j+vXr065du1jLCBOfeP36NSkrK4usb/bs2XIlh86ZM4fv/HIpLS2lOXPmsJYxMTHh8xAyNjbmO6cPHz4kPT09gXIbN26kzp07M//r6OhQq1atGD8KU1NTkUIessA9NofDIXd3dz7/C19fXxo5ciTjHySOyZMnixSg4YXrU8HhcCgpKYnPu+LmzZu0cOFCsrS0lOhYnTt3poMHD0r0Xi4WFha0ePFiqcpw0dfXl1k45vPnzzRx4kQmMVpJSYnU1dVp0qRJ9OnTJ5mOKQnSisYQ8d9PeYUjpBH5qFOnDuu9MC4ujurUqSO0nKurq0hvv+ogKCiIPDw8WP2pPn36RJ6enhQUFCS0fMOGDVkT7Ddu3Eg2NjZi669bty49fPhQorZW9VsStYnj5cuX5O3tTRwOhwwNDcnAwIA4HA75+PjwiSuxUVWkKSgoiKZOnSqRf6KsQgXSehNxOByKiIigyMhIkZso+vXrRytWrCAiovnz51Pt2rVp+PDhZGlpKZEwQk3z/PlzWrJkCTVp0oS0tLSof//+lJiYSLt27SIHBwfq2LGjwurq3r076erqUt26dcnX11dqEYnvjR9iEFS1E6WrqyuxiSAvV65cod9//51cXFzI2dmZfv/9d7py5YrIMmVlZTRkyBCZ6qspXFxc6PLlyzKVNTQ0pPv37xMR/yDowoULIh968pi7RkREUEREBCkpKdGCBQuY/yMiImjlypXUvXt3oWa48gxGiIg6duxIGzZsICKit2/fUp06dah+/fqkoaFB69evF1v+zZs3dO3aNbp69arEykCbN28mZWVl6tKlC82bN4/mz59PXbt2JRUVFUaFb/ny5dSnTx+BskpKSiIfbKJUAxWBubk5JSUlEVHl75BrWBkdHU0BAQF873337h0VFxcTh8OhnJwcvgf7mzdvKCoqSqx6kayDVC6yqP9paGgwEwFsZGZmsirLtWvXjmJjY5n/q5qd7ty5k1q3bi1Ru6VFHtNDLuPHjyc9PT1q3rw5jRw5kkJCQvg2XnjVMtk61lpaWrRt2zaJ6t20aROZm5tTeHg4HTx4UCKTSlmfAUSVxpqi1B0loaSkhNLT0+nOnTusg2xFc/HiRdLV1aXRo0eThoYGBQcHU4cOHUhbW5vS0tJYyyhiIm/ChAlUv359iomJoYKCAiosLKS9e/dS/fr1KTg4WGi5+Ph4cnZ2puPHj9OzZ8+k7tjLQmFhIZmYmJCFhQUtWbKEuX4WLVpE5ubmVKdOHSooKBBaXl71seXLl9PYsWMlUuhkU5uVVn2WS58+fahFixZ81/T9+/fJ1dWV+vbtK7a8PMTGxlKbNm2oVq1aVKtWLWrTpg0dOXJEZBmu2ltVPnz4QEOHDhXYL2xyVBqKiooYY/Hy8nJasmQJdenShUJCQr4rRb+qHDp0iDp37kyqqqrUrFkzWrNmjYAR7b1790hVVVXuurjPclnUjL9nfohBUNUfgTRO6opAX1//PzUIio+PJ3d3d4lcvqvSp08fGjFiBBH934zjv//+Sz4+PiJ/AEZGRoyD8b///kscDoeuX7/OvJ6ZmUn6+vqsZblu0xwOh8zNzfkcvhs3bky+vr5iB6uyDEa47ebO+m/ZsoWcnJyovLyc9u/fL9aFWh5SU1Opb9++zIC8b9++dPHiRbHlOBwOderUSWB2hrt16tSpWgdB2traTKfJzMyMrl69SkREjx49EpB/FvegV1ZWpvnz54usT95BalWpeS7nzp0jY2Nj1jI2NjYiVyb27dtHDRs2FNgv6wrS94I0rup5eXn0+PFj5nfO26F+9uwZff36VeJ6ZZEiDwoKYq4Ladm5cyf9+uuvMg1eiouLqaioSGB/UVGRRJ37Xr160aJFiwT2L126lH799VeRZdPT02nQoEHUtGlTsrOzo/79+1N6errkjZcBWVe+qp5DaTv2svLo0SPy9/cXmBTz8/NjOnmikKVTz6V79+6kr69PDRo0oM6dO4ucQU9OTpZ4E4eenh5du3ZNYP/Vq1eFPnOrkpaWRjt37qRdu3bRzZs3JSojK9JGBgh7v6R8+fKFIiMj6fnz5zIfg0g+iW1Z0dPTo5EjR7KeXy6lpaU0e/Zsuevi2qEMHDiQtm/fLtEk8n+BH0IYoao6CG9iqCikSRYVldA9dOhQODo6SpUoV5NwFdqqxqqSBGpLT58+hY+PD5SVlZGdnQ1XV1dkZ2fD2NgY58+fF6rQIu4cvXz5EvXq1RNZt7e3N2JjY79pHLmWlhZjOtinTx80bdoU4eHhKCwshK2tbbWpPcmKPApiisDJyQlr1qyBp6cnfH194eTkhOXLl+Pvv//G0qVL+Uw1U1JSQETw8fHBoUOH+Mx+1dTUYGlpKdIcD6iM809JSUHTpk2xdetWrFmzBrdu3cKhQ4cwa9YsocnKXPWld+/eQU9Pj++3UF5ejg8fPmD06NFYt26dQNng4GCcPXsWN27cYM01c3V1RYcOHQTMVjU1NXH79m2hpp8PHjyAs7Oz0MRsebl+/ToOHDiAgoICgTwdNlnt/zKLFi3CypUrERgYyGqWKiy3Bqg0G83NzQURwcrKSqAsm3wzl4CAAHTp0gVjx47l279x40YcO3ZMpOM9UCm1m5iYKKB2effuXXTo0EGo+7yiyMjIYL0+hBn/ciktLWW+MxsbG77cMzbYLA148fT0lKzBqHyOJyYmwtbWVuJk7bdv3yI7OxsAYGNjw3fv4eXvv//GyJEjoaGhwcjMS5sXx0Xcvbm67sm6urq4cOGCQO7frVu34OnpKbIf9OrVK/Tt2xfJyckwMDAAETH2AzExMSLFCKytrXH9+nWBPKvi4mI0b95cQGDk/fv3ICIYGhoiOzub79jl5eU4fvw4pk2bJiDGoAh1OC0tLWRmZsoszCROYru6zm1paanY35qiuHDhAlJSUpCcnIzLly/j06dPsLCwgI+PD3x8fODl5SXWVuJ75IcZBCUmJjI3Mnd3d+zfv18gAbJqcidXqlYUkgwMFixYgOXLl6N9+/as3jeiHrg1gbwPoI8fP/JpxDdv3lysRnxVBRddXV2kp6cz/iySDIJqAicnJwwfPhw9evSAg4MD4uLi8Msvv+DGjRsIDAzEixcvqrX+6lRYqw5WrVoFZWVlTJw4EUlJSQgMDER5eTm+fv2KFStWYNKkSQJl8vPzYWFhIVPnQtZBalRUFIgIQUFBWL16NZ+nCVf9j+sXVpWXL1/C2dkZampqGD9+PJOU++DBA6xduxZfv37FrVu3BLxIGjVqhMWLF6NXr16sx92/fz/++usv5OTkSP09iKOmHtKA7CptQKXSmIaGBm7fvg0HBweJ66zq+8QLh8MRqfAmj3xzrVq1cPHiRYHO+IMHD9CmTRtWsRBehA2UHzx4ABcXF1Y5fy4VFRXIyclh/Z49PDxE1vvo0SP06NEDd+/e5RP54f4mhd2XZRE1kVVpkEufPn3g4eGB8ePH4+PHj2jWrBny8vJARIiJiRH6+5IFFRUVPHv2DHXq1BEqzFPdiPOWEnduu3XrhuLiYuzdu5eZVHr69Cn69+8PQ0NDHD58WGjZ3377Dbm5udi5cydzTWdkZGDw4MGwsbHB3r17hZYVNjh5+fIlLCwsBLwMxfXHOBwO5syZI1JUSFa8vb0RHBzM54kmDTUhsc0lNzcXO3bsQG5uLiIiIlCnTh3ExcXB3NwcTZs2rZY6v3z5gsuXLyM5ORnJycm4cuUKPn/+DBsbGzx8+LBa6qwufphBkCh1NmEDGXGDAS63bt1i7bxxkeeB+19CHo14JSUlBAQEMFLGx48fh4+PD5+5a1xcnMA5kleGUl4OHjyI33//HeXl5fDx8UFCQgKAypnm8+fP4/Tp0wqvs7S0FFOmTJFKYe17paCgAGlpaWjYsKFII9ALFy5g06ZNePToEQ4cOAAzMzPs3LkTDRo0EGkCJ+8gNSUlBe7u7iLNbdl4/PgxxowZg4SEBL4OY8eOHbF+/XrWVWhZV5AUgaIe0tKuJolTaRO1qsKlYcOGiI2NFXn9fC9oa2vjypUrrCs5rVq1Erty3LJlS3Tp0kVgcDh79mwcP34cN27cYC3H9VLKz88XeA5KolDapUsXKCsrY8uWLbC2tsa1a9dQVFSE0NBQLF++XKhyp7CBwT///ANTU1N8/fqVtVzt2rVx6dIlkSqMwjA1NUV8fDyaNWuGPXv2IDw8HHfu3EFUVBQ2b94ssWqXJFhYWODPP/9Ep06dGJ8sNlsE7nurAzZvvaor16IoLCxEt27dcO/ePWYlKz8/H05OTjh69KhQtTygUoXz7NmzaNmyJd/+a9euwdfXF8XFxQJljh07BqDSZDkqKopvgqm8vBznzp1DQkKCQGdZEZEBsnLgwAFMmzYNISEhUpu4A7JJbCuClJQUBAQEoE2bNjh//jwyMzNhbW2NpUuX4tq1azh48GC11Mvl48ePSE1NRXx8PLZs2YIPHz78p/onAH4MdThxSZ2yqLQVFxfTunXryMXFpVpjlGuSkpISyszM5FNu4ubtCKNevXoyJQ2LS6YTllQnKg9BVE6CInn+/DndvHmTysvLmX1Xr16lzMzMaqlPFoW1miYgIICKi4uZ/+fPn8+XoPnPP/+QnZ0da9mDBw+SpqYmDR8+nNTV1Zn8unXr1gmIKVTlwIEDpKqqSkpKStShQwdm/8KFC8nf31+qz1BaWip1gnZRURFdvXqVrl69ypoLwsuLFy/I1NSULCwsaOnSpYxa4ZIlS8jc3Jzq1q0rVq1QVrS0tJgYbiMjIyZXJCMjg0xNTSU6xt69e0lVVZUCAwNJTU2NOnfuTLa2tqSvry80H1AelTYu27dvp4CAALHfLy9ccQ55kCUPwtPTk8aPHy+wf+zYsdS2bVux5Y8ePUoqKio0aNAgRtVq4MCBpKKiIlI9s1mzZtS7d2/KyMigt2/fUnFxMd8mDt6cTT09PUb449y5c6yiM/KKmkijNFgVDQ0NRsBg4MCBzHHy8/MF8g7lZdOmTXz5TvIIFFhZWVGDBg2EbsKoei5fv35NZ86coVatWkmlsHfmzBn6+++/KSIiQuJyOjo6dOvWLYH9N2/eJF1dXdYyvLlWVXP41NTUqHHjxnT8+HGhdfIKdlQ3Q4cOpXfv3gnNN5T03NavX5+5pzo5OdGePXuIiOjSpUvVmufZunVrRtWONxf+2rVrVK9ePYXX9/HjRzp37hzNmDGD2rZtS+rq6tSkSRMaNWoU7d69m548eaLwOqubH2IQJAlsP2Q2zp07R/379ydNTU1q0qQJTZ8+XewDUBaZ3Zrk1atXFBgYKPSmLopFixbR4MGD6cuXL9+otd8H2dnZFBcXR6WlpURE1XqTlkZh7XtBnEKjKFU6Z2dnioqKIiL+GzlXRl0c8gxSS0pKaNy4cVS7dm2pfwuy8OjRI/Lz82NNzK5OcRVFPKQdHR1p7dq1RPR/56miooJGjBhBs2bNYi0jj0obF2dnZ9LR0SF1dXVq3Lgxubi48G1sqKurk7W1Nc2bN0+k4hcb8kgKp6amkoaGBrVr145mz55Ns2fPpnbt2pGGhgadP39eovpPnDhB7u7upKWlRUZGRuTt7S02AV5LS0uixH5hGBgYMOfJ2tqaEhMTiYgoJyeH1fpAXlETaZQGq9KoUSPat28fffjwgWrXrk3nzp0jokprDCMjI1m/AqG8f/+e7t69SxwOh86dO0e3b99m3cSxevVqvm3ZsmX0+++/U61atVjFMMSRkpJCzZs3F/r6lStX6NSpU3z7IiMjydLSkmrXrk0jRowQK9vetWtX8vDwYJTTiIiePHlCnp6e1L17d5Flrays6PXr1xJ8En5SUlJEboqE+9ySdwK9piS2tbW1GTn8qpYlbAql8uDh4UGamprk4OBAY8eOpX379lXbpN235IceBEm6mlNYWEjz5s2jBg0aUJ06dWj8+PGkoqLCSEGLQxaZ3Zrk999/J3d3d7p27Rppa2vTmTNnaOfOnWRra0snTpwQWfZ70Ij/lgOSf/75h3x8fJiHPvcmExQURJMnT66WOqVRWPteEKfQKGoQpKmpyaxS8JbLzc2V+EYu6zVRU6tu0qwgKQJFPKRlWU2SR6WNC3cwIWxjo6ioiCIiIsjFxYWUlZXJ19eX9u3bx+oRUxV5JYVv3bpFv//+O9nb21OLFi1o6NChEnsxyYq3tzedPn1a5vJt27ZlVpr69etH/v7+lJqayqjNVSU5OZmSkpKIw+FQbGwsn1rZpUuX+DrNbMizqr9u3TpSUVEhAwMDatasGTP58ffff5OXl5dsX4AEREZGVovX09q1a2WSFs7IyBD5PPD39+dbhU1PTydVVVUaPnw4rVixgkxNTSk8PFxkHQUFBeTi4kKqqqpkbW1NDRs2JBUVFWrevDkVFhaylmEbfEVFRZGVlZVEgy9hqzLVMTGlCHltopqT2DYzM2NUY3mfnbGxsWRtba3QulRUVMjc3JwmTJhAhw4dkmmA+z3yQw6CpFnNCQgIIF1dXerXrx+dOHGCkW6VZhAki8xuTWJqasp0rHV1dRkDt6NHj1KbNm1Elq1JjfiaGJAMHDiQ/Pz8qLCwkO8mEx8fT/b29tVSp6OjIzPz27FjRwoNDSWiSr8kMzOzaqlTXuQZBFlbW1NCQoJAuaioKKEhdFzkvSb+i6tusqCIh7Qsq0kLFy4kY2NjGjx4MC1fvpzP4ysiIkIBn0w8t27dogkTJpCxsTHVqlWLJkyYIHLmXhGSwrJy7do1Vrn/K1eu8FkKEBFfCHNsbCzZ29vTjh07KC0tTaoQZ6JKc9NDhw4RUeXkg52dHXE4HDI2NhYZOvUtQ5d4SUtLo9jYWPr333+ZfSdOnJDIRuB7Izc3V2hoGREJnMvbt2/T6dOnydPTk9zd3YWWMzU15btm/vrrL77n+/79+8XeX7lIE0rn5+cnMPhSUVGRePClqPA/SRDWd/uvEBYWRm3btqXnz58zz6/U1FSytrZWiCw2Lx8+fKDTp0/T1KlTyc3NjdTU1MjBwYHGjRtHBw4c+M9+jz/MIEjW1RxlZWUKCQkRmKmTpKyBgQEZGhqSkpIS8zd309PTIyUlJRo7dqzcn03R6OrqMjO6lpaWjDv6o0ePWEMfvhdqYkBiYmLCdJh466zOVZmVK1cyHcTExETS1NRk4tJXr15dLXXKS1WTVl7XeiLRg6AlS5aQvb09XblyhXR1denChQu0a9cuql27Nq1Zs0ZkvfJeE//FVbeaQpbVJF5Pr6qbqDyIqrx9+5a2bNlC06ZNY1bObty4IXEM+tOnTyk8PJzU1dVJW1ublJWVqW3btny+TVxkyYPgpby8nB4+fEgXLlyQOpSnZcuWdODAAYH9hw4dIjc3N759wvIuZMlpYKOoqEjsAOf06dN04cIF5v+1a9dSs2bNqF+/fhINrmVZwf2W4edVn+uiNllZsmQJWVpaCn1d2Hn+5ZdfRIb8qqur84WCtmnThubNm8f8//jxY9LR0WEtK08onSIHX7yIC/+TBQ6HI9E5loScnByaPn069e3bl5kQPH36NOs9Rl64k3VlZWXUv39/5vrg5scOGDBAKi82WXj//j2dOnWKwsLCqGXLlqSmpsa6avy9o1LTwgyKoFOnTkhNTUXnzp2xZs0a+Pv7Q1lZGRs3bhRb9sKFC9i+fTtcXV3RpEkTDBw4EL/99ptE9a5evZqR2Z0zZ45UMrs1ia2tLR4+fAgrKys4Oztj06ZNsLKywsaNG1G3bl2RZX18fBAbGwsDAwO+/e/fv0f37t2RmJhYbe0+c+YM4uPjBdRsGjVqhPz8/Gqps6SkhFWH/59//mGU7hRNSEgI87e3tzcePHggkcJaTUJEGDJkCPOdfPr0CaNHj+ZT/xPGlClTGO+JT58+wcPDA+rq6vjjjz8wfvx4kfXKe01YW1sjLy8PlpaWsLe3x/79++Hm5objx48LXOP/ZYR5gXA4HKirq0NNTU3sMdauXct4GP35559QVVVFamoqevbsiZkzZ7KWefz4seyN/v+kp6ejQ4cO0NfXR15eHkaMGIFatWrh8OHDyM/PR3R0NGu5L1++4OjRo9i+fTsSEhLg6uqKtWvXol+/fnjz5g2mTp2K3r17IyMjg6+cj48PgoODBSSFQ0JC0L59e5FtlVelLSMjA82bNxfY7+LiItBORXy3QUFBEr2PTeoaAMLCwrBkyRIAlQp4kydPRmhoKBITEzF58mSh0utFRUXo06cPkpKSwOFwkJ2dDWtrawwfPhwGBgZYsWKF0LbMmTMHo0ePFrgvl5aWYs6cOWJl16Vh9erVCjuWi4sLn6obEeHFixd4/fo11q9fL7Rc1fOspKSE2rVrCyhMVsXExASPHz+Gubk5ysrKcPPmTT4VyH///VeoKubs2bPh5eWFgIAAAJXndsSIERg8eDDs7OywbNky1KtXD7NnzxYo+/btWz57gJSUFPj7+zP/t2zZEoWFhSLbzkbt2rWrRX65at9NFqqqtC1YsAB16tRBeno6tm7dqnCVtsaNG8PMzAze3t5o37495s6di5s3b6KiogIuLi4yqS5Ki7a2NmrVqoVatWrB0NAQKioqQn35vmtqdgymGORZzeFSUlJC27ZtozZt2jCj6dWrV9P79+/Flk1OTqaysjKZ2l4T7Nq1i3bs2EFElbOb3KRwDQ0NiomJEVlWWAzty5cvSUVFpTqay6Cjo8Oc46pKKLVq1aqWOjt16kQzZsxg6nz06BGVl5dT7969qVevXtVS538RWdX/eCkpKaHr16/T1atX+cJcRCHvNfFfXHWTBXGJ7BYWFjRr1iw+cQkuVRXzhG3VRfv27SksLIyI+M/xxYsXhc6gjx8/noyMjMjIyIiCg4Pp7t27Au/Jz88nDocjsJ8tD0JVVVVkHgQXeVXaatWqRZcuXRLYf/HiRTIwMBBbXlo4HA5ZWVlRjx49qHv37kI3YWhrazNRBeHh4cw98caNGyJFTeRZwf2vhZ9zqZrLNnfuXNqwYUO1qYyOHDmSfvnlFzp//jxNnjyZjIyM+HLidu3aRa6urqxl5VnNsbCwYFY9P3/+TJqamnxhbOnp6SJXV2QN/5MFReUEfWuVtvPnz9O8efOoffv2pKWlRUpKSmRlZUVBQUG0c+fOalFpKy8vp6tXr9KSJUvI39+fdHV1SUlJiczNzWnQoEG0Y8cOqVWYvwd+iJUgeVZzuGhpaSEoKAhBQUF4+PAhtm3bhsWLF2PatGno2LEjo33PhXdmlWtiJ8zI7nszt+zfvz/zt4uLC/Ly8hjDSWEeCOnp6czfGRkZfP4r5eXliIuLq3a3YA8PD0RHR2PevHkAKmdWKyoqsGzZMnh7e1dLncuWLYOXlxfS0tJQVlaGKVOm4P79+3jz5g0uXryo8PoqKioQGRmJ2NhY5OXlgcPhoEGDBvj1118xcOBAmd3KqxtFmG0+e/YMRUVF8PDwgKamJuPvJQp5r4n/4qqbLERGRmL69OkYMmQI3NzcQES4fv06oqKiMGPGDLx+/RrLly+Huro6/vrrL76yBgYGEl13wlY5njx5gmPHjrF6C0ni7XX9+nVs2rRJYL+ZmZlQH6iMjAysWbMGvXr14lvlys3NxYgRI5CYmIh69eohKSlJoKy5uTlu3ryJhIQEPHjwAEQEe3t7dOjQQWxbs7OzcfDgQdjY2Ih9LxsdO3bEn3/+iaNHjzKz08XFxfjrr7/QsWNHkWVlMaUdPXo0YmJi8OjRIwQFBWHAgAF8/iziUFNTY7yPzp49i0GDBgGoNI0VtvoIyLaCa2hoCA6HAw6HwxgUcykvL8eHDx8wevRoidsuD7KYWIsy2RXHuXPncO7cOdZzK2yVbv78+ejZsyc8PT2ho6ODqKgovt/C9u3b4evry1pWntUcf39/TJs2DUuWLMGRI0egpaXF5zOVnp6Ohg0bCv2szs7OrL6PrVu3FvpZZUVRz9O7d+9iz549Avtr164t1iBZFtq1a4d27dphxowZAsale/furRbjUgMDA5SUlKBu3brw8vLCypUr4e3tLfJc/ieo2TGYYpFnNYeNr1+/0uHDh6lLly4Cr4mbWZU3Hvt7g/fzssWfa2lp0bZt26q1Dffv36fatWuTv78/qamp0a+//kp2dnZkYmJCOTk51Vbv8+fPadasWRQYGEgBAQE0ffp0evbsmcLrqaiooMDAQOJwOOTs7Ex9+/al3377jZycnIjD4VC3bt0UXuf3gDziBrJeE6WlpXxeFdOmTeOT6A0LC6OPHz8q5gN+B/j4+NC+ffsE9u/bt498fHyIqFIMwtbWVuA9vMpfSUlJpKmpSbt37+bbL0zC+ezZs6SlpUVNmzYlFRUVcnZ2JgMDA9LX15fY26tOnTqMsE3VVYP69etLdAwut2/fFntPjoqKYs13+Pz5MyPlLgx5VdqePHlC1tbWpK+vz6ilGRgYkK2trUip782bN5OysjKZmJhQs2bNyNnZmdmEyYhz+fTpE+3Zs4c6dOhAWlpa1Lt3b4qLi5MoP6dLly7k5+dHc+fOJVVVVWYGOj4+nho1aiS0nCwruJGRkbRjxw7icDgUERHB+ChFRkbSnj17WFfQFMmHDx/kktM/efIkxcXFCeyPi4sTyL/hZfbs2aSkpERubm7UrVs3iVfpuBQXF7PmhxQVFQlVS5RnNefVq1fUtm1b4nA4pKurS7GxsXyv+/j40F9//SW0vVXlqQsKCqrtXqyolaBvqdImjNLSUjpz5gyFhoYyOemKZOPGjYyI1o/EDzUI4uXBgwcUFhZGpqampKGhwTqQkYeqHQBh26pVqxRaryL4+vUrbd26lfr160ft27cnb29vvo2NvLw8evz4MXE4HLp+/TrfTerZs2fVnoTH5VsNSGqC7du3k66uLuPRwcu5c+dIV1dXbCfsv4i84gayXBMbN26kzp07M//r6OhQq1atmI6nqakprVy5Ur4P9h2hqanJKtOclZXFiKFIKoxSVflPFC1btqSZM2fylfv333+pa9eutH79eomOMWLECOrevTuVlZUxIan5+fnk4uJCwcHBEh2DiySDIHksD+RVaSOq7Gxv2rSJxo4dS6GhoRQVFSU23FoRprRElff52bNnk7W1NZmbm4sNS83Pz6fAwEBycnKirVu3MvsnTZpEEyZMEFpOnjDj5OTkGvGpk1dO39HRkU6ePCmw//Tp0+Tk5CS0nKmpKUVHR8vVdmmRJ5SOiyyDr/8q31KljcuPaFxaE/ywgyAuolZzqgtJ/YlqinHjxpG2tjb16dOHgoODadKkSXzbT/h5+/YtxcfH086dOykqKopvUyQdO3YUaZq3YMEC8vX1VWid3wOyKvCVlZWRl5eXTLNT7dq145uhrNqx37lzJ7Vu3Vrq436vNGrUiKZOnSqwf+rUqdS4cWMiIrp+/bpE8evSDIJ0dHSYFTkDAwNGKen27dsiFbF4effuHbVp04YMDAxIWVmZzM3NSVVVlTw8POjDhw8SHYOLJIMgYTknt2/fFqsUVR0qbZKgCFNaospBzZw5c6hBgwZkZmYmcW6etMizql9TvnzyyulraGgw+VO8PH78mLS0tISWq1WrVrVGOrAh72qOLMjrL1QT1JRK249qXFoT/BA5QaJQVlZG9+7d0b1792qvKzExEdu3b0dsbCwsLS3Rq1cvbNu2rdrrlZaYmBjs378fnTp1kqm8LLHniqK4uBjXrl1jrZsbj65Ijh8/jv79+6OkpAS6urp8McQcDkehdaanp2Pp0qVCXw8ICMDff/+tsPq+F2RV4FNVVcW9e/dkiuvOyspC48aNmf81NDSgpKTE/O/m5oZx48ZJfdzvleXLl6N37944ffo0WrZsHu/6OAAAMBlJREFUCQ6Hg+vXr+PBgweMctH169elzqUUh7a2NqMMWK9ePeTm5qJp06YAKs+vJOjp6SE1NRWJiYmMAlLz5s0lytGRBq56F4fDQfv27aGi8n+Px/Lycjx+/JgvL4INRSi2AZU5TWw5VF27dmV9f+/evXHmzBmZcmI+f/6M2NhYbN++nVFZXbt2Lfz9/fl+E1xE5fpURViejL29PdLT07F+/XooKyujpKQEPXv2xLhx48QqlFKVXBHezyGJyqGsvHnzBg0aNABQ+bnevHkDAGjbti3GjBkjtry+vj4ePXoEKysrvv05OTmMiiYbw4cPx549e4QqMFYHtWvXxoULF/Du3Tvo6OhAWVmZ7/UDBw5AR0dHoXWyKdINGzYMQ4YMEatIV1PUlErbpUuXULduXXh7e8PLywseHh5C87l/IpoffhBU3Tx58gSRkZHYvn07SkpK0KdPH3z58gWHDh2Cvb19TTePFTU1NZkTd7ds2YIxY8bA2NgYpqamAoOC6hwEfcsBCZfQ0FAEBQVh4cKFrB11RfLmzRu+ZNSqmJiY4O3bt9XahppAHnGDQYMGMSIm0vDu3Tu+Tu7r16/5Xq+oqBAp6/1fo2vXrnj48CE2btyIrKwsEBECAgJw5MgRplMmSUeOi6QDz9atW+PixYuwt7dHYGAgQkNDcffuXcTGxqJ169ZSfQYfHx/4+PiIfE9VGeKqcJP42eBOlN2+fRt+fn58nTyu5UGvXr1E1m9paSnydXE8evQIPXr0wN27d/mSw7mfSZj4hI2NDWbOnIkrV67A0dFRQPp44sSJrOXGjh2LmJgYWFhYYOjQoYiJiYGRkZHINkoqlMHW3u3bt6N///5QV1eHqakp5s6dK9FxADATQBwOB1u3buU7P+Xl5Th//jyaNGki8fGkRV45/a5du2LSpEk4fPgwk0yek5OD0NBQgcHt5MmTmb8rKiqwefNmnD17Fk5OTgLnVhJxEVkRJh0tjXiGpNy+fZt5BgCVk7WtWrXCli1bAFQKloSHh39Xg6CUlBSkpKQgOTkZ48ePx6dPn2BhYQEfHx+UlZVBS0urWgSjiouLceHCBSQnJ2PJkiXo168fGjduDE9PT3h5ecHT0xO1a9dWeL0/IhwSNq3yE7Hw+hP179+f8SdSVVXFnTt3vttB0IoVK/Do0SOsXbtW6ll0S0tLjB07FlOnTq2m1gmncePG6NSp0zcZkHDR1tbG3bt3YW1tXe11KSsr48WLF0JvXi9fvkS9evXEeo3818jIyICXlxdatGiBxMREdO3alU+BT5T6zIQJExAdHQ0bGxu4uroKzKgK6yA0atQIixcvFtqp3b9/P/766y/k5OTI/sF+EHr27Mn3//Hjx+Hj4yPwXcfGxgqUffToET58+AAnJyeUlpbijz/+QGpqKmxsbLBq1SqhgwZpVjx5O/i8PiiiEKXUFRUVhb59+0rsA3bs2DEEBARAVVVVQEW0KsJWcrh06dIFysrK2LJlC6ytrXHt2jUUFRUhNDQUy5cv51PZ4oW7QsEGh8PBo0ePWF9TUlKChYWF2MEj77lNSUlh/s7Ly8O0adMwZMgQxhPv8uXLiIqKwqJFizB48GC+4ygrK+P58+eoU6cOgMrVwUuXLgmsjoj6jPn5+ahfvz7f6gR3kDp37ly0atVK7LFkYdWqVVBWVsbEiRORlJSEwMBAlJeX4+vXr1i5ciWCg4NFln/37h38/f2RlpbGqOIVFhbCw8NDwHtPUrVTDodTrd583xINDQ1kZ2fD3NwcQOUKm7+/P2bMmAGg8lpzdHTEv//+W5PNFEpVlbYrV65Ui0obG//++y9SU1ORlJSE5ORk3LlzB40aNcK9e/eqtd4fgZ+DIDlQUVHBxIkTMWbMGL5lz+9xEFS1I5OYmIhatWqhadOmAjNLbJ0ZLnp6erh9+/Y3GRRU5VsOSLj07NkTffv2RZ8+faq9LiUlJQQEBAjtfH3+/BlxcXE/3CAIAF68eIENGzbgxo0bTLiTJKExojoLojoIwcHBOHv2LG7cuCFgOvjx40e4urqiQ4cOiIiIkP7DfKcUFxdj27ZtyMzMBIfDgb29PYKCgsQaBQ4dOlSi4ytCJp1L1U7969evUVpaynQUi4uLoaWlhTp16gjt4MvKkCFDEBQUBA8PD4ner6SkhBcvXqBOnTqs4WNcJDFLNTY2RmJiIpycnKCvr49r167B1tYWiYmJCA0Nxa1bt6T6LOIYMmSIRBNhws5t+/btMXz4cPTr149v/549e7B582YkJyfz7ef9rgBAV1cXd+7ckeqe7u3tjdjYWBgaGkpcpjrIz8/HjRs3pJLTJyIkJCTgzp070NTURLNmzYQObP/XsLS0xM6dO+Hh4YGysjIYGBjg+PHjjEHx3bt34enpyYQhfq98/PgRqampiI+Px5YtW/Dhw4dqf2ZXVFTg+vXrSEpKQlJSElJTU/Hp06cfsq+gaH4OguTg8uXL2L59O/bv38/nT1SvXr3vbhAkaUcGEN2ZGTZsGFq2bPnN/Bh4+VYDEt7Z3NevX2Pu3LkYOnQoa5iJuJldaaiJzub/Ki9fvoSzszPU1NQwfvx4xnfkwYMHWLt2Lb5+/Ypbt26JDE/8L5GWlgY/Pz9oamoyPkFpaWn4+PEjzpw5g+bNm1dLvUOHDsWAAQPg4+MjsyfHnj17sH79emzbtg22trYAgIcPH2LEiBEYNWoUn++ZIujVqxdOnjwJc3NzDB06FIMHD652DzQuhoaGuHHjBqytrdGwYUNs3boV3t7eyM3NhaOjo8hwPgAoKyvD48eP0bBhQ75wz+pCS0uLmXXmJSsrC87OzgLtVcQgiJeq4YLfI1evXsWbN2+YXBegcrUxPDwcpaWl6N69O9asWSPxyuOPyqhRo3D37l3GXygqKgrPnj1j8rx2796N1atX4/r16zXcUn4+ffqES5cuMasw169fR4MGDeDp6QkPDw94enoq/P5RUVGBtLQ0JCcnIykpCRcvXkRJSQmTn8Td5A3P/V/g5yBIAZSWliImJgbbt2/HtWvXUF5ejpUrVyIoKAi6uro13TyFsmjRIqxcuRKBgYFSxZ7LSk0MSETN5vIiyczuT9jhNd8Vh5OTk0Tve/LkCTgcjsQPnMePH2PMmDFISEjg60x17NgR69evr5HVzuqiXbt2sLGxwZYtW5jO8devXzF8+HA8evQI58+fr5Z6u3btijNnzsDIyAh9+/bFwIED4ezsLNUxGjZsiIMHD8LFxYVv/40bN/Drr78qTIyAl6KiIuzatQuRkZG4d+8eOnTogGHDhqFbt24C9x1JKCwsRHh4uFizx3bt2iE0NBTdu3fH77//jrdv32LGjBnYvHkzbty4ITS8pbS0FBMmTEBUVBSAykGItbU1Jk6ciHr16mHatGlSt1kSbG1t0blzZ6xYsYJvf2hoKE6cOCEQBlQ15FdPTw937twRGc7HRnR0NJYtW4bs7GwAlaHSYWFhGDhwoByfhh22QUx0dDTCw8NRUlIidhATEBAALy8vJoT87t27aNGiBQYPHswk/I8aNYov16Vnz56IjIyEnp6eQBRHVURFbvyXeP36NXr27ImLFy8y5q49evRgXm/fvj1at26NBQsW1GAr+fH09MT169fRsGFDZsDj6elZ7ZNnenp6fMalXl5eP4ZxaU1QA4p0PzTV7U+kKL58+UIJCQm0ceNGxkz26dOnYiVRrayshG4NGjRQeDvZJGeFydD+5L8Dr3SwPOe1vLyc5syZw5jDKSkpkb6+Ps2dO5fKy8slaktRURFdvXqVrl69SkVFRYr4eN8dGhoalJmZKbD//v37EnkDycPbt29p06ZN5OnpSUpKSmRnZ0cLFixglQtmQ1NTk65evSqw/+rVq9XediKimzdv0vjx40lDQ4OMjY1p0qRJrJ5LopBEmpuo0jjz0KFDRESUm5tLdnZ2xOFwyNjYmM+ssioTJ06kFi1a0IULF0hbW5uRyz569Cg5OztL1VZpOHnyJGloaFDTpk1p2LBhNGzYMGratClpaGiweuJwOBwyMDAgQ0NDMjQ0JA6HQ/r6+sz/3E0UK1asIC0tLZoyZQodPXqUjhw5QmFhYaSlpVUt3l7+/v58Hkzp6emkoqJCw4cPpxUrVpCpqSmFh4cLLW9qakrXr19n/v/rr7+oTZs2zP/79+8nOzs7vjJDhgxhnstDhgwRuf1o/Jf8hVRUVMjc3JwmTJhAhw4dotevX3+Ten9U49Ka4OdKUDVRXl6O48ePY/v27WKTZb81+fn58Pf3R0FBAT5//szMGk6aNAmfPn3Cxo0ba7qJNU5iYiLGjx+PK1euCMi8vnv3Du7u7ti4cePPeG4Zyc/Pl/i9opb0//zzT2zbtg1z5sxBmzZtQES4ePEiZs+ejREjRnxXs4Y1iYmJCXbu3AlfX1++/fHx8Rg0aBBevnz5Tdrx5MkT7N27F9u3b0d2dja+fv0qtkyXLl1QUFCAbdu2oUWLFuBwOEhLS8OIESNgbm5erffX58+fIzo6Gtu3b8fTp0/Rq1cvPH/+HElJSVi6dClCQkIkOs6dO3fQvHlzmVaO37x5A0NDQ5EhX5aWlti3bx9at27NF2KWk5OD5s2bSyVrLS2FhYXYsGEDHjx4ACKCvb09Ro8ezSS488JdqRJHVUEFXho0aIA5c+YIqIFGRUVh9uzZCl8ZrFu3Lo4fPw5XV1cAwPTp05GSkoLU1FQAlXLR4eHhyMjIYC3/X0/4/4lwSkpKGJW2pKQk3L59+6dK23+Nmh2D/aQm6NatGw0YMIA+f/7MZ3yYnJxMNjY2Ndw6Qc6dO0d2dnb07t07gdeKi4vJ3t6ezp8/r9A6u3TpInJWMSIigrp3767QOv+XcHFxoTdv3hAR0Zw5c6ikpESm49StW5eOHj0qsP/IkSMSGX/+rzBhwgSqX78+xcTEUEFBARUWFtLevXupfv36FBwc/E3aUFZWRocPH6ZevXqRhoaGxOfn1atXFBAQQBwOh9TU1EhNTY2UlJQoICCA1TRTGG/fvpW4nQcPHqTAwEBSVVWlFi1a0IYNG5iZeSKivXv3koGBgcR1i1sJGjp0qESbMDQ1NZn7OO89/fbt26SnpydxO/8LqKurMyaVvGRlZZG6unq11FdQUMD836ZNG5o3bx7z/+PHj0lHR0doeQsLC0pJSSEios+fP5Ompibfql56errY1a+f/Dd4//49nTp1isLCwqhly5akpqZGTZs2relm/UQEP32C/gdJTU3FxYsXBYzlLC0t8fTpU4H3T548GfPmzYO2tjaffwEb1eFZsHr1aowYMYLVeE9fXx+jRo3CypUrFboqc+fOHSxZskTo676+vli+fLnC6vtfIzMzEyUlJTA0NMScOXMwevRomWTP37x5w+oN0qRJk+9eRehbsnz5csZLi7v6oqqqijFjxkjtsSQtSUlJ2LNnDw4dOoTy8nL07NmTkdmWhNq1a+PUqVPIyspiVhvs7Oz4zG6rsmTJElhZWTHmr3369MGhQ4dgamqKU6dOiVTzqlu3LioqKtCvXz9cu3aNNYfJz89PIm8YSYmMjISlpSVcXFyEmoGKomXLljh58iQmTJgA4P+EArZs2cJIVyuK9PR0ODg4QElJSWxun6T5fNJgY2PDSNjzsm/fvmoxpzQxMcHjx49hbm6OsrIy3Lx5k0+K/d9//xWZJ+bv749p06YxCf9aWlp8z6r09HSBXA5xkuW83Lx5U8pP9JPqQltbG7Vq1UKtWrVgaGgIFRUVZGZm1nSzfiKCn4Og/0EqKipYwzKePHnCKuRw69YtfPnyhflbGNWl0FMTA5KXL1+KfLCpqKgIGGz+RHKcnZ0xdOhQtG3bFkSE5cuXC3UgF2XA26xZM6xdu1bAV2bt2rUSy9b+6JSXl+Py5csIDw/HokWLkJubCyKCjY1Ntftt1a9fH0VFRfDz88OmTZvQpUsXAUlySWncuLHIgQ8vmzZtwq5duwAACQkJSEhIwOnTp7F//36EhYXhzJkzQsuuWrUKvXv3FtlOQ0NDvrArccnrxcXFIl8fPXo0YmJi8OjRIwQFBWHAgAFSGVIuWrQI/v7+yMjIwNevXxEREYH79+/j8uXLfL4+isDZ2ZlReHN2duYzdeWluoRj5syZg99++w3nz59HmzZtwOFwkJqainPnzmH//v0Kr0+WQQwv8+fPR8+ePeHp6ckk/PNOQG7fvl0gTJVr3PuT7xtxKm3r1q2T2PPpJzXDz5yg/0F+++036OvrY/PmzdDV1UV6ejpq166Nbt26wcLC4ruTYNbQ0MC9e/dgY2PD+npOTg4cHR3x8eNHhdXZsGFDLF++nE+dhpfY2Fj88ccfCvco+V/h4cOHCA8PR25uLm7evAl7e3tWSV8OhyNypjMlJQWBgYGwsLDAL7/8Ag6Hg0uXLqGwsBCnTp36mbP1/9HQ0EBmZqbUKlzysnnzZvTu3VtqTxdxK868sK0+a2pqIisrC+bm5ggODsanT5+wadMmZGVloVWrVnj79q3Y4+bk5CA3NxceHh7Q1NQEEQmd6FGEvP3nz58RGxuL7du349KlSwgMDMSwYcPg6+sr0QTT3bt3sXz5cj6vralTp8LR0VGitklKfn4+LCwswOFwxOb2VZdE740bN7Bq1SpkZmYyeUihoaECCoKKQFGqZe/evYOOjg6fyStQuZqto6MjEJnxk++fnypt/31+DoL+B3n69Cl8fHygrKyM7OxsuLq6Ijs7G8bGxjh//jzj4fC9UBMDkgkTJjCa/2xmmm5ubvD29pbK2f4n7FT1DpGWZ8+eYd26dXyJ2WPHjkW9evUU3NL/Li1btsTixYsZ48Hvnaqzpzdu3EB5eTnjE5SVlQVlZWW0aNGC1RC3Xr16OHjwINzd3WFra4v58+ejd+/eePjwIVq2bClSKKCoqAh9+vRBUlISOBwOsrOzYW1tjWHDhsHAwEBADro6yM/PR2RkJKKjo/HlyxdkZGQIXSn9ybehpgcxN27c4DM6ro4B30+kY9OmTfD29pZ4hfon3x8/B0H/o3z8+BExMTF8s4b9+/eHpqam2LLXr1/HgQMHUFBQgLKyMr7XqsOzoCYGJC9fvkTz5s2hrKyM8ePHw9bWFhwOB5mZmVi3bh3Ky8tx8+bNH8ZM87/Go0eP0KBBg+/aJPF74syZM5g6dSrmzZuHFi1aQFtbm+91tnw7RSHv/WLlypVITk5GVFQUs6L09u1bDB06lPHVqcr48eNx4sQJNGrUCLdu3UJeXh50dHSwb98+LFmyROTq4qBBg/Dq1Sts3boVdnZ2jNLamTNnEBISgvv370v5DUhPQUEBIiMjERkZibKyMjx48EBgECSN4lt1nl8AyMjIYD2/ijST/l/l1atX6Nu3L5KTk2FgYAAiwrt37+Dt7Y2YmJif6mM/+Yk81IAYw09qkLKyMmrQoAHdv39fpvJ79+4lVVVVCgwMJDU1NercuTPZ2tqSvr5+tXkWvHjxgurVq0fm5ua0ZMkSOnLkCB09epQWL15M5ubmVK9ePXrx4oXC683Ly6OAgAA+PxuuKpWkHic/EU9kZCSdOHGC+T8sLIz09fXpl19+oby8PNYySkpKfMpgffr0qZZr4EehqvcSd6tujy1F3C/q1atH9+7dE9h/9+5dqlu3LmuZsrIyWrZsGU2cOJFu3rzJ7F+1ahVt2bJFZH0mJiZ0+/ZtIuJXWnv06BFpa2tL1GZZ+PTpE+3Zs4c6dOhAGhoa9Ouvv9LJkyeF+l1VPZeituoiNzeXnJycBHy/xNX79etX2rp1K/Xr14/at29P3t7efBsbknxeZWXl6vqoNUafPn2oRYsWlJGRwey7f/8+ubq6Ut++fWuwZT/5yX+fn8II/2Ooqqri8+fPMs+gL1y4EKtWrcK4ceOgq6uLiIgINGjQAKNGjULdunUV3NpKTExMcOnSJYwZMwZ//vknk4TL4XDg5+eH9evXV8uKjKWlJU6dOoW3b98iJycHRIRGjRpJnd/wE9EsXLgQGzZsAABcvnwZa9euxerVq3HixAmEhISwrhZQlQXsU6dOYdGiRd+kvf9FkpKSaqReRdwv3r9/j5cvX6Jp06Z8+1+9eiXUW0VVVRV//PGHwP5JkyaJra+kpIRVMOKff/6Burq6RG2WlrFjxyImJgYWFhYYOnQoYmJiYGRkJLIM7znNy8vDtGnTMGTIEEYN7vLly4iKiqrW30VwcDAaNGiAs2fPwtraGteuXUNRURFCQ0NFitUEBwcjMjISgYGBcHBwkOh5dPjwYaGvXbp0CWvWrJFJWe97Jy4uDmfPnoWdnR2zz97eHuvWrRMQVPjJT34iHT/D4f4HWbx4MR48eICtW7eyJqOLQltbG/fv34eVlRWMjY2RlJQER0dHZGZmwsfHB8+fP6+mVlfyc0Dy46GlpYUHDx7AwsICU6dOZQwq79+/Dy8vL1YVvqp5RLwGkT/h58uXL/D19cWmTZu+eey6Iu4XgwYNQkpKClasWIHWrVsDAK5cuYKwsDB4eHiwGnAKM1DlcDjQ0NCAjY2NUJGIwMBANG/eHPPmzWOEYywtLdG3b19UVFTg4MGDUnwDkqGkpAQLCwux0sjCwgfbt2+P4cOHo1+/fnz79+zZg82bNyM5OVmRzWUwNjZGYmIinJycoK+vj2vXrsHW1haJiYkIDQ0VqiZqbGyM6OhodOrUSa76Hzx4gD///BPHjx9H//79MW/ePFhYWMh1zO8NXV1dXLhwQUCq/datW/D09KxWI9yf/ORH5+dK0P8gV69exblz53DmzBk4OjoK5AeIitOvVasWM/tqZmaGe/fuwdHREcXFxSgtLa3WdgOV0rQtW7as9np+8u3Q0dFBUVERLCwsmLwLoFLRTJjiH4fDEegs/swPYkdVVRX37t2rke9HEfeLjRs34o8//sCAAQMYqX4VFRUMGzYMy5YtYy3TvXt3Vulm7j4Oh4O2bdviyJEjAhMpy5Ytg5eXF9LS0lBWVoYpU6bg/v37ePPmDS5evCjtVyARgwYNkuv8XL58GRs3bhTY7+rqiuHDh8vTNJGUl5czuUrGxsZ49uwZbG1tYWlpiYcPHwotp6amJlTtUxKePXuG8PBwREVFwc/PD7dv34aDg4PMx/ue8fHxQXBwMPbu3cuIvTx9+hQhISH/GaGTn/zke+XnIOh/EAMDA/Tq1Uumsu3atUNCQgIcHR3Rp08fBAcHIzExEQkJCT9vyD+RiY4dO2L48OFwcXFBVlYWAgMDAYBZQWCDiDBkyBAmPOnTp08YPXq0VAP6/yUGDRqEbdu2VbsxalUUcb/Q0tLC+vXrsWzZMj6Po6rnmpeEhARMnz4dCxYsgJubGwDg2rVrmDFjBmbOnMmYLP/xxx/Ytm0bX1l7e3ukp6djw4YNUFZWRklJCXr27Ilx48ZVW8hvZGSkXOXNzc2xceNGAeW6TZs2wdzcXK5ji8LBwQHp6emwtrZGq1atsHTpUqipqWHz5s0iV2VDQ0MRERGBtWvXSjX4e/fuHRYuXIg1a9bA2dkZ586d++Fl8NeuXYtu3brBysoK5ubm4HA4KCgogKOjI+OF9ZOf/EQ2fobD/UQq3rx5g0+fPqFevXqoqKjA8uXLkZqaChsbG8ycOfNneNpPpKa4uBgzZsxAYWEhxowZA39/fwBAeHg41NTUMH36dIEyivBl+V9iwoQJiI6Oho2NDVxdXQUGEGxeO4qgpu4XDg4O2Lx5M9zd3fn2X7x4ESNHjsT9+/dx9uxZBAUFoaCgQKJjFhYWIjw8HNu3b6+OJsvFqVOn0KtXLzRs2JAvZDA3NxeHDh2SO+xMGPHx8cwg8dGjR+jcuTMePHgAIyMj7Nu3Dz4+Psx7qxrKJiYmolatWmjatKmAMTXb5MXSpUuxZMkSmJqaYuHChejWrVu1fKbvlYSEBD4bgA4dOtR0k37yk/88PwdB/8O8fv0aDx8+BIfDQePGjcVKbX79+hW7d++Gn58fTE1Nv1Erf/KTn8iLKNdyDofD6rVTk/Ts2RORkZHQ09MT6DxXha3DrKmpievXrwuESN29exdubm74+PEj8vPzYWdnJ3FY3p07d9C8eXOUl5dL/kG+IYWFhdiwYQNfR3n06NHVuhLExps3b2BoaCiwwiPpxAXAPnmhpKQETU1NdOjQQcCrh5efq78/+clPJOVnONz/ICUlJczMcEVFBQBAWVkZgwYNwpo1a1iVkYDKOPwxY8YgMzPzWzb3J/8DvH37Ftu2bWPMAJs0aYKgoCDUqlWrppv2Q/Ct1eEkTdYW5l+jr6/PdKL19fWFln/37h3r/hYtWiAsLAzR0dHM5M7r168xZcoUJqcwOzsb9evXl6id/wXMzc2xcOHCmm6G0N+svKuy8uZN/de4evUq3rx5g4CAAGZfdHQ0wsPDUVJSgu7du2PNmjXVplj4k5/8L/BzJeh/kFGjRuHs2bNYu3Yt2rRpAwBITU3FxIkT0bFjR0aumA1vb28EBweje/fu36i1P/nRSUlJQdeuXaGvrw9XV1cAle7oxcXFOHbsGDw9PWu4hT+RFiUlJZEdVq44gahVleXLl7PKXHN5//49fH19ceXKFYHXHj58iG7duuHx48d8eRTW1tY4evQoGjdujCNHjuDff//FwIEDJfpM39tKUHp6OhwcHKCkpIT09HSR73VyclJo3UFBQRK9T1jooI+PD2JjY2FgYMC3//379+jevft3tzJZEwQEBMDLywtTp04FULmK2bx5cwwZMgR2dnZYtmwZRo0ahdmzZ9dsQ3/yk/8wPwdB/4MYGxvj4MGD8PLy4tuflJSEPn36sEoSczlw4ACmTZuGkJAQVud5RT9sf/Lj4+DgAHd3dyYRHahUnRo7diwuXryIe/fu1XALfwyuX7+OAwcOoKCgAGVlZXyvKTqEKCUlhfmbiNCpUyds3boVZmZmfO8TNcDV1NTE+vXrWcOoPnz4AF9fXxQXFyMjI4O1PBEhPj4eWVlZICI0adIEHTt2hJKSkkyf6XsbBPHKxHMHnWyPc3GDTVnrtrS0hIuLi0hvHmHePlUl7rm8evUKZmZmjArg/zJ169bF8ePHmYmh6dOnIyUlBampqQAqn8Xh4eFCr/+f/OQn4vkZDvc/SGlpKau5aJ06dcTGx//2228AgIkTJzL7eGVnv5cOwk/+O3CTt3nj/JWVlTF58mRER0fXYMt+HGJiYjBo0CD4+voiISEBvr6+yM7OxosXL9CjRw+F11d1cKOsrIzWrVtL5eO0c+dODBw4EIaGhnwrz9wBUFFREd9gqyocDgf+/v6M0IY4xOUeFRcXS3Scb8Xjx4+ZUL/Hjx9/07pHjx6NmJgYPHr0CEFBQRgwYIBEoau8K1YZGRl48eIF8395eTni/l97dx8TdR3HAfx9R8nTyYNUPpQ8l1sDEcRlmpbS8FBAI52BRKKuCFNTCqIN6VQ0jWBCOZeMHUKJD7NMZDqHDUPXqCs7CnAKjNxEmJ7ypCjo9YfjN45DROXud9zv/drc8Pe7h88x3e8+v8/3+/kcP26UKEvV9evXDa7T5eXlBv+Wp02bhkuXLokRGpHVYBIkQa+++irS09Oxd+9e2NnZAQBu3boFlUolTBt/EHNfbMn6BQUFoaamBpMmTTI4XlNTYzQgkB7P1q1bkZ2djdWrV2P06NHYuXMnvLy88MEHH5is7fOTWrx4MW7cuIGYmBgcO3YMc+bMQUdHB5RKJa5evYry8vJBG7SUlZWhrKwMLS0twt7HXgMt0xps71Hv+bi4uMf7MCbg4eEx4M/msGvXLmRnZ+Pw4cPIz89HamoqFixYgJUrVyI0NPSBSyGnTJkizPjq2zmul729PXJzc00d/ogwduxYYTnnnTt38Oeff0KlUgnn29vbjbrqEdGjYRIkQTt37oRSqcQLL7yAgIAAyGQynDt3DnZ2djhx4sSgzzX3xZasU987wmvXrsW6detw8eJFg/a+3377rdnn2liruro6Yf6Sra0tOjs7IZPJsH79esydO9fgy5UlWbVqFXQ6HRYtWoQjR44gLS0NV65cQXl5+aDJm0qlwqZNmxAcHIzx48cPaUO9NbRTr66uHnC5Y2Rk5LC/l62tLaKjoxEdHY3Gxkao1WokJiaiu7sb1dXVwhDVvhoaGqDX6+Ht7Y3KykqDjqSjRo3Cc889N2jnNylRKpX47LPPsH37dvz0009wcHAwmImk1Wrh4+MjYoREIx+TIAny8/PDhQsXUFRUJLRTfeedd7Bs2TLY29sP+txr167Bzc0NwP2WrHv27MGtW7cQGRlp9UPraPj03hHuu58gOTnZ6HExMTHCEkx6fGPGjEF7ezsA4Pnnn8c///wDf39/3LhxY8gtop/U43b2Sk5OxvXr1xESEgJPT0+Ul5c/dMnU7t27oVarh9z0YKSrr6/HW2+9haqqKoP/V72/c1MvU+6t7uj1eqOqW18eHh7o7u5GXFwcxowZw5tqg9iyZQuioqLw+uuvQ6FQoKCgAKNGjRLO5+fnIzQ0VMQIiUY+NkagIamqqkJERAQuXbqEF198EcXFxVAqlejs7IRcLkdnZycOHTrErnE0JI2NjUN+LL8oPbmYmBgEBwdjw4YNyMjIwM6dO7Fw4UKcPHkSQUFBw94Yof/+mqNHj2Lu3LlGjVQGe9/+r1FaWoqAgACjBGig13Bzc0NlZaVk7pRHRETAxsYGe/bsEaos165dQ1JSEjIzM01yg+r27dvCcriKigqEh4cjPj4eSqXyoc0nXF1dodFoHmmPmFS1trZCoVAYVch0Oh0UCoVBYkREj4ZJkAQ9qJoTERGB2bNnD/icsLAwPPXUU0hJSUFRURFKSkoQGhqKvLw8APcn0ms0mgHb1RKRuHQ6Hbq6ujBhwgTcu3cPmZmZqKiogK+vL9LS0uDq6jqs7zfUwZiDLUF7ktdISUmBQqFAWlrakF5jpHvmmWdw6tQpTJ48Gc7OzqisrMSkSZNw6tQpJCUl4a+//hrW90tMTERxcTHc3d0RHx+P2NhY4ZoyFPHx8fD398eGDRuGNS4iokfBJEhCnqSa0/ci29HRAScnJ1RWVgrtO2trazF9+nSL66BEI8P58+eRm5trMCx1zZo1Rs0SiIZi3bp12Lt3LyZPnozJkycbbSDPysoSKTLT6FtZ8fHxQV5eHubMmYO6ujr4+/sP+5JHuVwOd3d3BAYGDrrM8UGVvoyMDGRmZiIkJGTAUQt9u48SEZkK9wRJSHJyMvz9/VFUVISioiKEh4cL8zuA+9WcL7/8csAkSKfTCZ2YFAoFHB0dDVqiurq6CnsOiB7FoUOHEB0djeDgYKE74W+//QY/Pz/88MMPWLJkicgRjlxtbW1DepyTk5OJIzEvrVYrdBbsP2fqcfcmWTI/Pz9otVp4e3vjlVdewY4dOzBq1Ch89913JllyFhcX90S/x7y8PLi4uECj0UCj0Rick8lkTIKIyCxYCZKQJ6nmyOVyNDc3C918Ro8eDa1WCy8vLwBAc3MzJkyYwDlB9Mi8vb0RGxuLTZs2GRxPT09HYWEh6uvrRYps5OsdovkgnO9lHU6cOIHOzk5ERUWhvr4e4eHhqK2thZubG/bv3z9gO2oiIqljEiQh/ad0jx49Gn///bdwp3CwREYulyMsLAy2trYAjDc63759G8ePH+eXKXpkDg4O0Gq18PX1NTh+4cIFBAQEmK17mTXqO0xUr9cLld/+zQX6DzelkU+n08HV1dXiK1/9O9kREZkLl8NJTP8LzVAvPO+9957B32NjY40eY0mDBGnkeOONN/Drr78aJUEVFRVsu/6E+ic3NjY2mD59ulV25YqKioJarYaTk5NRZ7n+hrsbniXqu1zZEu3duxdfffUVLly4AAB46aWX8Omnn0qmrTkRiY9JkMQsX75cqOZ0dXUhISHBoJrzINYwSJAsx88//yz8HBkZiZSUFGg0GoNhqQcPHrTYIZ5keZydnYWbOs7OziJHYx4rVqwY0uPy8/NNHMmjycrKQlpaGj766CPMnDkTer0eZ86cQUJCAq5evYr169eLHSIRSQCXw0nIcLStJRoOD5sj0ov7VYZX/yWwUtTW1mY1jSDkcjk8PDwQGBiIwS7lP/74oxmjejgvLy+oVCqj1QMFBQX44osv0NDQIFJkRCQlrARJCJMbshSDTZUn07LmvReZmZn45JNPHni+ra0NoaGhVjPPLCEhAcXFxaivr8eKFSsQGxtr8cvgAKCpqQkzZswwOj5jxgw0NTWJEBERSRErQUREVqr/3pj+DU16WcseGXt7e+zatWvAqnd7eztCQ0PR2tqK6upqEaIzjdu3b+Pw4cPIz8/H2bNnsWDBAqxcuRKhoaEWm/D6+fkhJiYGn3/+ucHxLVu2YP/+/aiqqhIpMiKSElaCiEgU8+fPx759+4T9GxkZGVi9ejVcXFwAANeuXcOsWbOs6gurufXfGzNQQxNrUlhYiHfffReurq4G8846Ojowb9486HQ6nD59WrwATcDW1hbR0dGIjo5GY2Mj1Go1EhMT0d3djerqaigUCrFDNKJSqbB06VKcPn0aM2fOhEwmQ0VFBcrKynDgwAGxwyMiiWAliIhEYWNjg6amJqFlu5OTE86dOzeklu1ED5KXl4e1a9fi2LFjmDNnDjo6OqBUKtHS0oLy8nKMHz9e7BBN5r///oNarYZarcadO3dQW1trkUkQAGg0GmRnZ6OmpgZ6vR4vv/wykpKSEBgYKHZoRCQRrAQRkSj633/h/RgaDqtWrYJOp8OiRYtw5MgRpKWl4cqVK1abAPVdDldRUYHw8HB88803UCqVQ25AIoapU6eiqKhI7DCISMKYBBERkVVJTk7G9evXERISAk9PT5SXlxsNiLUGiYmJKC4uhru7O+Lj41FcXAw3NzexwyIiGhG4HI6IRGFjY4MrV67g2WefBXC/fbNWq4WXlxcALoejR9e/EURpaSkCAgKMEiBraQQhl8vh7u6OwMDAQZsgWMrnlcvlD23WIJPJ0NPTY6aIiEjKWAkiIlHo9frHHt5LNJD+jSCio6NFisQ84uLiLLYD3EAGm1d09uxZ5ObmclksEZkNK0FEJAoO7yWi2tpapKam4ujRo1i2bBk2b94Md3d3scMiIglgEkRERERmdfnyZaSnp6OgoADz5s3Dtm3b4OfnJ3ZYRCQhlts6hoiIiKxKa2srUlJS4Ovri3///RdlZWU4evQoEyAiMjvuCSIiIiKT27FjB7Zv345x48Zh3759WLhwodghEZGEcTkcERERmZxcLoe9vT3efPNN2NjYPPBxltLNjoisGytBREREZHIjrZsdEVk3VoKIiIiIiEhS2BiBiIiIiIgkhUkQERERERFJCpMgIiIiIiKSFCZBREREREQkKUyCiIiIiIhIUpgEERERERGRpDAJIiIi0chkskH/LF++XOwQiYjICnFYKhERiaapqUn4ef/+/di4cSPOnz8vHLO3txcjLCIisnKsBBERkWjGjRsn/HF2doZMJjM4dvr0aUydOhV2dnbw9vaGSqVCT0+P8PysrCz4+/vD0dEREydORGJiIjo6OoTzarUaLi4uKCkpwaRJk+Dg4IDFixejs7MTBQUF8PT0hKurK9asWYO7d++K8SsgIiIRsBJEREQW6cSJE4iNjUVOTg5mzZqFuro6vP/++wCA9PR0AIBcLkdOTg48PT3R0NCAxMREJCcnY9euXcLr3Lx5Ezk5OSguLkZ7ezuioqIQFRUFFxcXlJaWor6+Hm+//TZee+01LF26VJTPSkRE5iXT6/V6sYMgIiJSq9X4+OOPcePGDQDA7NmzERYWhtTUVOExRUVFSE5OxuXLlwd8jYMHD+LDDz/E1atXhdeMj4/HxYsX4ePjAwBISEhAYWEhmpuboVAoAABKpRKenp7YvXu3CT8hERFZClaCiIjIImk0Gvz+++/IyMgQjt29exddXV24efMmHBwc8Msvv2Dr1q2orq5GW1sbenp60NXVhc7OTjg6OgIAHBwchAQIAMaOHQtPT08hAeo91tLSYr4PR0REomISREREFunevXtQqVSIiooyOmdnZ4fGxkbMnz8fCQkJ2Lx5M8aMGYOKigqsXLkS3d3dwmOffvppg+fKZLIBj927d880H4SIiCwOkyAiIrJIQUFBOH/+PHx9fQc8/8cff6Cnpwdff/015PL7fX4OHDhgzhCJiGiEYhJEREQWaePGjQgPD8fEiROxZMkSyOVyaLVaVFVVYcuWLfDx8UFPTw9yc3MRERGBM2fOcE8PERENCVtkExGRRZo3bx5KSkpw8uRJTJs2DdOnT0dWVhY8PDwAAFOmTEFWVha2b98OPz8/fP/999i2bZvIURMR0UjA7nBERERERCQprAQREREREZGkMAkiIiIiIiJJYRJERERERESSwiSIiIiIiIgkhUkQERERERFJCpMgIiIiIiKSFCZBREREREQkKUyCiIiIiIhIUpgEERERERGRpDAJIiIiIiIiSWESREREREREkvI/E31QSUCgkPcAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 1000x600 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "tournaments = data['tournament'].unique()\n", "for tournament in tournaments:\n", " tournament_data = data[data['tournament'] == tournament]\n", " grouped_data = tournament_data.groupby(['home'])\n", " team_performance = grouped_data[['home_goal', 'away_goal', 'home_corner', 'away_corner']].mean()\n", " team_performance.plot(kind='bar', figsize=(10, 6))\n", " plt.xlabel('Team')\n", " plt.ylabel('Average')\n", " plt.title(f'Team Performance in {tournament}')\n", " plt.legend(['Home Goal', 'Away Goal', 'Home Corner', 'Away Corner'])\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "id": "d48c4888", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:27:10.997642Z", "iopub.status.busy": "2023-04-28T08:27:10.996254Z", "iopub.status.idle": "2023-04-28T08:27:11.976183Z", "shell.execute_reply": "2023-04-28T08:27:11.975008Z" }, "papermill": { "duration": 1.019524, "end_time": "2023-04-28T08:27:11.979614", "exception": false, "start_time": "2023-04-28T08:27:10.960090", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "data['ht_diff'] = data['home_goal'] - data['away_goal']\n", "sns.histplot(data=data, x='ht_diff', kde=True)\n", "plt.title('Difference Between Home and Away Teams\\' Half-Time Scores')\n", "plt.xlabel('Half-Time Score Difference')\n", "plt.ylabel('Count')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "dafdfa4e", "metadata": { "papermill": { "duration": 0.033809, "end_time": "2023-04-28T08:27:12.048656", "exception": false, "start_time": "2023-04-28T08:27:12.014847", "status": "completed" }, "tags": [] }, "source": [ "# Thank you for reading! This analysis is a work in progress, and I will continue to update it as I gather more data and insights. Stay tuned for more football analysis" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 29.687514, "end_time": "2023-04-28T08:27:13.208548", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T08:26:43.521034", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/545/127545152.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "edccf76c", "metadata": { "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", "execution": { "iopub.execute_input": "2023-04-28T08:30:30.832261Z", "iopub.status.busy": "2023-04-28T08:30:30.831506Z", "iopub.status.idle": "2023-04-28T08:30:30.843458Z", "shell.execute_reply": "2023-04-28T08:30:30.842475Z" }, "papermill": { "duration": 0.019884, "end_time": "2023-04-28T08:30:30.845864", "exception": false, "start_time": "2023-04-28T08:30:30.825980", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "id": "57ddb90c", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:30.853673Z", "iopub.status.busy": "2023-04-28T08:30:30.853286Z", "iopub.status.idle": "2023-04-28T08:30:30.994135Z", "shell.execute_reply": "2023-04-28T08:30:30.992907Z" }, "papermill": { "duration": 0.147638, "end_time": "2023-04-28T08:30:30.996698", "exception": false, "start_time": "2023-04-28T08:30:30.849060", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>squareMeters</th>\n", " <th>numberOfRooms</th>\n", " <th>hasYard</th>\n", " <th>hasPool</th>\n", " <th>floors</th>\n", " <th>cityCode</th>\n", " <th>cityPartRange</th>\n", " <th>numPrevOwners</th>\n", " <th>made</th>\n", " <th>isNewBuilt</th>\n", " <th>hasStormProtector</th>\n", " <th>basement</th>\n", " <th>attic</th>\n", " <th>garage</th>\n", " <th>hasStorageRoom</th>\n", " <th>hasGuestRoom</th>\n", " <th>price</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>0</td>\n", " <td>34291</td>\n", " <td>24</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>47</td>\n", " <td>35693</td>\n", " <td>2</td>\n", " <td>1</td>\n", " <td>2000</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>8</td>\n", " <td>5196</td>\n", " <td>369</td>\n", " <td>0</td>\n", " <td>3</td>\n", " <td>3436795.2</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>1</td>\n", " <td>95145</td>\n", " <td>60</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>60</td>\n", " <td>34773</td>\n", " <td>1</td>\n", " <td>4</td>\n", " <td>2000</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>729</td>\n", " <td>4496</td>\n", " <td>277</td>\n", " <td>0</td>\n", " <td>6</td>\n", " <td>9519958.0</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>2</td>\n", " <td>92661</td>\n", " <td>45</td>\n", " <td>1</td>\n", " <td>1</td>\n", " <td>62</td>\n", " <td>45457</td>\n", " <td>4</td>\n", " <td>8</td>\n", " <td>2020</td>\n", " <td>1</td>\n", " <td>1</td>\n", " <td>7473</td>\n", " <td>8953</td>\n", " <td>245</td>\n", " <td>1</td>\n", " <td>9</td>\n", " <td>9276448.1</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>3</td>\n", " <td>97184</td>\n", " <td>99</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>59</td>\n", " <td>15113</td>\n", " <td>1</td>\n", " <td>1</td>\n", " <td>2000</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>6424</td>\n", " <td>8522</td>\n", " <td>256</td>\n", " <td>1</td>\n", " <td>9</td>\n", " <td>9725732.2</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>4</td>\n", " <td>61752</td>\n", " <td>100</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>57</td>\n", " <td>64245</td>\n", " <td>8</td>\n", " <td>4</td>\n", " <td>2018</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>7151</td>\n", " <td>2786</td>\n", " <td>863</td>\n", " <td>0</td>\n", " <td>7</td>\n", " <td>6181908.8</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " id squareMeters numberOfRooms hasYard hasPool floors cityCode \\\n", "0 0 34291 24 1 0 47 35693 \n", "1 1 95145 60 0 1 60 34773 \n", "2 2 92661 45 1 1 62 45457 \n", "3 3 97184 99 0 0 59 15113 \n", "4 4 61752 100 0 0 57 64245 \n", "\n", " cityPartRange numPrevOwners made isNewBuilt hasStormProtector \\\n", "0 2 1 2000 0 1 \n", "1 1 4 2000 0 1 \n", "2 4 8 2020 1 1 \n", "3 1 1 2000 0 1 \n", "4 8 4 2018 1 0 \n", "\n", " basement attic garage hasStorageRoom hasGuestRoom price \n", "0 8 5196 369 0 3 3436795.2 \n", "1 729 4496 277 0 6 9519958.0 \n", "2 7473 8953 245 1 9 9276448.1 \n", "3 6424 8522 256 1 9 9725732.2 \n", "4 7151 2786 863 0 7 6181908.8 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df = pd.read_csv('/kaggle/input/playground-series-s3e6/train.csv')\n", "test_df = pd.read_csv('/kaggle/input/playground-series-s3e6/test.csv')\n", "train_df.head()" ] }, { "cell_type": "code", "execution_count": 3, "id": "38c627f1", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:31.005117Z", "iopub.status.busy": "2023-04-28T08:30:31.004727Z", "iopub.status.idle": "2023-04-28T08:30:31.014790Z", "shell.execute_reply": "2023-04-28T08:30:31.013604Z" }, "papermill": { "duration": 0.01687, "end_time": "2023-04-28T08:30:31.017111", "exception": false, "start_time": "2023-04-28T08:30:31.000241", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "id 0\n", "squareMeters 0\n", "numberOfRooms 0\n", "hasYard 0\n", "hasPool 0\n", "floors 0\n", "cityCode 0\n", "cityPartRange 0\n", "numPrevOwners 0\n", "made 0\n", "isNewBuilt 0\n", "hasStormProtector 0\n", "basement 0\n", "attic 0\n", "garage 0\n", "hasStorageRoom 0\n", "hasGuestRoom 0\n", "price 0\n", "dtype: int64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df.isna().sum()" ] }, { "cell_type": "code", "execution_count": 4, "id": "471c33bd", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:31.026007Z", "iopub.status.busy": "2023-04-28T08:30:31.025188Z", "iopub.status.idle": "2023-04-28T08:30:32.028493Z", "shell.execute_reply": "2023-04-28T08:30:32.027280Z" }, "papermill": { "duration": 1.011315, "end_time": "2023-04-28T08:30:32.032033", "exception": false, "start_time": "2023-04-28T08:30:31.020718", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_squared_error" ] }, { "cell_type": "code", "execution_count": 5, "id": "55df5fd1", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:32.040771Z", "iopub.status.busy": "2023-04-28T08:30:32.039991Z", "iopub.status.idle": "2023-04-28T08:30:32.061931Z", "shell.execute_reply": "2023-04-28T08:30:32.060806Z" }, "papermill": { "duration": 0.02902, "end_time": "2023-04-28T08:30:32.064590", "exception": false, "start_time": "2023-04-28T08:30:32.035570", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "X_train, X_val, y_train, y_val = train_test_split(train_df.drop(['price'],axis=1),train_df['price'],test_size=0.2)" ] }, { "cell_type": "code", "execution_count": 6, "id": "d1a2ab48", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:32.073089Z", "iopub.status.busy": "2023-04-28T08:30:32.072730Z", "iopub.status.idle": "2023-04-28T08:30:32.106618Z", "shell.execute_reply": "2023-04-28T08:30:32.105272Z" }, "papermill": { "duration": 0.042621, "end_time": "2023-04-28T08:30:32.110675", "exception": false, "start_time": "2023-04-28T08:30:32.068054", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "lr = LinearRegression()\n", "lr.fit(X_train,y_train)\n", "pred = lr.predict(X_val)" ] }, { "cell_type": "code", "execution_count": 7, "id": "3ec68f8e", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:32.124964Z", "iopub.status.busy": "2023-04-28T08:30:32.123651Z", "iopub.status.idle": "2023-04-28T08:30:32.138248Z", "shell.execute_reply": "2023-04-28T08:30:32.136947Z" }, "papermill": { "duration": 0.025891, "end_time": "2023-04-28T08:30:32.142024", "exception": false, "start_time": "2023-04-28T08:30:32.116133", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "2038002.095680724" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sqrt(mean_squared_error(y_val, pred))" ] }, { "cell_type": "code", "execution_count": 8, "id": "1df19526", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:32.155470Z", "iopub.status.busy": "2023-04-28T08:30:32.154733Z", "iopub.status.idle": "2023-04-28T08:30:32.239765Z", "shell.execute_reply": "2023-04-28T08:30:32.238319Z" }, "papermill": { "duration": 0.09625, "end_time": "2023-04-28T08:30:32.243929", "exception": false, "start_time": "2023-04-28T08:30:32.147679", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "my_pred = lr.predict(test_df)\n", "df = pd.DataFrame({'id': test_df['id'], 'price':my_pred})\n", "df.to_csv('submission.csv',index= False)" ] }, { "cell_type": "code", "execution_count": null, "id": "58ec2322", "metadata": { "papermill": { "duration": 0.005727, "end_time": "2023-04-28T08:30:32.255407", "exception": false, "start_time": "2023-04-28T08:30:32.249680", "status": "completed" }, "tags": [] }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 11.548509, "end_time": "2023-04-28T08:30:32.989622", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T08:30:21.441113", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/545/127545526.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "86c1d871", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:42.180632Z", "iopub.status.busy": "2023-04-28T08:30:42.180044Z", "iopub.status.idle": "2023-04-28T08:30:45.487618Z", "shell.execute_reply": "2023-04-28T08:30:45.486481Z" }, "papermill": { "duration": 3.320679, "end_time": "2023-04-28T08:30:45.490591", "exception": false, "start_time": "2023-04-28T08:30:42.169912", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "#Libraries used \n", "import numpy as np\n", "import pandas as pd\n", "import statsmodels.api as sm\n", "import matplotlib.pyplot as plt\n", "from sklearn.linear_model import LinearRegression\n", "import seaborn as sns\n", "sns.set()\n", "\n", "from sklearn.preprocessing import StandardScaler \n", "from sklearn.preprocessing import LabelEncoder\n", "from sklearn.model_selection import train_test_split \n", "from sklearn.metrics import r2_score, mean_squared_error, mean_absolute_error\n", "from sklearn.linear_model import LinearRegression \n", "from sklearn.tree import DecisionTreeRegressor\n", "from sklearn.ensemble import RandomForestRegressor\n", "import xgboost as xgb\n", "from sklearn.neighbors import KNeighborsRegressor\n", "from sklearn.ensemble import ExtraTreesRegressor\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 2, "id": "402b7314", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:45.506030Z", "iopub.status.busy": "2023-04-28T08:30:45.505656Z", "iopub.status.idle": "2023-04-28T08:30:45.613467Z", "shell.execute_reply": "2023-04-28T08:30:45.612428Z" }, "papermill": { "duration": 0.118428, "end_time": "2023-04-28T08:30:45.615992", "exception": false, "start_time": "2023-04-28T08:30:45.497564", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>PRT_ID</th>\n", " <th>AREA</th>\n", " <th>INT_SQFT</th>\n", " <th>DATE_SALE</th>\n", " <th>DIST_MAINROAD</th>\n", " <th>N_BEDROOM</th>\n", " <th>N_BATHROOM</th>\n", " <th>N_ROOM</th>\n", " <th>SALE_COND</th>\n", " <th>PARK_FACIL</th>\n", " <th>...</th>\n", " <th>UTILITY_AVAIL</th>\n", " <th>STREET</th>\n", " <th>MZZONE</th>\n", " <th>QS_ROOMS</th>\n", " <th>QS_BATHROOM</th>\n", " <th>QS_BEDROOM</th>\n", " <th>QS_OVERALL</th>\n", " <th>REG_FEE</th>\n", " <th>COMMIS</th>\n", " <th>SALES_PRICE</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>P03210</td>\n", " <td>Karapakkam</td>\n", " <td>1004</td>\n", " <td>04-05-2011</td>\n", " <td>131</td>\n", " <td>1.0</td>\n", " <td>1.0</td>\n", " <td>3</td>\n", " <td>AbNormal</td>\n", " <td>Yes</td>\n", " <td>...</td>\n", " <td>AllPub</td>\n", " <td>Paved</td>\n", " <td>A</td>\n", " <td>4.0</td>\n", " <td>3.9</td>\n", " <td>4.9</td>\n", " <td>4.330</td>\n", " <td>380000</td>\n", " <td>144400</td>\n", " <td>7600000</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>P09411</td>\n", " <td>Anna Nagar</td>\n", " <td>1986</td>\n", " <td>19-12-2006</td>\n", " <td>26</td>\n", " <td>2.0</td>\n", " <td>1.0</td>\n", " <td>5</td>\n", " <td>AbNormal</td>\n", " <td>No</td>\n", " <td>...</td>\n", " <td>AllPub</td>\n", " <td>Gravel</td>\n", " <td>RH</td>\n", " <td>4.9</td>\n", " <td>4.2</td>\n", " <td>2.5</td>\n", " <td>3.765</td>\n", " <td>760122</td>\n", " <td>304049</td>\n", " <td>21717770</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>P01812</td>\n", " <td>Adyar</td>\n", " <td>909</td>\n", " <td>04-02-2012</td>\n", " <td>70</td>\n", " <td>1.0</td>\n", " <td>1.0</td>\n", " <td>3</td>\n", " <td>AbNormal</td>\n", " <td>Yes</td>\n", " <td>...</td>\n", " <td>ELO</td>\n", " <td>Gravel</td>\n", " <td>RL</td>\n", " <td>4.1</td>\n", " <td>3.8</td>\n", " <td>2.2</td>\n", " <td>3.090</td>\n", " <td>421094</td>\n", " <td>92114</td>\n", " <td>13159200</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>P05346</td>\n", " <td>Velachery</td>\n", " <td>1855</td>\n", " <td>13-03-2010</td>\n", " <td>14</td>\n", " <td>3.0</td>\n", " <td>2.0</td>\n", " <td>5</td>\n", " <td>Family</td>\n", " <td>No</td>\n", " <td>...</td>\n", " <td>NoSewr</td>\n", " <td>Paved</td>\n", " <td>I</td>\n", " <td>4.7</td>\n", " <td>3.9</td>\n", " <td>3.6</td>\n", " <td>4.010</td>\n", " <td>356321</td>\n", " <td>77042</td>\n", " <td>9630290</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>P06210</td>\n", " <td>Karapakkam</td>\n", " <td>1226</td>\n", " <td>05-10-2009</td>\n", " <td>84</td>\n", " <td>1.0</td>\n", " <td>1.0</td>\n", " <td>3</td>\n", " <td>AbNormal</td>\n", " <td>Yes</td>\n", " <td>...</td>\n", " <td>AllPub</td>\n", " <td>Gravel</td>\n", " <td>C</td>\n", " <td>3.0</td>\n", " <td>2.5</td>\n", " <td>4.1</td>\n", " <td>3.290</td>\n", " <td>237000</td>\n", " <td>74063</td>\n", " <td>7406250</td>\n", " </tr>\n", " <tr>\n", " <th>...</th>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " </tr>\n", " <tr>\n", " <th>7104</th>\n", " <td>P03834</td>\n", " <td>Karapakkam</td>\n", " <td>598</td>\n", " <td>03-01-2011</td>\n", " <td>51</td>\n", " <td>1.0</td>\n", " <td>1.0</td>\n", " <td>2</td>\n", " <td>AdjLand</td>\n", " <td>No</td>\n", " <td>...</td>\n", " <td>ELO</td>\n", " <td>No Access</td>\n", " <td>RM</td>\n", " <td>3.0</td>\n", " <td>2.2</td>\n", " <td>2.4</td>\n", " <td>2.520</td>\n", " <td>208767</td>\n", " <td>107060</td>\n", " <td>5353000</td>\n", " </tr>\n", " <tr>\n", " <th>7105</th>\n", " <td>P10000</td>\n", " <td>Velachery</td>\n", " <td>1897</td>\n", " <td>08-04-2004</td>\n", " <td>52</td>\n", " <td>3.0</td>\n", " <td>2.0</td>\n", " <td>5</td>\n", " <td>Family</td>\n", " <td>Yes</td>\n", " <td>...</td>\n", " <td>NoSeWa</td>\n", " <td>No Access</td>\n", " <td>RH</td>\n", " <td>3.6</td>\n", " <td>4.5</td>\n", " <td>3.3</td>\n", " <td>3.920</td>\n", " <td>346191</td>\n", " <td>205551</td>\n", " <td>10818480</td>\n", " </tr>\n", " <tr>\n", " <th>7106</th>\n", " <td>P09594</td>\n", " <td>Velachery</td>\n", " <td>1614</td>\n", " <td>25-08-2006</td>\n", " <td>152</td>\n", " <td>2.0</td>\n", " <td>1.0</td>\n", " <td>4</td>\n", " <td>Normal Sale</td>\n", " <td>No</td>\n", " <td>...</td>\n", " <td>NoSeWa</td>\n", " <td>Gravel</td>\n", " <td>I</td>\n", " <td>4.3</td>\n", " <td>4.2</td>\n", " <td>2.9</td>\n", " <td>3.840</td>\n", " <td>317354</td>\n", " <td>167028</td>\n", " <td>8351410</td>\n", " </tr>\n", " <tr>\n", " <th>7107</th>\n", " <td>P06508</td>\n", " <td>Karapakkam</td>\n", " <td>787</td>\n", " <td>03-08-2009</td>\n", " <td>40</td>\n", " <td>1.0</td>\n", " <td>1.0</td>\n", " <td>2</td>\n", " <td>Partial</td>\n", " <td>Yes</td>\n", " <td>...</td>\n", " <td>ELO</td>\n", " <td>Paved</td>\n", " <td>RL</td>\n", " <td>4.6</td>\n", " <td>3.8</td>\n", " <td>4.1</td>\n", " <td>4.160</td>\n", " <td>425350</td>\n", " <td>119098</td>\n", " <td>8507000</td>\n", " </tr>\n", " <tr>\n", " <th>7108</th>\n", " <td>P09794</td>\n", " <td>Velachery</td>\n", " <td>1896</td>\n", " <td>13-07-2005</td>\n", " <td>156</td>\n", " <td>3.0</td>\n", " <td>2.0</td>\n", " <td>5</td>\n", " <td>Partial</td>\n", " <td>Yes</td>\n", " <td>...</td>\n", " <td>ELO</td>\n", " <td>Paved</td>\n", " <td>I</td>\n", " <td>3.1</td>\n", " <td>3.5</td>\n", " <td>4.3</td>\n", " <td>3.640</td>\n", " <td>349177</td>\n", " <td>79812</td>\n", " <td>9976480</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "<p>7109 rows × 22 columns</p>\n", "</div>" ], "text/plain": [ " PRT_ID AREA INT_SQFT DATE_SALE DIST_MAINROAD N_BEDROOM \\\n", "0 P03210 Karapakkam 1004 04-05-2011 131 1.0 \n", "1 P09411 Anna Nagar 1986 19-12-2006 26 2.0 \n", "2 P01812 Adyar 909 04-02-2012 70 1.0 \n", "3 P05346 Velachery 1855 13-03-2010 14 3.0 \n", "4 P06210 Karapakkam 1226 05-10-2009 84 1.0 \n", "... ... ... ... ... ... ... \n", "7104 P03834 Karapakkam 598 03-01-2011 51 1.0 \n", "7105 P10000 Velachery 1897 08-04-2004 52 3.0 \n", "7106 P09594 Velachery 1614 25-08-2006 152 2.0 \n", "7107 P06508 Karapakkam 787 03-08-2009 40 1.0 \n", "7108 P09794 Velachery 1896 13-07-2005 156 3.0 \n", "\n", " N_BATHROOM N_ROOM SALE_COND PARK_FACIL ... UTILITY_AVAIL \\\n", "0 1.0 3 AbNormal Yes ... AllPub \n", "1 1.0 5 AbNormal No ... AllPub \n", "2 1.0 3 AbNormal Yes ... ELO \n", "3 2.0 5 Family No ... NoSewr \n", "4 1.0 3 AbNormal Yes ... AllPub \n", "... ... ... ... ... ... ... \n", "7104 1.0 2 AdjLand No ... ELO \n", "7105 2.0 5 Family Yes ... NoSeWa \n", "7106 1.0 4 Normal Sale No ... NoSeWa \n", "7107 1.0 2 Partial Yes ... ELO \n", "7108 2.0 5 Partial Yes ... ELO \n", "\n", " STREET MZZONE QS_ROOMS QS_BATHROOM QS_BEDROOM QS_OVERALL REG_FEE \\\n", "0 Paved A 4.0 3.9 4.9 4.330 380000 \n", "1 Gravel RH 4.9 4.2 2.5 3.765 760122 \n", "2 Gravel RL 4.1 3.8 2.2 3.090 421094 \n", "3 Paved I 4.7 3.9 3.6 4.010 356321 \n", "4 Gravel C 3.0 2.5 4.1 3.290 237000 \n", "... ... ... ... ... ... ... ... \n", "7104 No Access RM 3.0 2.2 2.4 2.520 208767 \n", "7105 No Access RH 3.6 4.5 3.3 3.920 346191 \n", "7106 Gravel I 4.3 4.2 2.9 3.840 317354 \n", "7107 Paved RL 4.6 3.8 4.1 4.160 425350 \n", "7108 Paved I 3.1 3.5 4.3 3.640 349177 \n", "\n", " COMMIS SALES_PRICE \n", "0 144400 7600000 \n", "1 304049 21717770 \n", "2 92114 13159200 \n", "3 77042 9630290 \n", "4 74063 7406250 \n", "... ... ... \n", "7104 107060 5353000 \n", "7105 205551 10818480 \n", "7106 167028 8351410 \n", "7107 119098 8507000 \n", "7108 79812 9976480 \n", "\n", "[7109 rows x 22 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df=pd.read_csv(\"/kaggle/input/chennai-housing-sales-price/Chennai houseing sale.csv\")\n", "df" ] }, { "cell_type": "code", "execution_count": 3, "id": "9b63d126", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:45.632405Z", "iopub.status.busy": "2023-04-28T08:30:45.632010Z", "iopub.status.idle": "2023-04-28T08:30:45.663876Z", "shell.execute_reply": "2023-04-28T08:30:45.662636Z" }, "papermill": { "duration": 0.043179, "end_time": "2023-04-28T08:30:45.666631", "exception": false, "start_time": "2023-04-28T08:30:45.623452", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "PRT_ID 7109\n", "AREA 17\n", "INT_SQFT 1699\n", "DATE_SALE 2798\n", "DIST_MAINROAD 201\n", "N_BEDROOM 4\n", "N_BATHROOM 2\n", "N_ROOM 5\n", "SALE_COND 9\n", "PARK_FACIL 3\n", "DATE_BUILD 5808\n", "BUILDTYPE 5\n", "UTILITY_AVAIL 5\n", "STREET 5\n", "MZZONE 6\n", "QS_ROOMS 31\n", "QS_BATHROOM 31\n", "QS_BEDROOM 31\n", "QS_OVERALL 479\n", "REG_FEE 7038\n", "COMMIS 7011\n", "SALES_PRICE 7057\n", "dtype: int64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.nunique()" ] }, { "cell_type": "code", "execution_count": 4, "id": "34f2c676", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:45.684284Z", "iopub.status.busy": "2023-04-28T08:30:45.683822Z", "iopub.status.idle": "2023-04-28T08:30:45.717841Z", "shell.execute_reply": "2023-04-28T08:30:45.716182Z" }, "papermill": { "duration": 0.046252, "end_time": "2023-04-28T08:30:45.720492", "exception": false, "start_time": "2023-04-28T08:30:45.674240", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 7109 entries, 0 to 7108\n", "Data columns (total 22 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 PRT_ID 7109 non-null object \n", " 1 AREA 7109 non-null object \n", " 2 INT_SQFT 7109 non-null int64 \n", " 3 DATE_SALE 7109 non-null object \n", " 4 DIST_MAINROAD 7109 non-null int64 \n", " 5 N_BEDROOM 7108 non-null float64\n", " 6 N_BATHROOM 7104 non-null float64\n", " 7 N_ROOM 7109 non-null int64 \n", " 8 SALE_COND 7109 non-null object \n", " 9 PARK_FACIL 7109 non-null object \n", " 10 DATE_BUILD 7109 non-null object \n", " 11 BUILDTYPE 7109 non-null object \n", " 12 UTILITY_AVAIL 7109 non-null object \n", " 13 STREET 7109 non-null object \n", " 14 MZZONE 7109 non-null object \n", " 15 QS_ROOMS 7109 non-null float64\n", " 16 QS_BATHROOM 7109 non-null float64\n", " 17 QS_BEDROOM 7109 non-null float64\n", " 18 QS_OVERALL 7061 non-null float64\n", " 19 REG_FEE 7109 non-null int64 \n", " 20 COMMIS 7109 non-null int64 \n", " 21 SALES_PRICE 7109 non-null int64 \n", "dtypes: float64(6), int64(6), object(10)\n", "memory usage: 1.2+ MB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 5, "id": "121b4768", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:45.738110Z", "iopub.status.busy": "2023-04-28T08:30:45.737712Z", "iopub.status.idle": "2023-04-28T08:30:45.754315Z", "shell.execute_reply": "2023-04-28T08:30:45.752869Z" }, "papermill": { "duration": 0.028682, "end_time": "2023-04-28T08:30:45.757143", "exception": false, "start_time": "2023-04-28T08:30:45.728461", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "PRT_ID 0\n", "AREA 0\n", "INT_SQFT 0\n", "DATE_SALE 0\n", "DIST_MAINROAD 0\n", "N_BEDROOM 1\n", "N_BATHROOM 5\n", "N_ROOM 0\n", "SALE_COND 0\n", "PARK_FACIL 0\n", "DATE_BUILD 0\n", "BUILDTYPE 0\n", "UTILITY_AVAIL 0\n", "STREET 0\n", "MZZONE 0\n", "QS_ROOMS 0\n", "QS_BATHROOM 0\n", "QS_BEDROOM 0\n", "QS_OVERALL 48\n", "REG_FEE 0\n", "COMMIS 0\n", "SALES_PRICE 0\n", "dtype: int64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isna().sum()" ] }, { "cell_type": "code", "execution_count": 6, "id": "725b8256", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:45.775569Z", "iopub.status.busy": "2023-04-28T08:30:45.774769Z", "iopub.status.idle": "2023-04-28T08:30:45.795318Z", "shell.execute_reply": "2023-04-28T08:30:45.794138Z" }, "papermill": { "duration": 0.032488, "end_time": "2023-04-28T08:30:45.797850", "exception": false, "start_time": "2023-04-28T08:30:45.765362", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "PRT_ID 0\n", "AREA 0\n", "INT_SQFT 0\n", "DATE_SALE 0\n", "DIST_MAINROAD 0\n", "N_BEDROOM 0\n", "N_BATHROOM 0\n", "N_ROOM 0\n", "SALE_COND 0\n", "PARK_FACIL 0\n", "DATE_BUILD 0\n", "BUILDTYPE 0\n", "UTILITY_AVAIL 0\n", "STREET 0\n", "MZZONE 0\n", "QS_ROOMS 0\n", "QS_BATHROOM 0\n", "QS_BEDROOM 0\n", "QS_OVERALL 0\n", "REG_FEE 0\n", "COMMIS 0\n", "SALES_PRICE 0\n", "dtype: int64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Drop the null valus since its a very small number of the total data\n", "\n", "df= df.dropna()\n", "df.isnull().sum()" ] }, { "cell_type": "code", "execution_count": 7, "id": "b1dc6437", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:45.815748Z", "iopub.status.busy": "2023-04-28T08:30:45.815381Z", "iopub.status.idle": "2023-04-28T08:30:45.832175Z", "shell.execute_reply": "2023-04-28T08:30:45.830554Z" }, "papermill": { "duration": 0.028853, "end_time": "2023-04-28T08:30:45.834842", "exception": false, "start_time": "2023-04-28T08:30:45.805989", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "PRT_ID\n", "['P03210' 'P09411' 'P01812' ... 'P09594' 'P06508' 'P09794']\n", "\n", "AREA\n", "['Karapakkam' 'Anna Nagar' 'Adyar' 'Velachery' 'Chrompet' 'KK Nagar'\n", " 'TNagar' 'T Nagar' 'Chrompt' 'Chrmpet' 'Karapakam' 'Ana Nagar' 'Chormpet'\n", " 'Adyr' 'Velchery' 'Ann Nagar' 'KKNagar']\n", "\n", "DATE_SALE\n", "['04-05-2011' '19-12-2006' '04-02-2012' ... '28-03-2014' '25-08-2006'\n", " '13-07-2005']\n", "\n", "SALE_COND\n", "['AbNormal' 'Family' 'Partial' 'AdjLand' 'Normal Sale' 'Ab Normal'\n", " 'Partiall' 'Adj Land' 'PartiaLl']\n", "\n", "PARK_FACIL\n", "['Yes' 'No' 'Noo']\n", "\n", "DATE_BUILD\n", "['15-05-1967' '22-12-1995' '09-02-1992' ... '01-09-1978' '11-08-1977'\n", " '24-07-1961']\n", "\n", "BUILDTYPE\n", "['Commercial' 'Others' 'Other' 'House' 'Comercial']\n", "\n", "UTILITY_AVAIL\n", "['AllPub' 'ELO' 'NoSewr ' 'NoSeWa' 'All Pub']\n", "\n", "STREET\n", "['Paved' 'Gravel' 'No Access' 'Pavd' 'NoAccess']\n", "\n", "MZZONE\n", "['A' 'RH' 'RL' 'I' 'C' 'RM']\n" ] } ], "source": [ "## Checking the labels in categorical features\n", "for col in df.columns:\n", " if df[col].dtype=='object':\n", " print()\n", " print(col)\n", " print(df[col].unique())" ] }, { "cell_type": "code", "execution_count": 8, "id": "f9a7c800", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:45.854483Z", "iopub.status.busy": "2023-04-28T08:30:45.854088Z", "iopub.status.idle": "2023-04-28T08:30:45.864800Z", "shell.execute_reply": "2023-04-28T08:30:45.863590Z" }, "papermill": { "duration": 0.024418, "end_time": "2023-04-28T08:30:45.867308", "exception": false, "start_time": "2023-04-28T08:30:45.842890", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "## Converting the datatype of Features from float to integer\n", "df[\"N_BATHROOM\"]=df[\"N_BATHROOM\"].astype(int)\n", "df[\"N_BATHROOM\"]=df[\"N_BATHROOM\"].astype(int)\n", "df[\"N_BEDROOM\"]=df[\"N_BEDROOM\"].astype(int)\n", "df[\"QS_BATHROOM\"]=df[\"QS_BATHROOM\"].astype(int)\n", "df[\"QS_BEDROOM\"]=df[\"QS_BEDROOM\"].astype(int)\n", "df[\"QS_OVERALL\"]=df[\"QS_OVERALL\"].astype(int)\n", "df[\"QS_ROOMS\"]=df[\"QS_ROOMS\"].astype(int)" ] }, { "cell_type": "code", "execution_count": 9, "id": "2d1fefa6", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:45.884871Z", "iopub.status.busy": "2023-04-28T08:30:45.884483Z", "iopub.status.idle": "2023-04-28T08:30:48.018336Z", "shell.execute_reply": "2023-04-28T08:30:48.017147Z" }, "papermill": { "duration": 2.145951, "end_time": "2023-04-28T08:30:48.021146", "exception": false, "start_time": "2023-04-28T08:30:45.875195", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "## Renaming the inappropriately given names\n", "## We use .replace() with .apply() to refine the names\n", "df = df.apply(lambda x: x.replace({'Adyr':'Adyar', 'TNagar': 'T Nagar', 'Chrompt': 'Chrompet', 'Chrmpet':'Chrompet', 'Chormpet': 'Chrompet', 'Ann Nagar': 'Anna Nagar', 'Ana Nagar': 'Anna Nagar', 'Velchery': 'Velachery', 'KKNagar': 'KK Nagar', 'Karapakam':'Karapakkam', 'Ab Normal': 'AbNormal', 'Partiall':'Partial', 'PartiaLl': 'Partial', 'AdjLand': 'Adj Land', 'Noo': 'No', 'Comercial':'Commercial', 'Others': 'Other', 'AllPub': 'All Pub', 'NoSewr ':'NoSeWa', 'NoAccess': 'No Access', 'Pavd':'Paved'}, regex=True))" ] }, { "cell_type": "code", "execution_count": 10, "id": "e3bbdb31", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:48.039407Z", "iopub.status.busy": "2023-04-28T08:30:48.038643Z", "iopub.status.idle": "2023-04-28T08:30:48.097526Z", "shell.execute_reply": "2023-04-28T08:30:48.096312Z" }, "papermill": { "duration": 0.070751, "end_time": "2023-04-28T08:30:48.100427", "exception": false, "start_time": "2023-04-28T08:30:48.029676", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>count</th>\n", " <th>mean</th>\n", " <th>std</th>\n", " <th>min</th>\n", " <th>25%</th>\n", " <th>50%</th>\n", " <th>75%</th>\n", " <th>max</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>INT_SQFT</th>\n", " <td>7056.0</td>\n", " <td>1381.0</td>\n", " <td>458.0</td>\n", " <td>500.0</td>\n", " <td>991.0</td>\n", " <td>1370.0</td>\n", " <td>1744.0</td>\n", " <td>2500.0</td>\n", " </tr>\n", " <tr>\n", " <th>DIST_MAINROAD</th>\n", " <td>7056.0</td>\n", " <td>100.0</td>\n", " <td>57.0</td>\n", " <td>0.0</td>\n", " <td>50.0</td>\n", " <td>99.0</td>\n", " <td>148.0</td>\n", " <td>200.0</td>\n", " </tr>\n", " <tr>\n", " <th>N_BEDROOM</th>\n", " <td>7056.0</td>\n", " <td>2.0</td>\n", " <td>1.0</td>\n", " <td>1.0</td>\n", " <td>1.0</td>\n", " <td>1.0</td>\n", " <td>2.0</td>\n", " <td>4.0</td>\n", " </tr>\n", " <tr>\n", " <th>N_BATHROOM</th>\n", " <td>7056.0</td>\n", " <td>1.0</td>\n", " <td>0.0</td>\n", " <td>1.0</td>\n", " <td>1.0</td>\n", " <td>1.0</td>\n", " <td>1.0</td>\n", " <td>2.0</td>\n", " </tr>\n", " <tr>\n", " <th>N_ROOM</th>\n", " <td>7056.0</td>\n", " <td>4.0</td>\n", " <td>1.0</td>\n", " <td>2.0</td>\n", " <td>3.0</td>\n", " <td>4.0</td>\n", " <td>4.0</td>\n", " <td>6.0</td>\n", " </tr>\n", " <tr>\n", " <th>QS_ROOMS</th>\n", " <td>7056.0</td>\n", " <td>3.0</td>\n", " <td>1.0</td>\n", " <td>2.0</td>\n", " <td>2.0</td>\n", " <td>3.0</td>\n", " <td>4.0</td>\n", " <td>5.0</td>\n", " </tr>\n", " <tr>\n", " <th>QS_BATHROOM</th>\n", " <td>7056.0</td>\n", " <td>3.0</td>\n", " <td>1.0</td>\n", " <td>2.0</td>\n", " <td>2.0</td>\n", " <td>3.0</td>\n", " <td>4.0</td>\n", " <td>5.0</td>\n", " </tr>\n", " <tr>\n", " <th>QS_BEDROOM</th>\n", " <td>7056.0</td>\n", " <td>3.0</td>\n", " <td>1.0</td>\n", " <td>2.0</td>\n", " <td>2.0</td>\n", " <td>3.0</td>\n", " <td>4.0</td>\n", " <td>5.0</td>\n", " </tr>\n", " <tr>\n", " <th>QS_OVERALL</th>\n", " <td>7056.0</td>\n", " <td>3.0</td>\n", " <td>1.0</td>\n", " <td>2.0</td>\n", " <td>3.0</td>\n", " <td>3.0</td>\n", " <td>3.0</td>\n", " <td>4.0</td>\n", " </tr>\n", " <tr>\n", " <th>REG_FEE</th>\n", " <td>7056.0</td>\n", " <td>376792.0</td>\n", " <td>143110.0</td>\n", " <td>71177.0</td>\n", " <td>272118.0</td>\n", " <td>349444.0</td>\n", " <td>451030.0</td>\n", " <td>983922.0</td>\n", " </tr>\n", " <tr>\n", " <th>COMMIS</th>\n", " <td>7056.0</td>\n", " <td>140994.0</td>\n", " <td>78774.0</td>\n", " <td>5055.0</td>\n", " <td>84213.0</td>\n", " <td>127640.0</td>\n", " <td>184449.0</td>\n", " <td>495405.0</td>\n", " </tr>\n", " <tr>\n", " <th>SALES_PRICE</th>\n", " <td>7056.0</td>\n", " <td>10888008.0</td>\n", " <td>3769081.0</td>\n", " <td>2156875.0</td>\n", " <td>8266790.0</td>\n", " <td>10319225.0</td>\n", " <td>12981478.0</td>\n", " <td>23667340.0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " count mean std min 25% \\\n", "INT_SQFT 7056.0 1381.0 458.0 500.0 991.0 \n", "DIST_MAINROAD 7056.0 100.0 57.0 0.0 50.0 \n", "N_BEDROOM 7056.0 2.0 1.0 1.0 1.0 \n", "N_BATHROOM 7056.0 1.0 0.0 1.0 1.0 \n", "N_ROOM 7056.0 4.0 1.0 2.0 3.0 \n", "QS_ROOMS 7056.0 3.0 1.0 2.0 2.0 \n", "QS_BATHROOM 7056.0 3.0 1.0 2.0 2.0 \n", "QS_BEDROOM 7056.0 3.0 1.0 2.0 2.0 \n", "QS_OVERALL 7056.0 3.0 1.0 2.0 3.0 \n", "REG_FEE 7056.0 376792.0 143110.0 71177.0 272118.0 \n", "COMMIS 7056.0 140994.0 78774.0 5055.0 84213.0 \n", "SALES_PRICE 7056.0 10888008.0 3769081.0 2156875.0 8266790.0 \n", "\n", " 50% 75% max \n", "INT_SQFT 1370.0 1744.0 2500.0 \n", "DIST_MAINROAD 99.0 148.0 200.0 \n", "N_BEDROOM 1.0 2.0 4.0 \n", "N_BATHROOM 1.0 1.0 2.0 \n", "N_ROOM 4.0 4.0 6.0 \n", "QS_ROOMS 3.0 4.0 5.0 \n", "QS_BATHROOM 3.0 4.0 5.0 \n", "QS_BEDROOM 3.0 4.0 5.0 \n", "QS_OVERALL 3.0 3.0 4.0 \n", "REG_FEE 349444.0 451030.0 983922.0 \n", "COMMIS 127640.0 184449.0 495405.0 \n", "SALES_PRICE 10319225.0 12981478.0 23667340.0 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Before proceeding to EDA, we check the Stastical Description of th DataFrame one more time\n", "df.describe().round(0).T" ] }, { "cell_type": "code", "execution_count": 11, "id": "827468f3", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:48.118604Z", "iopub.status.busy": "2023-04-28T08:30:48.117866Z", "iopub.status.idle": "2023-04-28T08:30:48.169756Z", "shell.execute_reply": "2023-04-28T08:30:48.168608Z" }, "papermill": { "duration": 0.063566, "end_time": "2023-04-28T08:30:48.172292", "exception": false, "start_time": "2023-04-28T08:30:48.108726", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>DATE_SALE</th>\n", " <th>DATE_BUILD</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>2011-05-04</td>\n", " <td>1967-05-15</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2006-12-19</td>\n", " <td>1995-12-22</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>2012-02-04</td>\n", " <td>1992-02-09</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>2010-03-13</td>\n", " <td>1988-03-18</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>2009-10-05</td>\n", " <td>1979-10-13</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " DATE_SALE DATE_BUILD\n", "0 2011-05-04 1967-05-15\n", "1 2006-12-19 1995-12-22\n", "2 2012-02-04 1992-02-09\n", "3 2010-03-13 1988-03-18\n", "4 2009-10-05 1979-10-13" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## As per the above .info() function output, the two date columns - DATE_SALE & DATE_BUILD are in object format\n", "## We convert them into DateTime dtype\n", "df['DATE_SALE'] = pd.to_datetime(df['DATE_SALE'], format='%d-%m-%Y')\n", "df['DATE_BUILD'] = pd.to_datetime(df['DATE_BUILD'], format='%d-%m-%Y')\n", "df[['DATE_SALE', 'DATE_BUILD']].head(5)" ] }, { "cell_type": "code", "execution_count": 12, "id": "2e2687ef", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:48.190798Z", "iopub.status.busy": "2023-04-28T08:30:48.190436Z", "iopub.status.idle": "2023-04-28T08:30:48.200804Z", "shell.execute_reply": "2023-04-28T08:30:48.199917Z" }, "papermill": { "duration": 0.022451, "end_time": "2023-04-28T08:30:48.203237", "exception": false, "start_time": "2023-04-28T08:30:48.180786", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "0 44\n", "1 11\n", "2 20\n", "3 22\n", "4 30\n", "Name: PROP_AGE, dtype: int64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## We create a new column to determine the age of property\n", "df['PROP_AGE'] = pd.DatetimeIndex(df['DATE_SALE'] ).year - pd.DatetimeIndex(df['DATE_BUILD']).year\n", "df['PROP_AGE'].head(5)" ] }, { "cell_type": "code", "execution_count": 13, "id": "1c0711b4", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:48.222597Z", "iopub.status.busy": "2023-04-28T08:30:48.222233Z", "iopub.status.idle": "2023-04-28T08:30:48.974192Z", "shell.execute_reply": "2023-04-28T08:30:48.972963Z" }, "papermill": { "duration": 0.766337, "end_time": "2023-04-28T08:30:48.978176", "exception": false, "start_time": "2023-04-28T08:30:48.211839", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1200x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Sale Price by Property Age (we put Area as hue)\n", "sns.set(rc={'axes.facecolor':'none','axes.grid':False,'xtick.labelsize':12,'ytick.labelsize':12, 'figure.autolayout':True})\n", "plt.figure(figsize=(12,5))\n", "my_col = ('#c7e9b4', '#40E0D0', '#D2B48C', '#EEE8AA','#FAFAD2','#FAEBD7', '#D8BFD8','#F4A460','#F08080')\n", "\n", "sns.lineplot(data=df, x = \"PROP_AGE\", y = \"SALES_PRICE\", hue=\"AREA\", style=\"AREA\", palette= my_col, ci=None, linewidth=3, dashes=False).set(title='Property Sale Price Trend by Property Age & Area')\n", "plt.legend(bbox_to_anchor=(1.02, 1), loc='best', borderaxespad=0)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "id": "9450c5ed", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:49.001788Z", "iopub.status.busy": "2023-04-28T08:30:49.000687Z", "iopub.status.idle": "2023-04-28T08:30:50.188410Z", "shell.execute_reply": "2023-04-28T08:30:50.187270Z" }, "papermill": { "duration": 1.202748, "end_time": "2023-04-28T08:30:50.191590", "exception": false, "start_time": "2023-04-28T08:30:48.988842", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 1600x400 with 5 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## We create histograms for key numerical features - PROP_AGE, SALES_PRICE, REG_FEE, COMMIS, COMMIS, INT_SQFT\n", "fig, axes = plt.subplots(1, 5, figsize=(16,4))\n", "PROP_AGE = df.PROP_AGE.hist(ax=axes[0], color=\"#40E0D0\", grid=False).set_title('Age of Property')\n", "SALES_PRICE = df.SALES_PRICE.hist(ax=axes[1], color=\"#40E0D0\", grid=False).set_title('Sale Price')\n", "REG_FEE = df.REG_FEE.hist(ax=axes[2], color=\"#40E0D0\", grid=False).set_title('Registration Fee')\n", "COMMIS = df.COMMIS.hist(ax=axes[3], color=\"#40E0D0\", grid=False).set_title('Commission')\n", "INT_SQFT = df.INT_SQFT.hist(ax=axes[4], color=\"#40E0D0\", grid=False).set_title('Interior Sqft')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "id": "c71552ce", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:50.217459Z", "iopub.status.busy": "2023-04-28T08:30:50.216333Z", "iopub.status.idle": "2023-04-28T08:30:51.140910Z", "shell.execute_reply": "2023-04-28T08:30:51.139641Z" }, "papermill": { "duration": 0.941276, "end_time": "2023-04-28T08:30:51.144733", "exception": false, "start_time": "2023-04-28T08:30:50.203457", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1200x500 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#### Let's see the Correlation patterns with heatmap \n", "plt.figure(figsize=(12,5))\n", "corr = df.corr(method='pearson').round(3)\n", "my_m=np.triu(corr)\n", "sns.heatmap(corr, mask=my_m, annot=True, cmap=\"YlGnBu\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "id": "dd6d5b51", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:51.173167Z", "iopub.status.busy": "2023-04-28T08:30:51.172799Z", "iopub.status.idle": "2023-04-28T08:30:51.181884Z", "shell.execute_reply": "2023-04-28T08:30:51.180734Z" }, "papermill": { "duration": 0.026305, "end_time": "2023-04-28T08:30:51.184460", "exception": false, "start_time": "2023-04-28T08:30:51.158155", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "## For preparing the data for modeling, we have to encode the categorical features into numeric\n", "## For that first we split the Categorical and Numerical data\n", "cat_df = df[['AREA', 'SALE_COND', 'PARK_FACIL', 'BUILDTYPE', 'UTILITY_AVAIL', 'STREET', 'MZZONE']]\n", "num_df = df[['INT_SQFT', 'DIST_MAINROAD', 'N_BEDROOM', 'N_BATHROOM', 'N_ROOM', 'QS_ROOMS','QS_BATHROOM','QS_BEDROOM','QS_OVERALL','REG_FEE','COMMIS','SALES_PRICE','SALES_PRICE', 'PROP_AGE']]" ] }, { "cell_type": "code", "execution_count": 17, "id": "9de70cc4", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:51.212511Z", "iopub.status.busy": "2023-04-28T08:30:51.212110Z", "iopub.status.idle": "2023-04-28T08:30:51.258148Z", "shell.execute_reply": "2023-04-28T08:30:51.256926Z" }, "papermill": { "duration": 0.063112, "end_time": "2023-04-28T08:30:51.261019", "exception": false, "start_time": "2023-04-28T08:30:51.197907", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "## After separating the Categorical and Numerical data, we encode appropriately with label encoder\n", "## After that we again join cat & num features into a consolidated new dataframe for designing & running our models\n", "\n", "#############################\n", "## label encoding \n", "#############################\n", "le = LabelEncoder ()\n", "\n", "#select ctegorical columns \n", "cat_df = df.select_dtypes(exclude=[\"int\", \"float\"])\n", "\n", "for i in cat_df:\n", " cat_df[i] = le.fit_transform(df[i])\n", "\n", "#joining the encoded data to the numeric data\n", "num_df = df.select_dtypes(include=['int', 'float'])\n", "main_df = pd.concat([num_df, cat_df], axis=1)" ] }, { "cell_type": "code", "execution_count": 18, "id": "e3cfd8b3", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:51.289570Z", "iopub.status.busy": "2023-04-28T08:30:51.288906Z", "iopub.status.idle": "2023-04-28T08:30:51.303632Z", "shell.execute_reply": "2023-04-28T08:30:51.302688Z" }, "papermill": { "duration": 0.031697, "end_time": "2023-04-28T08:30:51.306078", "exception": false, "start_time": "2023-04-28T08:30:51.274381", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "#############################\n", "## Fixing X & Y axis \n", "#############################\n", "X = main_df.drop(columns=[\"SALES_PRICE\"])\n", "y = main_df[\"SALES_PRICE\"]\n", "\n", "#######################################\n", "## Standardizing the price data values \n", "#######################################\n", "scaler = StandardScaler()\n", "x_scaled=scaler.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 19, "id": "77cfb69e", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:51.333655Z", "iopub.status.busy": "2023-04-28T08:30:51.333284Z", "iopub.status.idle": "2023-04-28T08:30:51.344897Z", "shell.execute_reply": "2023-04-28T08:30:51.344117Z" }, "papermill": { "duration": 0.027681, "end_time": "2023-04-28T08:30:51.346915", "exception": false, "start_time": "2023-04-28T08:30:51.319234", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "#############################\n", "## Splitting the Data \n", "#############################\n", "X_train, X_test, y_train, y_test = train_test_split(x_scaled, y, test_size=0.2, random_state=0)\n", "\n", "######################################\n", "## Creating the function to fit models \n", "######################################\n", "model_preds = []\n", "\n", "def fit_model(model, model_name):\n", " model.fit(X_train, y_train)\n", " y_pred = model.predict(X_test)\n", " r2 = round(r2_score(y_test, y_pred),4)\n", " mse = round(mean_squared_error(y_test, y_pred),4)\n", " mae = round(mean_absolute_error(y_test, y_pred),4)\n", " rmse = round(np.sqrt(mean_squared_error(y_test, y_pred)),4)\n", " model_preds.append([model_name, r2, mse, mae, rmse])\n", " print (\"The R-Squared Value is : \", r2)\n", " print(\"The Mean Squared error (MSE) is : \", mse)\n", " print(\"Root Mean Squared Error (RMSE) : \", rmse)\n", " print(\"Mean Absolute Error (MAE) is : \", mae)\n", "\n", "#########################################\n", "## Creating the model evaluation function \n", "######################################### \n", "def model_eval():\n", " preds = pd.DataFrame(model_preds)\n", " preds.columns = [\"Mod_Name\", \"R2 Value\", \"MSE\", \"RMSE\", \"MAE\"]\n", " return preds.sort_values(by=\"R2 Value\", ascending=False)" ] }, { "cell_type": "code", "execution_count": 20, "id": "fdb334dc", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:51.376344Z", "iopub.status.busy": "2023-04-28T08:30:51.375922Z", "iopub.status.idle": "2023-04-28T08:30:56.161842Z", "shell.execute_reply": "2023-04-28T08:30:56.160494Z" }, "papermill": { "duration": 4.803518, "end_time": "2023-04-28T08:30:56.164475", "exception": false, "start_time": "2023-04-28T08:30:51.360957", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[94mLinear Regression\n", "The R-Squared Value is : 0.874\n", "The Mean Squared error (MSE) is : 1726011202197.9216\n", "Root Mean Squared Error (RMSE) : 1313777.4554\n", "Mean Absolute Error (MAE) is : 1054884.3603\n", "--------------------------------------------------\n", "\u001b[94mDecision Trees\n", "The R-Squared Value is : 0.9301\n", "The Mean Squared error (MSE) is : 958100773041.0767\n", "Root Mean Squared Error (RMSE) : 978826.2221\n", "Mean Absolute Error (MAE) is : 743540.3824\n", "--------------------------------------------------\n", "\u001b[94mRandom Forest\n", "The R-Squared Value is : 0.9675\n", "The Mean Squared error (MSE) is : 444821750963.7112\n", "Root Mean Squared Error (RMSE) : 666949.5865\n", "Mean Absolute Error (MAE) is : 512917.4859\n", "--------------------------------------------------\n" ] } ], "source": [ "#############################\n", "## Linear Regression\n", "#############################\n", "print(f'\\033[94mLinear Regression')\n", "lr_model = LinearRegression()\n", "lr_model.fit(X_train, y_train)\n", "fit_model(lr_model, \"Linear Regression\")\n", "print('-'* 50)\n", "#############################\n", "## Decision Trees\n", "#############################\n", "print(f'\\033[94mDecision Trees')\n", "dectree_model = DecisionTreeRegressor()\n", "fit_model(dectree_model, \"Decision Tree Regressor\")\n", "print('-'* 50)\n", "#############################\n", "## Random Forest\n", "#############################\n", "print(f'\\033[94mRandom Forest')\n", "randfor_model = RandomForestRegressor()\n", "fit_model(randfor_model, \"Random Forest Regressor\")\n", "print('-'* 50)" ] }, { "cell_type": "code", "execution_count": 21, "id": "2e68880c", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:56.194216Z", "iopub.status.busy": "2023-04-28T08:30:56.192958Z", "iopub.status.idle": "2023-04-28T08:30:56.207951Z", "shell.execute_reply": "2023-04-28T08:30:56.206653Z" }, "papermill": { "duration": 0.032443, "end_time": "2023-04-28T08:30:56.210521", "exception": false, "start_time": "2023-04-28T08:30:56.178078", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>Mod_Name</th>\n", " <th>R2 Value</th>\n", " <th>MSE</th>\n", " <th>RMSE</th>\n", " <th>MAE</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>2</th>\n", " <td>Random Forest Regressor</td>\n", " <td>0.9675</td>\n", " <td>4.448218e+11</td>\n", " <td>5.129175e+05</td>\n", " <td>6.669496e+05</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>Decision Tree Regressor</td>\n", " <td>0.9301</td>\n", " <td>9.581008e+11</td>\n", " <td>7.435404e+05</td>\n", " <td>9.788262e+05</td>\n", " </tr>\n", " <tr>\n", " <th>0</th>\n", " <td>Linear Regression</td>\n", " <td>0.8740</td>\n", " <td>1.726011e+12</td>\n", " <td>1.054884e+06</td>\n", " <td>1.313777e+06</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Mod_Name R2 Value MSE RMSE MAE\n", "2 Random Forest Regressor 0.9675 4.448218e+11 5.129175e+05 6.669496e+05\n", "1 Decision Tree Regressor 0.9301 9.581008e+11 7.435404e+05 9.788262e+05\n", "0 Linear Regression 0.8740 1.726011e+12 1.054884e+06 1.313777e+06" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_eval()" ] }, { "cell_type": "code", "execution_count": 22, "id": "172325c7", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:56.239547Z", "iopub.status.busy": "2023-04-28T08:30:56.238570Z", "iopub.status.idle": "2023-04-28T08:30:56.294060Z", "shell.execute_reply": "2023-04-28T08:30:56.292746Z" }, "papermill": { "duration": 0.073199, "end_time": "2023-04-28T08:30:56.297122", "exception": false, "start_time": "2023-04-28T08:30:56.223923", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "## Predict the model with test data\n", "## We select random forest regressor, since it has better R2 value\n", "y_pred = randfor_model.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 23, "id": "7b8c8a99", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:56.326629Z", "iopub.status.busy": "2023-04-28T08:30:56.326199Z", "iopub.status.idle": "2023-04-28T08:30:56.338395Z", "shell.execute_reply": "2023-04-28T08:30:56.337565Z" }, "papermill": { "duration": 0.02984, "end_time": "2023-04-28T08:30:56.340735", "exception": false, "start_time": "2023-04-28T08:30:56.310895", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "## extracting the output\n", "out=pd.DataFrame({'Sale_Price_actual':y_test,'Sale_Price_pred':y_pred})\n", "result=df.merge(out,left_index=True,right_index=True)" ] }, { "cell_type": "code", "execution_count": 24, "id": "d486a39d", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:56.369905Z", "iopub.status.busy": "2023-04-28T08:30:56.369100Z", "iopub.status.idle": "2023-04-28T08:30:56.383391Z", "shell.execute_reply": "2023-04-28T08:30:56.382323Z" }, "papermill": { "duration": 0.031418, "end_time": "2023-04-28T08:30:56.385712", "exception": false, "start_time": "2023-04-28T08:30:56.354294", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>PRT_ID</th>\n", " <th>AREA</th>\n", " <th>Sale_Price_actual</th>\n", " <th>Sale_Price_pred</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>2048</th>\n", " <td>P07737</td>\n", " <td>KK Nagar</td>\n", " <td>17099760</td>\n", " <td>16964187.8</td>\n", " </tr>\n", " <tr>\n", " <th>6778</th>\n", " <td>P09275</td>\n", " <td>T Nagar</td>\n", " <td>14456880</td>\n", " <td>13615938.3</td>\n", " </tr>\n", " <tr>\n", " <th>4026</th>\n", " <td>P00570</td>\n", " <td>Chrompet</td>\n", " <td>10958500</td>\n", " <td>11701381.5</td>\n", " </tr>\n", " <tr>\n", " <th>2609</th>\n", " <td>P08859</td>\n", " <td>Chrompet</td>\n", " <td>8754280</td>\n", " <td>8058918.7</td>\n", " </tr>\n", " <tr>\n", " <th>308</th>\n", " <td>P06041</td>\n", " <td>Karapakkam</td>\n", " <td>7725875</td>\n", " <td>7347839.5</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " PRT_ID AREA Sale_Price_actual Sale_Price_pred\n", "2048 P07737 KK Nagar 17099760 16964187.8\n", "6778 P09275 T Nagar 14456880 13615938.3\n", "4026 P00570 Chrompet 10958500 11701381.5\n", "2609 P08859 Chrompet 8754280 8058918.7\n", "308 P06041 Karapakkam 7725875 7347839.5" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## comparing the predicted prices with actual prices, through a sample \n", "result[['PRT_ID','AREA','Sale_Price_actual','Sale_Price_pred']].sample(5)" ] }, { "cell_type": "code", "execution_count": 25, "id": "3c83dc6f", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:30:56.415325Z", "iopub.status.busy": "2023-04-28T08:30:56.414471Z", "iopub.status.idle": "2023-04-28T08:30:57.012024Z", "shell.execute_reply": "2023-04-28T08:30:57.010881Z" }, "papermill": { "duration": 0.615235, "end_time": "2023-04-28T08:30:57.014536", "exception": false, "start_time": "2023-04-28T08:30:56.399301", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1200x600 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Let's draw a scatter plot to visualize th predicted prices vs actual prices\n", "plt.figure(figsize=(12,6))\n", "sns.scatterplot(x='Sale_Price_actual', y='Sale_Price_pred', hue='AREA', palette=\"Set1\", data=result).set(title='Sales Price Actual Vs Predicted')\n", "plt.legend(bbox_to_anchor=(1.02, 1), loc='upper left', borderaxespad=0)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "81565b8c", "metadata": { "papermill": { "duration": 0.015817, "end_time": "2023-04-28T08:30:57.047404", "exception": false, "start_time": "2023-04-28T08:30:57.031587", "status": "completed" }, "tags": [] }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "6bd67a09", "metadata": { "papermill": { "duration": 0.015918, "end_time": "2023-04-28T08:30:57.079245", "exception": false, "start_time": "2023-04-28T08:30:57.063327", "status": "completed" }, "tags": [] }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "7ea751a2", "metadata": { "papermill": { "duration": 0.015653, "end_time": "2023-04-28T08:30:57.110800", "exception": false, "start_time": "2023-04-28T08:30:57.095147", "status": "completed" }, "tags": [] }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 26.112961, "end_time": "2023-04-28T08:30:57.950029", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T08:30:31.837068", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/545/127545528.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "8176b08f", "metadata": { "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", "execution": { "iopub.execute_input": "2023-04-28T08:38:37.762347Z", "iopub.status.busy": "2023-04-28T08:38:37.761933Z", "iopub.status.idle": "2023-04-28T08:38:37.771928Z", "shell.execute_reply": "2023-04-28T08:38:37.770992Z" }, "papermill": { "duration": 0.018171, "end_time": "2023-04-28T08:38:37.774184", "exception": false, "start_time": "2023-04-28T08:38:37.756013", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "id": "7e572b28", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:38:37.781870Z", "iopub.status.busy": "2023-04-28T08:38:37.781495Z", "iopub.status.idle": "2023-04-28T08:38:37.845943Z", "shell.execute_reply": "2023-04-28T08:38:37.844555Z" }, "papermill": { "duration": 0.071842, "end_time": "2023-04-28T08:38:37.849121", "exception": false, "start_time": "2023-04-28T08:38:37.777279", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>fixed acidity</th>\n", " <th>volatile acidity</th>\n", " <th>citric acid</th>\n", " <th>residual sugar</th>\n", " <th>chlorides</th>\n", " <th>free sulfur dioxide</th>\n", " <th>total sulfur dioxide</th>\n", " <th>density</th>\n", " <th>pH</th>\n", " <th>sulphates</th>\n", " <th>alcohol</th>\n", " <th>quality</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>0</td>\n", " <td>8.0</td>\n", " <td>0.50</td>\n", " <td>0.39</td>\n", " <td>2.2</td>\n", " <td>0.073</td>\n", " <td>30.0</td>\n", " <td>39.0</td>\n", " <td>0.99572</td>\n", " <td>3.33</td>\n", " <td>0.77</td>\n", " <td>12.1</td>\n", " <td>6</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>1</td>\n", " <td>9.3</td>\n", " <td>0.30</td>\n", " <td>0.73</td>\n", " <td>2.3</td>\n", " <td>0.092</td>\n", " <td>30.0</td>\n", " <td>67.0</td>\n", " <td>0.99854</td>\n", " <td>3.32</td>\n", " <td>0.67</td>\n", " <td>12.8</td>\n", " <td>6</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>2</td>\n", " <td>7.1</td>\n", " <td>0.51</td>\n", " <td>0.03</td>\n", " <td>2.1</td>\n", " <td>0.059</td>\n", " <td>3.0</td>\n", " <td>12.0</td>\n", " <td>0.99660</td>\n", " <td>3.52</td>\n", " <td>0.73</td>\n", " <td>11.3</td>\n", " <td>7</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>3</td>\n", " <td>8.1</td>\n", " <td>0.87</td>\n", " <td>0.22</td>\n", " <td>2.6</td>\n", " <td>0.084</td>\n", " <td>11.0</td>\n", " <td>65.0</td>\n", " <td>0.99730</td>\n", " <td>3.20</td>\n", " <td>0.53</td>\n", " <td>9.8</td>\n", " <td>5</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>4</td>\n", " <td>8.5</td>\n", " <td>0.36</td>\n", " <td>0.30</td>\n", " <td>2.3</td>\n", " <td>0.079</td>\n", " <td>10.0</td>\n", " <td>45.0</td>\n", " <td>0.99444</td>\n", " <td>3.20</td>\n", " <td>1.36</td>\n", " <td>9.5</td>\n", " <td>6</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Id fixed acidity volatile acidity citric acid residual sugar \\\n", "0 0 8.0 0.50 0.39 2.2 \n", "1 1 9.3 0.30 0.73 2.3 \n", "2 2 7.1 0.51 0.03 2.1 \n", "3 3 8.1 0.87 0.22 2.6 \n", "4 4 8.5 0.36 0.30 2.3 \n", "\n", " chlorides free sulfur dioxide total sulfur dioxide density pH \\\n", "0 0.073 30.0 39.0 0.99572 3.33 \n", "1 0.092 30.0 67.0 0.99854 3.32 \n", "2 0.059 3.0 12.0 0.99660 3.52 \n", "3 0.084 11.0 65.0 0.99730 3.20 \n", "4 0.079 10.0 45.0 0.99444 3.20 \n", "\n", " sulphates alcohol quality \n", "0 0.77 12.1 6 \n", "1 0.67 12.8 6 \n", "2 0.73 11.3 7 \n", "3 0.53 9.8 5 \n", "4 1.36 9.5 6 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df = pd.read_csv('/kaggle/input/playground-series-s3e5/train.csv')\n", "test_df = pd.read_csv('/kaggle/input/playground-series-s3e5/test.csv')\n", "train_df.head()" ] }, { "cell_type": "code", "execution_count": 3, "id": "4d99eca8", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:38:37.858448Z", "iopub.status.busy": "2023-04-28T08:38:37.857205Z", "iopub.status.idle": "2023-04-28T08:38:37.867420Z", "shell.execute_reply": "2023-04-28T08:38:37.866236Z" }, "papermill": { "duration": 0.01773, "end_time": "2023-04-28T08:38:37.870246", "exception": false, "start_time": "2023-04-28T08:38:37.852516", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Id 0\n", "fixed acidity 0\n", "volatile acidity 0\n", "citric acid 0\n", "residual sugar 0\n", "chlorides 0\n", "free sulfur dioxide 0\n", "total sulfur dioxide 0\n", "density 0\n", "pH 0\n", "sulphates 0\n", "alcohol 0\n", "quality 0\n", "dtype: int64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df.isna().sum()" ] }, { "cell_type": "code", "execution_count": 4, "id": "536b9b72", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:38:37.879111Z", "iopub.status.busy": "2023-04-28T08:38:37.878688Z", "iopub.status.idle": "2023-04-28T08:38:39.516574Z", "shell.execute_reply": "2023-04-28T08:38:39.515224Z" }, "papermill": { "duration": 1.646014, "end_time": "2023-04-28T08:38:39.519750", "exception": false, "start_time": "2023-04-28T08:38:37.873736", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.ensemble import RandomForestClassifier\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "9f3ad881", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:38:39.529684Z", "iopub.status.busy": "2023-04-28T08:38:39.528228Z", "iopub.status.idle": "2023-04-28T08:38:39.544903Z", "shell.execute_reply": "2023-04-28T08:38:39.543822Z" }, "papermill": { "duration": 0.02441, "end_time": "2023-04-28T08:38:39.547681", "exception": false, "start_time": "2023-04-28T08:38:39.523271", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "X_train, X_val, y_train, y_val = train_test_split(train_df.drop(['quality'],axis=1),train_df['quality'],test_size=0.2)" ] }, { "cell_type": "code", "execution_count": 6, "id": "b71f32bd", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:38:39.557272Z", "iopub.status.busy": "2023-04-28T08:38:39.555847Z", "iopub.status.idle": "2023-04-28T08:38:40.065557Z", "shell.execute_reply": "2023-04-28T08:38:40.064521Z" }, "papermill": { "duration": 0.517242, "end_time": "2023-04-28T08:38:40.068321", "exception": false, "start_time": "2023-04-28T08:38:39.551079", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "lr = RandomForestClassifier()\n", "lr.fit(X_train,y_train)\n", "pred = lr.predict(X_val)" ] }, { "cell_type": "code", "execution_count": 7, "id": "e154726f", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:38:40.076648Z", "iopub.status.busy": "2023-04-28T08:38:40.076235Z", "iopub.status.idle": "2023-04-28T08:38:40.133511Z", "shell.execute_reply": "2023-04-28T08:38:40.132237Z" }, "papermill": { "duration": 0.06514, "end_time": "2023-04-28T08:38:40.136791", "exception": false, "start_time": "2023-04-28T08:38:40.071651", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "my_pred = lr.predict(test_df)\n", "df = pd.DataFrame({'Id': test_df['Id'], 'quality':my_pred})\n", "df.to_csv('submission.csv',index= False)" ] }, { "cell_type": "code", "execution_count": null, "id": "51627502", "metadata": { "papermill": { "duration": 0.003025, "end_time": "2023-04-28T08:38:40.143638", "exception": false, "start_time": "2023-04-28T08:38:40.140613", "status": "completed" }, "tags": [] }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 13.977689, "end_time": "2023-04-28T08:38:40.971728", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T08:38:26.994039", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/546/127546424.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "markdown", "id": "3058db0f", "metadata": { "papermill": { "duration": 0.007338, "end_time": "2023-04-28T08:41:55.642733", "exception": false, "start_time": "2023-04-28T08:41:55.635395", "status": "completed" }, "tags": [] }, "source": [ "# Introduction\n", "A/B Testing main goal is to test the changes in a product or feature with the aim of understanding if the changes had an impact on user behavior pattern. The data is from an ecommerce that changed their webpage to improve the number of paying customers. They are conducting an A/B test to check the impact of the new page. There are two main groups namely Control and Experiment Groups. The experiment group is presented with the new page while the control group is presented with the old web page. Data was collected during the experiment to facilitate hypothesis testing to check if the difference is significant. " ] }, { "cell_type": "markdown", "id": "bc4279b1", "metadata": { "papermill": { "duration": 0.005311, "end_time": "2023-04-28T08:41:55.654089", "exception": false, "start_time": "2023-04-28T08:41:55.648778", "status": "completed" }, "tags": [] }, "source": [ "## Importing Libraries" ] }, { "cell_type": "code", "execution_count": 1, "id": "22d55283", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:41:55.668395Z", "iopub.status.busy": "2023-04-28T08:41:55.667672Z", "iopub.status.idle": "2023-04-28T08:41:57.173186Z", "shell.execute_reply": "2023-04-28T08:41:57.172182Z" }, "papermill": { "duration": 1.516437, "end_time": "2023-04-28T08:41:57.176236", "exception": false, "start_time": "2023-04-28T08:41:55.659799", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import scipy.stats as stats \n", "import statsmodels.stats.api as sms \n", "import matplotlib.pyplot as plt \n", "import seaborn as sns \n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "1048f554", "metadata": { "papermill": { "duration": 0.005509, "end_time": "2023-04-28T08:41:57.187600", "exception": false, "start_time": "2023-04-28T08:41:57.182091", "status": "completed" }, "tags": [] }, "source": [ "## Key Steps:\n", "* Establishing the baseline test parameters that might include baseline conversion rate, significance level and confidence level.\n", "* Hypothesis creation.\n", "* Assumption Check\n", "* Hypothesis Testing\n", "* Conclusion" ] }, { "cell_type": "markdown", "id": "7ff28524", "metadata": { "papermill": { "duration": 0.005251, "end_time": "2023-04-28T08:41:57.198453", "exception": false, "start_time": "2023-04-28T08:41:57.193202", "status": "completed" }, "tags": [] }, "source": [ "## Creating Hypothesis\n", "* **Null Hypothesis**: The conversion rate for the two pages is the same.\n", "* **Alternative Hypothesis**: The conversion rate for the two pages is not the same.\n", "\n", "* The confidence level will be 95% i.e. \n", " threshold = (1 - 0.95) = 0.05\n", "* The null hypothesis is rejected if the p-value is below the threshold and the new page design is accepted. " ] }, { "cell_type": "markdown", "id": "50a77fa2", "metadata": { "papermill": { "duration": 0.005239, "end_time": "2023-04-28T08:41:57.209303", "exception": false, "start_time": "2023-04-28T08:41:57.204064", "status": "completed" }, "tags": [] }, "source": [ "### Dataset\n", "* **User_id:** unique user number\n", "* **timestamp:** Time\n", "* **group:** Treatment and Control Group\n", "* **landing_page:** old page or new page\n", "* **converted:** sign up status after viewing the page" ] }, { "cell_type": "markdown", "id": "8a6e71f1", "metadata": { "papermill": { "duration": 0.005297, "end_time": "2023-04-28T08:41:57.220138", "exception": false, "start_time": "2023-04-28T08:41:57.214841", "status": "completed" }, "tags": [] }, "source": [ "### Setting Base Parameters\n", "* **Effect Size:** A measure used to evaluate the strength of a statisticcal claim. It is applied in the statistical hypothesis to determine the power of a statistical test. The standard deviation of the effect size shows the level of uncertainty in the measurement. It has a direct relationship with the difference that is noted between the control and experiment groups. \n", "* In this analysis, the effect size is set at 2.5% \n", "* The power of the test is typically set at 0.8.\n", "* The analysis will use a baseline conversion rate of 13% which makes the expected conversion to be 15.5% because of the effect size is 2.5%." ] }, { "cell_type": "markdown", "id": "fa642a44", "metadata": { "papermill": { "duration": 0.005196, "end_time": "2023-04-28T08:41:57.231074", "exception": false, "start_time": "2023-04-28T08:41:57.225878", "status": "completed" }, "tags": [] }, "source": [ "In the next section, the required sample size is calculated." ] }, { "cell_type": "code", "execution_count": 2, "id": "2ddb0138", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:41:57.244575Z", "iopub.status.busy": "2023-04-28T08:41:57.243949Z", "iopub.status.idle": "2023-04-28T08:41:57.262189Z", "shell.execute_reply": "2023-04-28T08:41:57.260865Z" }, "papermill": { "duration": 0.028272, "end_time": "2023-04-28T08:41:57.264837", "exception": false, "start_time": "2023-04-28T08:41:57.236565", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The minimum required sample size from each group: 3064 observations.\n" ] } ], "source": [ "def base_parameters(base_conversion, set_effect_size):\n", " # expected conversion rate\n", " conversion_rate = base_conversion + (set_effect_size/100)\n", " \n", " # Effect size determination\n", " effect_size = sms.proportion_effectsize(base_conversion, conversion_rate)\n", " \n", " # Required sample size\n", " sample_size = sms.NormalIndPower().solve_power(effect_size, alpha=0.05, power=0.8, ratio=1)\n", " \n", " sample_size = int(np.ceil(sample_size))\n", " print(f\"The minimum required sample size from each group: {sample_size} observations.\")\n", " \n", " return sample_size\n", "\n", "sample_size = base_parameters(0.13, 2.5)" ] }, { "cell_type": "markdown", "id": "6a821aaf", "metadata": { "papermill": { "duration": 0.005649, "end_time": "2023-04-28T08:41:57.276644", "exception": false, "start_time": "2023-04-28T08:41:57.270995", "status": "completed" }, "tags": [] }, "source": [ "* This means that we need at least 3,064 observations of each group are needed from the experiment to achieve the required minimum sample size. \n", "* The base parameter settings for the experiment imply that with the power of 0.8, if there is a difference between the conversion rates (2.5%) there is an 80% chance to detect it as statistically significant." ] }, { "cell_type": "markdown", "id": "37d23d17", "metadata": { "papermill": { "duration": 0.005408, "end_time": "2023-04-28T08:41:57.287936", "exception": false, "start_time": "2023-04-28T08:41:57.282528", "status": "completed" }, "tags": [] }, "source": [ "## A/B Analysis" ] }, { "cell_type": "code", "execution_count": 3, "id": "a3303687", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:41:57.303890Z", "iopub.status.busy": "2023-04-28T08:41:57.303106Z", "iopub.status.idle": "2023-04-28T08:41:57.813413Z", "shell.execute_reply": "2023-04-28T08:41:57.812350Z" }, "papermill": { "duration": 0.522071, "end_time": "2023-04-28T08:41:57.815854", "exception": false, "start_time": "2023-04-28T08:41:57.293783", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 294480 entries, 0 to 294479\n", "Data columns (total 5 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 user_id 294480 non-null int64 \n", " 1 timestamp 294480 non-null object\n", " 2 group 294480 non-null object\n", " 3 landing_page 294480 non-null object\n", " 4 converted 294480 non-null int64 \n", "dtypes: int64(2), object(3)\n", "memory usage: 11.2+ MB\n", "None\n" ] }, { "data": { "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>user_id</th>\n", " <th>timestamp</th>\n", " <th>group</th>\n", " <th>landing_page</th>\n", " <th>converted</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>851104</td>\n", " <td>11:48.6</td>\n", " <td>control</td>\n", " <td>old_page</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>804228</td>\n", " <td>01:45.2</td>\n", " <td>control</td>\n", " <td>old_page</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>661590</td>\n", " <td>55:06.2</td>\n", " <td>treatment</td>\n", " <td>new_page</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>853541</td>\n", " <td>28:03.1</td>\n", " <td>treatment</td>\n", " <td>new_page</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>864975</td>\n", " <td>52:26.2</td>\n", " <td>control</td>\n", " <td>old_page</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>5</th>\n", " <td>936923</td>\n", " <td>20:49.1</td>\n", " <td>control</td>\n", " <td>old_page</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>6</th>\n", " <td>679687</td>\n", " <td>26:46.9</td>\n", " <td>treatment</td>\n", " <td>new_page</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>7</th>\n", " <td>719014</td>\n", " <td>48:29.5</td>\n", " <td>control</td>\n", " <td>old_page</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>8</th>\n", " <td>817355</td>\n", " <td>58:09.0</td>\n", " <td>treatment</td>\n", " <td>new_page</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>9</th>\n", " <td>839785</td>\n", " <td>11:06.6</td>\n", " <td>treatment</td>\n", " <td>new_page</td>\n", " <td>1</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " user_id timestamp group landing_page converted\n", "0 851104 11:48.6 control old_page 0\n", "1 804228 01:45.2 control old_page 0\n", "2 661590 55:06.2 treatment new_page 0\n", "3 853541 28:03.1 treatment new_page 0\n", "4 864975 52:26.2 control old_page 1\n", "5 936923 20:49.1 control old_page 0\n", "6 679687 26:46.9 treatment new_page 1\n", "7 719014 48:29.5 control old_page 0\n", "8 817355 58:09.0 treatment new_page 1\n", "9 839785 11:06.6 treatment new_page 1" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "FILEPATH = '/kaggle/input/ecommerce-ab-testing-2022-dataset1/ecommerce_ab_testing_2022_dataset1/ab_data.csv'\n", "# function to read data and five data information\n", "def load_data(filepath):\n", " # read data into memory\n", " df = pd.read_csv(filepath)\n", " \n", " # print data info\n", " print(df.info())\n", " \n", " return df\n", "\n", "df = load_data(FILEPATH)\n", "df.head(10)" ] }, { "cell_type": "markdown", "id": "d6d3f41e", "metadata": { "papermill": { "duration": 0.005975, "end_time": "2023-04-28T08:41:57.828226", "exception": false, "start_time": "2023-04-28T08:41:57.822251", "status": "completed" }, "tags": [] }, "source": [ "Key Points:\n", "* Looking at the cross tabulated frequency of the control and experiment groups.\n", "* From the output, some users of the control group are incorrectly exposed to the new page and some users in the treatment group are incorrectly exposed to the old page. \n", "\n", "* The factor to consider is whether there are uses who have been counted twice during the experiment. " ] }, { "cell_type": "code", "execution_count": 4, "id": "25a088fd", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:41:57.842837Z", "iopub.status.busy": "2023-04-28T08:41:57.842343Z", "iopub.status.idle": "2023-04-28T08:41:57.980442Z", "shell.execute_reply": "2023-04-28T08:41:57.978851Z" }, "papermill": { "duration": 0.148766, "end_time": "2023-04-28T08:41:57.983342", "exception": false, "start_time": "2023-04-28T08:41:57.834576", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "landing_page new_page old_page\n", "group \n", "control 1928 145274\n", "treatment 145313 1965\n", "There are 3895 users that appear more than once in the dataset.\n" ] } ], "source": [ "# Checking if some users appear multiple times\n", "def check_data(df):\n", " print(pd.crosstab(df['group'], df['landing_page']))\n", " \n", " # check if some users appear multiple times\n", " user_sessions = df['user_id'].value_counts()\n", "\n", " multiple_times_user = user_sessions[user_sessions > 1].count()\n", "\n", " print(f\"There are {multiple_times_user} users that appear more than once in the dataset.\")\n", " \n", " return multiple_times_user\n", " \n", "multiple_times_user = check_data(df)" ] }, { "cell_type": "markdown", "id": "ca71baf1", "metadata": { "papermill": { "duration": 0.006057, "end_time": "2023-04-28T08:41:57.995892", "exception": false, "start_time": "2023-04-28T08:41:57.989835", "status": "completed" }, "tags": [] }, "source": [ "Sampling one user more than once will affect the outcome of the experiment. Therefore, the next step is the elimination of the users who have been sampled more than once. " ] }, { "cell_type": "code", "execution_count": 5, "id": "3b614e13", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:41:58.011296Z", "iopub.status.busy": "2023-04-28T08:41:58.009857Z", "iopub.status.idle": "2023-04-28T08:41:58.070991Z", "shell.execute_reply": "2023-04-28T08:41:58.069365Z" }, "papermill": { "duration": 0.071969, "end_time": "2023-04-28T08:41:58.074015", "exception": false, "start_time": "2023-04-28T08:41:58.002046", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The updated data has 286690 observations, after the removal of users who appear multiple times.\n" ] } ], "source": [ "def remove_users(df):\n", " # users to remove\n", " user_sessions = df['user_id'].value_counts()\n", " \n", " # Get indices for the users to remove\n", " eliminate_users = user_sessions[user_sessions > 1].index\n", " \n", " # remove users\n", " df = df[~df['user_id'].isin(eliminate_users)]\n", " \n", " print(f\"The updated data has {df.shape[0]} observations, after the removal of users who appear multiple times.\")\n", " \n", " return df\n", "\n", "df = remove_users(df)" ] }, { "cell_type": "markdown", "id": "bd6c4b18", "metadata": { "papermill": { "duration": 0.006096, "end_time": "2023-04-28T08:41:58.086633", "exception": false, "start_time": "2023-04-28T08:41:58.080537", "status": "completed" }, "tags": [] }, "source": [ "The next step is to sample both the control and experiment groups based on the required sample size that was calculated using the set base parameters." ] }, { "cell_type": "code", "execution_count": 6, "id": "55cfe74d", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:41:58.101197Z", "iopub.status.busy": "2023-04-28T08:41:58.100719Z", "iopub.status.idle": "2023-04-28T08:41:58.202227Z", "shell.execute_reply": "2023-04-28T08:41:58.200570Z" }, "papermill": { "duration": 0.112293, "end_time": "2023-04-28T08:41:58.205141", "exception": false, "start_time": "2023-04-28T08:41:58.092848", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "control 3064\n", "treatment 3064\n", "Name: group, dtype: int64\n", "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 6128 entries, 0 to 6127\n", "Data columns (total 5 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 user_id 6128 non-null int64 \n", " 1 timestamp 6128 non-null object\n", " 2 group 6128 non-null object\n", " 3 landing_page 6128 non-null object\n", " 4 converted 6128 non-null int64 \n", "dtypes: int64(2), object(3)\n", "memory usage: 239.5+ KB\n" ] } ], "source": [ "# Set the treatment group sample\n", "treatment_sample = df[df['group']=='treatment'].sample(n=sample_size, random_state=5)\n", "\n", "# Set the Control group sample\n", "control_sample = df[df['group'] == 'control'].sample(n=sample_size, random_state=5)\n", "\n", "\n", "# Combine the two samples into one dataframe\n", "ab_test = pd.concat([control_sample, treatment_sample], axis=0)\n", "\n", "# Reset index\n", "ab_test.reset_index(drop=True, inplace=True)\n", "\n", "# print value counts for each group\n", "print(ab_test['group'].value_counts())\n", "\n", "# Check the info for the abtest dataframe\n", "ab_test.info()" ] }, { "cell_type": "markdown", "id": "fa1b9cd3", "metadata": { "papermill": { "duration": 0.006147, "end_time": "2023-04-28T08:41:58.218243", "exception": false, "start_time": "2023-04-28T08:41:58.212096", "status": "completed" }, "tags": [] }, "source": [ "In the next section, we look at the conversion rates for both groups and computer standard deviation and standard errors for both groups." ] }, { "cell_type": "code", "execution_count": 7, "id": "b5d55d1c", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:41:58.234632Z", "iopub.status.busy": "2023-04-28T08:41:58.233302Z", "iopub.status.idle": "2023-04-28T08:41:58.327306Z", "shell.execute_reply": "2023-04-28T08:41:58.325946Z" }, "papermill": { "duration": 0.105021, "end_time": "2023-04-28T08:41:58.330025", "exception": false, "start_time": "2023-04-28T08:41:58.225004", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "<style type=\"text/css\">\n", "</style>\n", "<table id=\"T_4638e_\">\n", " <thead>\n", " <tr>\n", " <th class=\"blank level0\" >&nbsp;</th>\n", " <th class=\"col_heading level0 col0\" >conversion_rate</th>\n", " <th class=\"col_heading level0 col1\" >std_deviation</th>\n", " <th class=\"col_heading level0 col2\" >std_error</th>\n", " </tr>\n", " <tr>\n", " <th class=\"index_name level0\" >group</th>\n", " <th class=\"blank col0\" >&nbsp;</th>\n", " <th class=\"blank col1\" >&nbsp;</th>\n", " <th class=\"blank col2\" >&nbsp;</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th id=\"T_4638e_level0_row0\" class=\"row_heading level0 row0\" >control</th>\n", " <td id=\"T_4638e_row0_col0\" class=\"data row0 col0\" >0.1237</td>\n", " <td id=\"T_4638e_row0_col1\" class=\"data row0 col1\" >0.3292</td>\n", " <td id=\"T_4638e_row0_col2\" class=\"data row0 col2\" >0.0059</td>\n", " </tr>\n", " <tr>\n", " <th id=\"T_4638e_level0_row1\" class=\"row_heading level0 row1\" >treatment</th>\n", " <td id=\"T_4638e_row1_col0\" class=\"data row1 col0\" >0.1289</td>\n", " <td id=\"T_4638e_row1_col1\" class=\"data row1 col1\" >0.3351</td>\n", " <td id=\"T_4638e_row1_col2\" class=\"data row1 col2\" >0.0061</td>\n", " </tr>\n", " </tbody>\n", "</table>\n" ], "text/plain": [ "<pandas.io.formats.style.Styler at 0x76049b1fca10>" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Group by control groups based on conversion\n", "rate_conversion = ab_test.groupby('group')['converted']\n", "\n", "# Get standard deviation of the proportion\n", "std_p = lambda x: np.std(x, ddof = 0)\n", "\n", "# Standard Error\n", "std_e = lambda x: stats.sem(x, ddof=0)\n", "\n", "# Aggregate values \n", "rate_conversion = rate_conversion.agg([np.mean, std_p, std_e])\n", "\n", "# Set column names \n", "rate_conversion.columns = ['conversion_rate', 'std_deviation', 'std_error']\n", "\n", "# show output\n", "rate_conversion.style.format('{:.4f}')" ] }, { "cell_type": "markdown", "id": "c3ce52ac", "metadata": { "papermill": { "duration": 0.006255, "end_time": "2023-04-28T08:41:58.342925", "exception": false, "start_time": "2023-04-28T08:41:58.336670", "status": "completed" }, "tags": [] }, "source": [ "* The results show that the conversion rate for the control group is 12.22% and the one for the treatment group is 12.31%. \n", "* Plotting the results can provide a clear picture." ] }, { "cell_type": "code", "execution_count": 8, "id": "f279c95f", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:41:58.360564Z", "iopub.status.busy": "2023-04-28T08:41:58.359216Z", "iopub.status.idle": "2023-04-28T08:41:58.725848Z", "shell.execute_reply": "2023-04-28T08:41:58.724446Z" }, "papermill": { "duration": 0.379277, "end_time": "2023-04-28T08:41:58.729189", "exception": false, "start_time": "2023-04-28T08:41:58.349912", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 600x600 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot results\n", "plt.figure(figsize=(6,6))\n", "\n", "sns.barplot(x=ab_test['group'], y=ab_test['converted'])\n", "\n", "plt.ylim(0, 0.15)\n", "plt.title(\"Conversion Rate: Treatment and Control Groups\")\n", "plt.xlabel(\"Group\")\n", "plt.ylabel(\"Converted [Proportion]\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ea29543d", "metadata": { "papermill": { "duration": 0.006946, "end_time": "2023-04-28T08:41:58.743954", "exception": false, "start_time": "2023-04-28T08:41:58.737008", "status": "completed" }, "tags": [] }, "source": [ "* The conversion rate for the treatment group is slighly than that of the control group. Checking if the small difference is statistically significant can inform the decision to reject or accept the null hypothesis. " ] }, { "cell_type": "code", "execution_count": 9, "id": "aaef794c", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:41:58.760791Z", "iopub.status.busy": "2023-04-28T08:41:58.759966Z", "iopub.status.idle": "2023-04-28T08:41:58.774677Z", "shell.execute_reply": "2023-04-28T08:41:58.773293Z" }, "papermill": { "duration": 0.026465, "end_time": "2023-04-28T08:41:58.777612", "exception": false, "start_time": "2023-04-28T08:41:58.751147", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "z statistic: -0.62\n", "p value: 0.538\n", "95% Confidence Level for Control Group: [0.112, 0.135]\n", "95% Confidence Level for Treatment Group: [0.117, 0.141]\n" ] } ], "source": [ "from statsmodels.stats.proportion import proportions_ztest, proportion_confint \n", "\n", "# Users converted in the control group\n", "converted_control = ab_test[ab_test['group']=='control']['converted']\n", "\n", "# Users converted in treatment group\n", "converted_treatment = ab_test[ab_test['group']=='treatment']['converted']\n", "\n", "# number of users in control and treatment\n", "n_control = converted_control.count()\n", "\n", "n_treatment = converted_treatment.count()\n", "\n", "# Successfully converted\n", "positive_outcome = [converted_control.sum(), converted_treatment.sum()]\n", "\n", "# observations\n", "nobs = [n_control, n_treatment]\n", "\n", "# calculate zstat and proportions using statsmodel\n", "z_stat, pval = proportions_ztest(positive_outcome, nobs=nobs)\n", "\n", "(lower_con, lower_treat), (upper_con, upper_treat) = proportion_confint(positive_outcome, nobs=nobs, alpha=0.05)\n", "\n", "\n", "print(f\"z statistic: {z_stat:.2f}\")\n", "print(f\"p value: {pval:.3f}\")\n", "print(f\"95% Confidence Level for Control Group: [{lower_con:.3f}, {upper_con:.3f}]\")\n", "print(f\"95% Confidence Level for Treatment Group: [{lower_treat:.3f}, {upper_treat:.3f}]\")" ] }, { "cell_type": "markdown", "id": "98697343", "metadata": { "papermill": { "duration": 0.006914, "end_time": "2023-04-28T08:41:58.791972", "exception": false, "start_time": "2023-04-28T08:41:58.785058", "status": "completed" }, "tags": [] }, "source": [ "## Conclusion" ] }, { "cell_type": "markdown", "id": "2f05cbaf", "metadata": { "papermill": { "duration": 0.007013, "end_time": "2023-04-28T08:41:58.806072", "exception": false, "start_time": "2023-04-28T08:41:58.799059", "status": "completed" }, "tags": [] }, "source": [ "* The p-value is 0.9, which is higher than 0.05. Therefore, the probability of observing extreme results is small. The null hypothesis cannot be rejected.\n", "* In conclusion, the new page does not perform significantly better than the new page for the ecommerce site. The new design does not exceed the expectations needed to have a significantly better conversion rate compared to the old page." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 14.133657, "end_time": "2023-04-28T08:41:59.636765", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T08:41:45.503108", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/546/127546769.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "5459650d", "metadata": { "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", "execution": { "iopub.execute_input": "2023-04-28T08:45:28.934089Z", "iopub.status.busy": "2023-04-28T08:45:28.933227Z", "iopub.status.idle": "2023-04-28T08:45:28.945921Z", "shell.execute_reply": "2023-04-28T08:45:28.945019Z" }, "papermill": { "duration": 0.020815, "end_time": "2023-04-28T08:45:28.948272", "exception": false, "start_time": "2023-04-28T08:45:28.927457", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "id": "f0359c23", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:45:28.955463Z", "iopub.status.busy": "2023-04-28T08:45:28.955072Z", "iopub.status.idle": "2023-04-28T08:45:36.110344Z", "shell.execute_reply": "2023-04-28T08:45:36.109078Z" }, "papermill": { "duration": 7.161595, "end_time": "2023-04-28T08:45:36.112838", "exception": false, "start_time": "2023-04-28T08:45:28.951243", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>Time</th>\n", " <th>V1</th>\n", " <th>V2</th>\n", " <th>V3</th>\n", " <th>V4</th>\n", " <th>V5</th>\n", " <th>V6</th>\n", " <th>V7</th>\n", " <th>V8</th>\n", " <th>...</th>\n", " <th>V21</th>\n", " <th>V22</th>\n", " <th>V23</th>\n", " <th>V24</th>\n", " <th>V25</th>\n", " <th>V26</th>\n", " <th>V27</th>\n", " <th>V28</th>\n", " <th>Amount</th>\n", " <th>Class</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>0</td>\n", " <td>0.0</td>\n", " <td>2.074329</td>\n", " <td>-0.129425</td>\n", " <td>-1.137418</td>\n", " <td>0.412846</td>\n", " <td>-0.192638</td>\n", " <td>-1.210144</td>\n", " <td>0.110697</td>\n", " <td>-0.263477</td>\n", " <td>...</td>\n", " <td>-0.334701</td>\n", " <td>-0.887840</td>\n", " <td>0.336701</td>\n", " <td>-0.110835</td>\n", " <td>-0.291459</td>\n", " <td>0.207733</td>\n", " <td>-0.076576</td>\n", " <td>-0.059577</td>\n", " <td>1.98</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>1</td>\n", " <td>0.0</td>\n", " <td>1.998827</td>\n", " <td>-1.250891</td>\n", " <td>-0.520969</td>\n", " <td>-0.894539</td>\n", " <td>-1.122528</td>\n", " <td>-0.270866</td>\n", " <td>-1.029289</td>\n", " <td>0.050198</td>\n", " <td>...</td>\n", " <td>0.054848</td>\n", " <td>-0.038367</td>\n", " <td>0.133518</td>\n", " <td>-0.461928</td>\n", " <td>-0.465491</td>\n", " <td>-0.464655</td>\n", " <td>-0.009413</td>\n", " <td>-0.038238</td>\n", " <td>84.00</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>2</td>\n", " <td>0.0</td>\n", " <td>0.091535</td>\n", " <td>1.004517</td>\n", " <td>-0.223445</td>\n", " <td>-0.435249</td>\n", " <td>0.667548</td>\n", " <td>-0.988351</td>\n", " <td>0.948146</td>\n", " <td>-0.084789</td>\n", " <td>...</td>\n", " <td>-0.326725</td>\n", " <td>-0.803736</td>\n", " <td>0.154495</td>\n", " <td>0.951233</td>\n", " <td>-0.506919</td>\n", " <td>0.085046</td>\n", " <td>0.224458</td>\n", " <td>0.087356</td>\n", " <td>2.69</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>3</td>\n", " <td>0.0</td>\n", " <td>1.979649</td>\n", " <td>-0.184949</td>\n", " <td>-1.064206</td>\n", " <td>0.120125</td>\n", " <td>-0.215238</td>\n", " <td>-0.648829</td>\n", " <td>-0.087826</td>\n", " <td>-0.035367</td>\n", " <td>...</td>\n", " <td>-0.095514</td>\n", " <td>-0.079792</td>\n", " <td>0.167701</td>\n", " <td>-0.042939</td>\n", " <td>0.000799</td>\n", " <td>-0.096148</td>\n", " <td>-0.057780</td>\n", " <td>-0.073839</td>\n", " <td>1.00</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>4</td>\n", " <td>0.0</td>\n", " <td>1.025898</td>\n", " <td>-0.171827</td>\n", " <td>1.203717</td>\n", " <td>1.243900</td>\n", " <td>-0.636572</td>\n", " <td>1.099074</td>\n", " <td>-0.938651</td>\n", " <td>0.569239</td>\n", " <td>...</td>\n", " <td>0.099157</td>\n", " <td>0.608908</td>\n", " <td>0.027901</td>\n", " <td>-0.262813</td>\n", " <td>0.257834</td>\n", " <td>-0.252829</td>\n", " <td>0.108338</td>\n", " <td>0.021051</td>\n", " <td>1.00</td>\n", " <td>0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "<p>5 rows × 32 columns</p>\n", "</div>" ], "text/plain": [ " id Time V1 V2 V3 V4 V5 V6 \\\n", "0 0 0.0 2.074329 -0.129425 -1.137418 0.412846 -0.192638 -1.210144 \n", "1 1 0.0 1.998827 -1.250891 -0.520969 -0.894539 -1.122528 -0.270866 \n", "2 2 0.0 0.091535 1.004517 -0.223445 -0.435249 0.667548 -0.988351 \n", "3 3 0.0 1.979649 -0.184949 -1.064206 0.120125 -0.215238 -0.648829 \n", "4 4 0.0 1.025898 -0.171827 1.203717 1.243900 -0.636572 1.099074 \n", "\n", " V7 V8 ... V21 V22 V23 V24 V25 \\\n", "0 0.110697 -0.263477 ... -0.334701 -0.887840 0.336701 -0.110835 -0.291459 \n", "1 -1.029289 0.050198 ... 0.054848 -0.038367 0.133518 -0.461928 -0.465491 \n", "2 0.948146 -0.084789 ... -0.326725 -0.803736 0.154495 0.951233 -0.506919 \n", "3 -0.087826 -0.035367 ... -0.095514 -0.079792 0.167701 -0.042939 0.000799 \n", "4 -0.938651 0.569239 ... 0.099157 0.608908 0.027901 -0.262813 0.257834 \n", "\n", " V26 V27 V28 Amount Class \n", "0 0.207733 -0.076576 -0.059577 1.98 0 \n", "1 -0.464655 -0.009413 -0.038238 84.00 0 \n", "2 0.085046 0.224458 0.087356 2.69 0 \n", "3 -0.096148 -0.057780 -0.073839 1.00 0 \n", "4 -0.252829 0.108338 0.021051 1.00 0 \n", "\n", "[5 rows x 32 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df = pd.read_csv('/kaggle/input/playground-series-s3e4/train.csv')\n", "test_df = pd.read_csv('/kaggle/input/playground-series-s3e4/test.csv')\n", "train_df.head()" ] }, { "cell_type": "code", "execution_count": 3, "id": "16968642", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:45:36.121694Z", "iopub.status.busy": "2023-04-28T08:45:36.120476Z", "iopub.status.idle": "2023-04-28T08:45:37.207317Z", "shell.execute_reply": "2023-04-28T08:45:37.206397Z" }, "papermill": { "duration": 1.093856, "end_time": "2023-04-28T08:45:37.209928", "exception": false, "start_time": "2023-04-28T08:45:36.116072", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.metrics import accuracy_score" ] }, { "cell_type": "code", "execution_count": 4, "id": "83ce5384", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:45:37.219164Z", "iopub.status.busy": "2023-04-28T08:45:37.217859Z", "iopub.status.idle": "2023-04-28T08:45:37.364474Z", "shell.execute_reply": "2023-04-28T08:45:37.363112Z" }, "papermill": { "duration": 0.153862, "end_time": "2023-04-28T08:45:37.367212", "exception": false, "start_time": "2023-04-28T08:45:37.213350", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "X_train, X_val, y_train, y_val = train_test_split(train_df.drop(['Class'],axis =1 ), train_df['Class'], test_size = 0.2)\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "0df53560", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:45:37.376046Z", "iopub.status.busy": "2023-04-28T08:45:37.374852Z", "iopub.status.idle": "2023-04-28T08:45:39.777346Z", "shell.execute_reply": "2023-04-28T08:45:39.775510Z" }, "papermill": { "duration": 2.412091, "end_time": "2023-04-28T08:45:39.782478", "exception": false, "start_time": "2023-04-28T08:45:37.370387", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "lr = LogisticRegression()\n", "lr.fit(X_train, y_train)\n", "pred = lr.predict(X_val)" ] }, { "cell_type": "code", "execution_count": 6, "id": "0c3ca8ae", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:45:39.800432Z", "iopub.status.busy": "2023-04-28T08:45:39.799662Z", "iopub.status.idle": "2023-04-28T08:45:39.826553Z", "shell.execute_reply": "2023-04-28T08:45:39.824788Z" }, "papermill": { "duration": 0.041876, "end_time": "2023-04-28T08:45:39.831986", "exception": false, "start_time": "2023-04-28T08:45:39.790110", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "0.9978323369689226" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "accuracy_score(y_val, pred)" ] }, { "cell_type": "code", "execution_count": 7, "id": "8eb72ad6", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:45:39.853528Z", "iopub.status.busy": "2023-04-28T08:45:39.852789Z", "iopub.status.idle": "2023-04-28T08:45:40.150624Z", "shell.execute_reply": "2023-04-28T08:45:40.149377Z" }, "papermill": { "duration": 0.311336, "end_time": "2023-04-28T08:45:40.153964", "exception": false, "start_time": "2023-04-28T08:45:39.842628", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "my_pred = lr.predict(test_df)\n", "df = pd.DataFrame({'id': test_df['id'], 'Class':my_pred})\n", "df.to_csv('submission.csv',index= False)" ] }, { "cell_type": "code", "execution_count": null, "id": "7cbd9796", "metadata": { "papermill": { "duration": 0.002872, "end_time": "2023-04-28T08:45:40.160100", "exception": false, "start_time": "2023-04-28T08:45:40.157228", "status": "completed" }, "tags": [] }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 22.147099, "end_time": "2023-04-28T08:45:40.985845", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T08:45:18.838746", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/547/127547141.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
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filenames:\n print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-04-28T08:22:20.544724Z","iopub.execute_input":"2023-04-28T08:22:20.545506Z","iopub.status.idle":"2023-04-28T08:22:20.555455Z","shell.execute_reply.started":"2023-04-28T08:22:20.545462Z","shell.execute_reply":"2023-04-28T08:22:20.554140Z"},"trusted":true},"execution_count":217,"outputs":[{"name":"stdout","text":"/kaggle/input/minecraft-piracy-dataset/piracydataset.csv\n","output_type":"stream"}]},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n%matplotlib inline","metadata":{"execution":{"iopub.status.busy":"2023-04-28T08:22:20.557837Z","iopub.execute_input":"2023-04-28T08:22:20.558331Z","iopub.status.idle":"2023-04-28T08:22:20.568695Z","shell.execute_reply.started":"2023-04-28T08:22:20.558289Z","shell.execute_reply":"2023-04-28T08:22:20.566268Z"},"trusted":true},"execution_count":218,"outputs":[]},{"cell_type":"code","source":"data=pd.read_csv(\"/kaggle/input/minecraft-piracy-dataset/piracydataset.csv\")\ndata","metadata":{"execution":{"iopub.status.busy":"2023-04-28T08:22:20.570853Z","iopub.execute_input":"2023-04-28T08:22:20.571597Z","iopub.status.idle":"2023-04-28T08:22:20.604713Z","shell.execute_reply.started":"2023-04-28T08:22:20.571536Z","shell.execute_reply":"2023-04-28T08:22:20.603408Z"},"trusted":true},"execution_count":219,"outputs":[{"execution_count":219,"output_type":"execute_result","data":{"text/plain":" Unnamed: 0 age discordid minecraftid \\\n0 0 14.0 ProGamer300#3331 ProGamer300 \n1 1 19.0 @shrey#4934 shrey_jain_ \n2 2 18.0 Skullfaced#8657 Skullfaceddeath \n3 3 17.0 Op DzGhOsT#8719 DzGHoST1737 \n4 4 15.0 Dwijesh#6020 Dwijesh YT \n... ... ... ... ... \n1418 1418 17.0 Savager Asmitraj11 \n1419 1419 15.0 ( @KAMALTHESUPERBOY #6357) kamal1112 \n1420 1420 17.0 ATHARVA#9034 SPIDEY_2 \n1421 1421 15.0 GOD_RANVEER#3462 GOD_RANVEER \n1422 1422 14.0 ToughGamer2121#9555 Prachetan2008 \n\n client version \n0 Computer ( Java Edition ) Cracked \n1 Computer ( Java Edition ) Cracked \n2 Computer ( Java Edition ) Paid Version \n3 Computer ( Java Edition ) Cracked \n4 Mobile ( bedrock version ) Paid Version \n... ... ... \n1418 Computer ( Java Edition ) Cracked \n1419 Computer ( Java Edition ) Cracked \n1420 Computer ( Java Edition ) Cracked \n1421 Computer ( Java Edition ) Cracked \n1422 Computer ( Java Edition ) Cracked \n\n[1423 rows x 6 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>Unnamed: 0</th>\n <th>age</th>\n <th>discordid</th>\n <th>minecraftid</th>\n <th>client</th>\n <th>version</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0</td>\n <td>14.0</td>\n <td>ProGamer300#3331</td>\n <td>ProGamer300</td>\n <td>Computer ( Java Edition )</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1</td>\n <td>19.0</td>\n <td>@shrey#4934</td>\n <td>shrey_jain_</td>\n <td>Computer ( Java Edition )</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2</td>\n <td>18.0</td>\n <td>Skullfaced#8657</td>\n <td>Skullfaceddeath</td>\n <td>Computer ( Java Edition )</td>\n <td>Paid Version</td>\n </tr>\n <tr>\n <th>3</th>\n <td>3</td>\n <td>17.0</td>\n <td>Op DzGhOsT#8719</td>\n <td>DzGHoST1737</td>\n <td>Computer ( Java Edition )</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>4</th>\n <td>4</td>\n <td>15.0</td>\n <td>Dwijesh#6020</td>\n <td>Dwijesh YT</td>\n <td>Mobile ( bedrock version )</td>\n <td>Paid Version</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>1418</th>\n <td>1418</td>\n <td>17.0</td>\n <td>Savager</td>\n <td>Asmitraj11</td>\n <td>Computer ( Java Edition )</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>1419</th>\n <td>1419</td>\n <td>15.0</td>\n <td>( @KAMALTHESUPERBOY #6357)</td>\n <td>kamal1112</td>\n <td>Computer ( Java Edition )</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>1420</th>\n <td>1420</td>\n <td>17.0</td>\n <td>ATHARVA#9034</td>\n <td>SPIDEY_2</td>\n <td>Computer ( Java Edition )</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>1421</th>\n <td>1421</td>\n <td>15.0</td>\n <td>GOD_RANVEER#3462</td>\n <td>GOD_RANVEER</td>\n <td>Computer ( Java Edition )</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>1422</th>\n <td>1422</td>\n <td>14.0</td>\n <td>ToughGamer2121#9555</td>\n <td>Prachetan2008</td>\n <td>Computer ( Java Edition )</td>\n <td>Cracked</td>\n </tr>\n </tbody>\n</table>\n<p>1423 rows × 6 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"data.drop(\"Unnamed: 0\",axis=1,inplace=True)","metadata":{"execution":{"iopub.status.busy":"2023-04-28T08:22:20.608712Z","iopub.execute_input":"2023-04-28T08:22:20.609228Z","iopub.status.idle":"2023-04-28T08:22:20.618279Z","shell.execute_reply.started":"2023-04-28T08:22:20.609188Z","shell.execute_reply":"2023-04-28T08:22:20.616517Z"},"trusted":true},"execution_count":220,"outputs":[]},{"cell_type":"code","source":"data","metadata":{"execution":{"iopub.status.busy":"2023-04-28T08:22:20.619918Z","iopub.execute_input":"2023-04-28T08:22:20.620336Z","iopub.status.idle":"2023-04-28T08:22:20.647691Z","shell.execute_reply.started":"2023-04-28T08:22:20.620298Z","shell.execute_reply":"2023-04-28T08:22:20.646159Z"},"trusted":true},"execution_count":221,"outputs":[{"execution_count":221,"output_type":"execute_result","data":{"text/plain":" age discordid minecraftid \\\n0 14.0 ProGamer300#3331 ProGamer300 \n1 19.0 @shrey#4934 shrey_jain_ \n2 18.0 Skullfaced#8657 Skullfaceddeath \n3 17.0 Op DzGhOsT#8719 DzGHoST1737 \n4 15.0 Dwijesh#6020 Dwijesh YT \n... ... ... ... \n1418 17.0 Savager Asmitraj11 \n1419 15.0 ( @KAMALTHESUPERBOY #6357) kamal1112 \n1420 17.0 ATHARVA#9034 SPIDEY_2 \n1421 15.0 GOD_RANVEER#3462 GOD_RANVEER \n1422 14.0 ToughGamer2121#9555 Prachetan2008 \n\n client version \n0 Computer ( Java Edition ) Cracked \n1 Computer ( Java Edition ) Cracked \n2 Computer ( Java Edition ) Paid Version \n3 Computer ( Java Edition ) Cracked \n4 Mobile ( bedrock version ) Paid Version \n... ... ... \n1418 Computer ( Java Edition ) Cracked \n1419 Computer ( Java Edition ) Cracked \n1420 Computer ( Java Edition ) Cracked \n1421 Computer ( Java Edition ) Cracked \n1422 Computer ( Java Edition ) Cracked \n\n[1423 rows x 5 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>age</th>\n <th>discordid</th>\n <th>minecraftid</th>\n <th>client</th>\n <th>version</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>14.0</td>\n <td>ProGamer300#3331</td>\n <td>ProGamer300</td>\n <td>Computer ( Java Edition )</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>1</th>\n <td>19.0</td>\n <td>@shrey#4934</td>\n <td>shrey_jain_</td>\n <td>Computer ( Java Edition )</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>2</th>\n <td>18.0</td>\n <td>Skullfaced#8657</td>\n <td>Skullfaceddeath</td>\n <td>Computer ( Java Edition )</td>\n <td>Paid Version</td>\n </tr>\n <tr>\n <th>3</th>\n <td>17.0</td>\n <td>Op DzGhOsT#8719</td>\n <td>DzGHoST1737</td>\n <td>Computer ( Java Edition )</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>4</th>\n <td>15.0</td>\n <td>Dwijesh#6020</td>\n <td>Dwijesh YT</td>\n <td>Mobile ( bedrock version )</td>\n <td>Paid Version</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>1418</th>\n <td>17.0</td>\n <td>Savager</td>\n <td>Asmitraj11</td>\n <td>Computer ( Java Edition )</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>1419</th>\n <td>15.0</td>\n <td>( @KAMALTHESUPERBOY #6357)</td>\n <td>kamal1112</td>\n <td>Computer ( Java Edition )</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>1420</th>\n <td>17.0</td>\n <td>ATHARVA#9034</td>\n <td>SPIDEY_2</td>\n <td>Computer ( Java Edition )</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>1421</th>\n <td>15.0</td>\n <td>GOD_RANVEER#3462</td>\n <td>GOD_RANVEER</td>\n <td>Computer ( Java Edition )</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>1422</th>\n <td>14.0</td>\n <td>ToughGamer2121#9555</td>\n <td>Prachetan2008</td>\n <td>Computer ( Java Edition )</td>\n <td>Cracked</td>\n </tr>\n </tbody>\n</table>\n<p>1423 rows × 5 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"data.isnull().sum()\ndata.dropna(inplace=True)","metadata":{"execution":{"iopub.status.busy":"2023-04-28T08:22:20.649373Z","iopub.execute_input":"2023-04-28T08:22:20.650387Z","iopub.status.idle":"2023-04-28T08:22:20.663098Z","shell.execute_reply.started":"2023-04-28T08:22:20.650329Z","shell.execute_reply":"2023-04-28T08:22:20.661258Z"},"trusted":true},"execution_count":222,"outputs":[]},{"cell_type":"code","source":"data[\"age\"].mean()","metadata":{"execution":{"iopub.status.busy":"2023-04-28T08:22:20.664840Z","iopub.execute_input":"2023-04-28T08:22:20.665232Z","iopub.status.idle":"2023-04-28T08:22:20.680164Z","shell.execute_reply.started":"2023-04-28T08:22:20.665198Z","shell.execute_reply":"2023-04-28T08:22:20.677141Z"},"trusted":true},"execution_count":223,"outputs":[{"execution_count":223,"output_type":"execute_result","data":{"text/plain":"16.740506329113924"},"metadata":{}}]},{"cell_type":"code","source":"data[\"version\"].value_counts()","metadata":{"execution":{"iopub.status.busy":"2023-04-28T08:22:20.681839Z","iopub.execute_input":"2023-04-28T08:22:20.682411Z","iopub.status.idle":"2023-04-28T08:22:20.696671Z","shell.execute_reply.started":"2023-04-28T08:22:20.682356Z","shell.execute_reply":"2023-04-28T08:22:20.695148Z"},"trusted":true},"execution_count":224,"outputs":[{"execution_count":224,"output_type":"execute_result","data":{"text/plain":"Cracked 1155\nPaid Version 267\nName: version, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"data[\"client\"].value_counts()","metadata":{"execution":{"iopub.status.busy":"2023-04-28T08:22:20.698710Z","iopub.execute_input":"2023-04-28T08:22:20.699694Z","iopub.status.idle":"2023-04-28T08:22:20.713213Z","shell.execute_reply.started":"2023-04-28T08:22:20.699627Z","shell.execute_reply":"2023-04-28T08:22:20.711749Z"},"trusted":true},"execution_count":225,"outputs":[{"execution_count":225,"output_type":"execute_result","data":{"text/plain":"Computer ( Java Edition ) 1158\nMobile ( bedrock version ) 264\nName: client, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"data.groupby(\"client\")[\"version\"].value_counts()","metadata":{"execution":{"iopub.status.busy":"2023-04-28T08:22:20.720428Z","iopub.execute_input":"2023-04-28T08:22:20.720815Z","iopub.status.idle":"2023-04-28T08:22:20.732842Z","shell.execute_reply.started":"2023-04-28T08:22:20.720780Z","shell.execute_reply":"2023-04-28T08:22:20.731340Z"},"trusted":true},"execution_count":226,"outputs":[{"execution_count":226,"output_type":"execute_result","data":{"text/plain":"client version \nComputer ( Java Edition ) Cracked 973\n Paid Version 185\nMobile ( bedrock version ) Cracked 182\n Paid Version 82\nName: version, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"data1=data.groupby(\"age\")[\"client\"].value_counts()\ndata1","metadata":{"execution":{"iopub.status.busy":"2023-04-28T08:27:17.371058Z","iopub.execute_input":"2023-04-28T08:27:17.371474Z","iopub.status.idle":"2023-04-28T08:27:17.386548Z","shell.execute_reply.started":"2023-04-28T08:27:17.371439Z","shell.execute_reply":"2023-04-28T08:27:17.385141Z"},"trusted":true},"execution_count":253,"outputs":[{"execution_count":253,"output_type":"execute_result","data":{"text/plain":"age client \n1.0 Computer ( Java Edition ) 12\n Mobile ( bedrock version ) 4\n2.0 Computer ( Java Edition ) 7\n Mobile ( bedrock version ) 3\n6.0 Computer ( Java Edition ) 1\n8.0 Computer ( Java Edition ) 1\n9.0 Computer ( Java Edition ) 1\n11.0 Computer ( Java Edition ) 1\n12.0 Computer ( Java Edition ) 16\n Mobile ( bedrock version ) 2\n13.0 Computer ( Java Edition ) 38\n Mobile ( bedrock version ) 5\n14.0 Computer ( Java Edition ) 119\n Mobile ( bedrock version ) 18\n15.0 Computer ( Java Edition ) 199\n Mobile ( bedrock version ) 45\n16.0 Computer ( Java Edition ) 213\n Mobile ( bedrock version ) 43\n17.0 Computer ( Java Edition ) 202\n Mobile ( bedrock version ) 56\n18.0 Computer ( Java Edition ) 124\n Mobile ( bedrock version ) 29\n19.0 Computer ( Java Edition ) 49\n Mobile ( bedrock version ) 11\n20.0 Computer ( Java Edition ) 45\n Mobile ( bedrock version ) 13\n21.0 Computer ( Java Edition ) 31\n Mobile ( bedrock version ) 10\n22.0 Computer ( Java Edition ) 45\n Mobile ( bedrock version ) 15\n23.0 Computer ( Java Edition ) 24\n Mobile ( bedrock version ) 6\n24.0 Computer ( Java Edition ) 9\n Mobile ( bedrock version ) 1\n25.0 Computer ( Java Edition ) 4\n26.0 Computer ( Java Edition ) 3\n27.0 Computer ( Java Edition ) 3\n28.0 Computer ( Java Edition ) 3\n Mobile ( bedrock version ) 1\n29.0 Mobile ( bedrock version ) 1\n30.0 Computer ( Java Edition ) 1\n31.0 Computer ( Java Edition ) 1\n Mobile ( bedrock version ) 1\n36.0 Computer ( Java Edition ) 1\n39.0 Computer ( Java Edition ) 2\n43.0 Computer ( Java Edition ) 3\nName: client, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"data2=data.groupby(\"age\")[\"version\"].value_counts()\ndata2","metadata":{"execution":{"iopub.status.busy":"2023-04-28T08:28:23.958081Z","iopub.execute_input":"2023-04-28T08:28:23.958497Z","iopub.status.idle":"2023-04-28T08:28:23.973023Z","shell.execute_reply.started":"2023-04-28T08:28:23.958459Z","shell.execute_reply":"2023-04-28T08:28:23.971907Z"},"trusted":true},"execution_count":255,"outputs":[{"execution_count":255,"output_type":"execute_result","data":{"text/plain":"age version \n1.0 Cracked 11\n Paid Version 5\n2.0 Cracked 10\n6.0 Cracked 1\n8.0 Cracked 1\n9.0 Cracked 1\n11.0 Cracked 1\n12.0 Cracked 16\n Paid Version 2\n13.0 Cracked 38\n Paid Version 5\n14.0 Cracked 114\n Paid Version 23\n15.0 Cracked 202\n Paid Version 42\n16.0 Cracked 206\n Paid Version 50\n17.0 Cracked 220\n Paid Version 38\n18.0 Cracked 115\n Paid Version 38\n19.0 Cracked 46\n Paid Version 14\n20.0 Cracked 46\n Paid Version 12\n21.0 Cracked 30\n Paid Version 11\n22.0 Cracked 43\n Paid Version 17\n23.0 Cracked 25\n Paid Version 5\n24.0 Cracked 7\n Paid Version 3\n25.0 Cracked 4\n26.0 Cracked 3\n27.0 Cracked 2\n Paid Version 1\n28.0 Cracked 4\n29.0 Cracked 1\n30.0 Cracked 1\n31.0 Cracked 2\n36.0 Paid Version 1\n39.0 Cracked 2\n43.0 Cracked 3\nName: version, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"data3=data.groupby(\"version\")[\"age\"].value_counts()\ndata3","metadata":{"execution":{"iopub.status.busy":"2023-04-28T08:33:41.757741Z","iopub.execute_input":"2023-04-28T08:33:41.758149Z","iopub.status.idle":"2023-04-28T08:33:41.772586Z","shell.execute_reply.started":"2023-04-28T08:33:41.758113Z","shell.execute_reply":"2023-04-28T08:33:41.771276Z"},"trusted":true},"execution_count":276,"outputs":[{"execution_count":276,"output_type":"execute_result","data":{"text/plain":"version age \nCracked 17.0 220\n 16.0 206\n 15.0 202\n 18.0 115\n 14.0 114\n 19.0 46\n 20.0 46\n 22.0 43\n 13.0 38\n 21.0 30\n 23.0 25\n 12.0 16\n 1.0 11\n 2.0 10\n 24.0 7\n 25.0 4\n 28.0 4\n 26.0 3\n 43.0 3\n 27.0 2\n 31.0 2\n 39.0 2\n 6.0 1\n 8.0 1\n 9.0 1\n 11.0 1\n 29.0 1\n 30.0 1\nPaid Version 16.0 50\n 15.0 42\n 17.0 38\n 18.0 38\n 14.0 23\n 22.0 17\n 19.0 14\n 20.0 12\n 21.0 11\n 1.0 5\n 13.0 5\n 23.0 5\n 24.0 3\n 12.0 2\n 27.0 1\n 36.0 1\nName: age, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"data_cracked=data[data[\"version\"]==\"Cracked\"]\ndata_cracked=data_cracked[[\"age\",\"version\"]]\ndata_cracked","metadata":{"execution":{"iopub.status.busy":"2023-04-28T08:43:38.293219Z","iopub.execute_input":"2023-04-28T08:43:38.293626Z","iopub.status.idle":"2023-04-28T08:43:38.314992Z","shell.execute_reply.started":"2023-04-28T08:43:38.293591Z","shell.execute_reply":"2023-04-28T08:43:38.313379Z"},"trusted":true},"execution_count":295,"outputs":[{"execution_count":295,"output_type":"execute_result","data":{"text/plain":" age version\n0 14.0 Cracked\n1 19.0 Cracked\n3 17.0 Cracked\n5 15.0 Cracked\n6 20.0 Cracked\n... ... ...\n1418 17.0 Cracked\n1419 15.0 Cracked\n1420 17.0 Cracked\n1421 15.0 Cracked\n1422 14.0 Cracked\n\n[1155 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>age</th>\n <th>version</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>14.0</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>1</th>\n <td>19.0</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>3</th>\n <td>17.0</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>5</th>\n <td>15.0</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>6</th>\n <td>20.0</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>1418</th>\n <td>17.0</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>1419</th>\n <td>15.0</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>1420</th>\n <td>17.0</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>1421</th>\n <td>15.0</td>\n <td>Cracked</td>\n </tr>\n <tr>\n <th>1422</th>\n <td>14.0</td>\n <td>Cracked</td>\n </tr>\n </tbody>\n</table>\n<p>1155 rows × 2 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"data_PaidVersion=data[data[\"version\"]==\"Paid Version\"]\ndata_PaidVersion=data_PaidVersion[[\"age\",\"version\"]]\ndata_PaidVersion","metadata":{"execution":{"iopub.status.busy":"2023-04-28T08:44:20.352811Z","iopub.execute_input":"2023-04-28T08:44:20.353259Z","iopub.status.idle":"2023-04-28T08:44:20.371409Z","shell.execute_reply.started":"2023-04-28T08:44:20.353218Z","shell.execute_reply":"2023-04-28T08:44:20.370337Z"},"trusted":true},"execution_count":296,"outputs":[{"execution_count":296,"output_type":"execute_result","data":{"text/plain":" age version\n2 18.0 Paid Version\n4 15.0 Paid Version\n8 21.0 Paid Version\n10 21.0 Paid Version\n15 17.0 Paid Version\n... ... ...\n1391 14.0 Paid Version\n1396 18.0 Paid Version\n1398 16.0 Paid Version\n1399 21.0 Paid Version\n1412 17.0 Paid Version\n\n[267 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>age</th>\n <th>version</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2</th>\n <td>18.0</td>\n <td>Paid Version</td>\n </tr>\n <tr>\n <th>4</th>\n <td>15.0</td>\n <td>Paid Version</td>\n </tr>\n <tr>\n <th>8</th>\n <td>21.0</td>\n <td>Paid Version</td>\n </tr>\n <tr>\n <th>10</th>\n <td>21.0</td>\n <td>Paid Version</td>\n </tr>\n <tr>\n <th>15</th>\n <td>17.0</td>\n <td>Paid Version</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n <td>...</td>\n </tr>\n <tr>\n <th>1391</th>\n <td>14.0</td>\n <td>Paid Version</td>\n </tr>\n <tr>\n <th>1396</th>\n <td>18.0</td>\n <td>Paid Version</td>\n </tr>\n <tr>\n <th>1398</th>\n <td>16.0</td>\n <td>Paid Version</td>\n </tr>\n <tr>\n <th>1399</th>\n <td>21.0</td>\n <td>Paid Version</td>\n </tr>\n <tr>\n <th>1412</th>\n <td>17.0</td>\n <td>Paid Version</td>\n </tr>\n </tbody>\n</table>\n<p>267 rows × 2 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"plt.boxplot(data_cracked[\"age\"])","metadata":{"execution":{"iopub.status.busy":"2023-04-28T08:46:59.125692Z","iopub.execute_input":"2023-04-28T08:46:59.126124Z","iopub.status.idle":"2023-04-28T08:46:59.307079Z","shell.execute_reply.started":"2023-04-28T08:46:59.126085Z","shell.execute_reply":"2023-04-28T08:46:59.305946Z"},"trusted":true},"execution_count":303,"outputs":[{"execution_count":303,"output_type":"execute_result","data":{"text/plain":"{'whiskers': [<matplotlib.lines.Line2D at 0x7d344b8367d0>,\n <matplotlib.lines.Line2D at 0x7d344b836f10>],\n 'caps': [<matplotlib.lines.Line2D at 0x7d344b836b50>,\n <matplotlib.lines.Line2D at 0x7d344b836c10>],\n 'boxes': [<matplotlib.lines.Line2D at 0x7d344b7ff950>],\n 'medians': [<matplotlib.lines.Line2D at 0x7d344b838090>],\n 'fliers': [<matplotlib.lines.Line2D at 0x7d344b8383d0>],\n 'means': []}"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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\n"},"metadata":{}}]},{"cell_type":"code","source":"plt.boxplot(data_PaidVersion[\"age\"])","metadata":{"execution":{"iopub.status.busy":"2023-04-28T08:47:25.019499Z","iopub.execute_input":"2023-04-28T08:47:25.019910Z","iopub.status.idle":"2023-04-28T08:47:25.220092Z","shell.execute_reply.started":"2023-04-28T08:47:25.019873Z","shell.execute_reply":"2023-04-28T08:47:25.219096Z"},"trusted":true},"execution_count":305,"outputs":[{"execution_count":305,"output_type":"execute_result","data":{"text/plain":"{'whiskers': [<matplotlib.lines.Line2D at 0x7d34406b39d0>,\n <matplotlib.lines.Line2D at 0x7d34406b3d50>],\n 'caps': [<matplotlib.lines.Line2D at 0x7d34406920d0>,\n <matplotlib.lines.Line2D at 0x7d3440692410>],\n 'boxes': [<matplotlib.lines.Line2D at 0x7d34406b37d0>],\n 'medians': [<matplotlib.lines.Line2D at 0x7d3440692790>],\n 'fliers': [<matplotlib.lines.Line2D at 0x7d3440692ad0>],\n 'means': []}"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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\n"},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}
0127/547/127547473.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "6cc6b97e", "metadata": { "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", "execution": { "iopub.execute_input": "2023-04-28T08:56:25.315281Z", "iopub.status.busy": "2023-04-28T08:56:25.314745Z", "iopub.status.idle": "2023-04-28T08:56:25.331008Z", "shell.execute_reply": "2023-04-28T08:56:25.329723Z" }, "papermill": { "duration": 0.030154, "end_time": "2023-04-28T08:56:25.334437", "exception": false, "start_time": "2023-04-28T08:56:25.304283", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/kaggle/input/km037classification/sample.csv\n", "/kaggle/input/km037classification/train.csv\n", "/kaggle/input/km037classification/test.csv\n" ] } ], "source": [ "# This Python 3 environment comes with many helpful analytics libraries installed\n", "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n", "# For example, here's several helpful packages to load\n", "import numpy as np # linear algebra\n", "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", "\n", "# Input data files are available in the read-only \"../input/\" directory\n", "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n", "\n", "import os\n", "for dirname, _, filenames in os.walk('/kaggle/input'):\n", " for filename in filenames:\n", " print(os.path.join(dirname, filename))\n", "\n", "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n", "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session" ] }, { "cell_type": "code", "execution_count": 2, "id": "ba84916f", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:25.351721Z", "iopub.status.busy": "2023-04-28T08:56:25.350867Z", "iopub.status.idle": "2023-04-28T08:56:25.376089Z", "shell.execute_reply": "2023-04-28T08:56:25.374327Z" }, "papermill": { "duration": 0.037958, "end_time": "2023-04-28T08:56:25.379611", "exception": false, "start_time": "2023-04-28T08:56:25.341653", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "train = pd.read_csv(\"/kaggle/input/km037classification/train.csv\")\n", "test = pd.read_csv(\"/kaggle/input/km037classification/test.csv\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "f7acab98", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:25.397897Z", "iopub.status.busy": "2023-04-28T08:56:25.396443Z", "iopub.status.idle": "2023-04-28T08:56:25.413203Z", "shell.execute_reply": "2023-04-28T08:56:25.411286Z" }, "papermill": { "duration": 0.030272, "end_time": "2023-04-28T08:56:25.417292", "exception": false, "start_time": "2023-04-28T08:56:25.387020", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "train.rename(columns = {'30':'Age'}, inplace = True)\n", "train.rename(columns = {'64':'year_of_op'}, inplace = True)\n", "train.rename(columns = {'1':'number_of_positive_axillary_nodes'}, inplace = True)\n", "train.rename(columns = {'1.1':'survival_status'}, inplace = True)\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "feb9f1ee", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:25.434086Z", "iopub.status.busy": "2023-04-28T08:56:25.433564Z", "iopub.status.idle": "2023-04-28T08:56:25.462407Z", "shell.execute_reply": "2023-04-28T08:56:25.460793Z" }, "papermill": { "duration": 0.04101, "end_time": "2023-04-28T08:56:25.465415", "exception": false, "start_time": "2023-04-28T08:56:25.424405", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>Age</th>\n", " <th>year_of_op</th>\n", " <th>number_of_positive_axillary_nodes</th>\n", " <th>survival_status</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>30</td>\n", " <td>62</td>\n", " <td>3</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>30</td>\n", " <td>65</td>\n", " <td>0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>31</td>\n", " <td>59</td>\n", " <td>2</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>31</td>\n", " <td>65</td>\n", " <td>4</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>33</td>\n", " <td>58</td>\n", " <td>10</td>\n", " <td>1</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Age year_of_op number_of_positive_axillary_nodes survival_status\n", "0 30 62 3 1\n", "1 30 65 0 1\n", "2 31 59 2 1\n", "3 31 65 4 1\n", "4 33 58 10 1" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train.head()" ] }, { "cell_type": "code", "execution_count": 5, "id": "b13ef1a5", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:25.482517Z", "iopub.status.busy": "2023-04-28T08:56:25.481868Z", "iopub.status.idle": "2023-04-28T08:56:25.511075Z", "shell.execute_reply": "2023-04-28T08:56:25.509357Z" }, "papermill": { "duration": 0.042509, "end_time": "2023-04-28T08:56:25.515221", "exception": false, "start_time": "2023-04-28T08:56:25.472712", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 209 entries, 0 to 208\n", "Data columns (total 4 columns):\n", " # Column Non-Null Count Dtype\n", "--- ------ -------------- -----\n", " 0 Age 209 non-null int64\n", " 1 year_of_op 209 non-null int64\n", " 2 number_of_positive_axillary_nodes 209 non-null int64\n", " 3 survival_status 209 non-null int64\n", "dtypes: int64(4)\n", "memory usage: 6.7 KB\n" ] } ], "source": [ "train.info()" ] }, { "cell_type": "code", "execution_count": 6, "id": "3d09599b", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:25.533144Z", "iopub.status.busy": "2023-04-28T08:56:25.532620Z", "iopub.status.idle": "2023-04-28T08:56:25.542212Z", "shell.execute_reply": "2023-04-28T08:56:25.540412Z" }, "papermill": { "duration": 0.023014, "end_time": "2023-04-28T08:56:25.545612", "exception": false, "start_time": "2023-04-28T08:56:25.522598", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "test.rename(columns = {'58':'Age'}, inplace = True)\n", "test.rename(columns = {'61':'year_of_op'}, inplace = True)\n", "test.rename(columns = {'1':'number_of_positive_axillary_nodes'}, inplace = True)\n", "# test.rename(columns = {'1.1':'survival_status '}, inplace = True)" ] }, { "cell_type": "code", "execution_count": 7, "id": "a66b4e1a", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:25.563806Z", "iopub.status.busy": "2023-04-28T08:56:25.562284Z", "iopub.status.idle": "2023-04-28T08:56:25.579956Z", "shell.execute_reply": "2023-04-28T08:56:25.577628Z" }, "papermill": { "duration": 0.030516, "end_time": "2023-04-28T08:56:25.583429", "exception": false, "start_time": "2023-04-28T08:56:25.552913", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 95 entries, 0 to 94\n", "Data columns (total 3 columns):\n", " # Column Non-Null Count Dtype\n", "--- ------ -------------- -----\n", " 0 Age 95 non-null int64\n", " 1 year_of_op 95 non-null int64\n", " 2 number_of_positive_axillary_nodes 95 non-null int64\n", "dtypes: int64(3)\n", "memory usage: 2.4 KB\n" ] } ], "source": [ "test.info()" ] }, { "cell_type": "code", "execution_count": 8, "id": "f185b9e7", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:25.600583Z", "iopub.status.busy": "2023-04-28T08:56:25.600037Z", "iopub.status.idle": "2023-04-28T08:56:25.906364Z", "shell.execute_reply": "2023-04-28T08:56:25.905138Z" }, "papermill": { "duration": 0.31879, "end_time": "2023-04-28T08:56:25.909693", "exception": false, "start_time": "2023-04-28T08:56:25.590903", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "# Create a scatter plot\n", "plt.scatter(train['Age'], train['number_of_positive_axillary_nodes'])\n", "plt.xlabel('Age')\n", "plt.ylabel('Number of Positive Axillary Nodes')\n", "plt.title('Scatter Plot of Age vs Number of Positive Axillary Nodes')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "077586ce", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:25.929122Z", "iopub.status.busy": "2023-04-28T08:56:25.928159Z", "iopub.status.idle": "2023-04-28T08:56:25.944417Z", "shell.execute_reply": "2023-04-28T08:56:25.942668Z" }, "papermill": { "duration": 0.030335, "end_time": "2023-04-28T08:56:25.948083", "exception": false, "start_time": "2023-04-28T08:56:25.917748", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>Age</th>\n", " <th>year_of_op</th>\n", " <th>number_of_positive_axillary_nodes</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>58</td>\n", " <td>67</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>58</td>\n", " <td>58</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>58</td>\n", " <td>58</td>\n", " <td>3</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>58</td>\n", " <td>61</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>59</td>\n", " <td>62</td>\n", " <td>35</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Age year_of_op number_of_positive_axillary_nodes\n", "0 58 67 0\n", "1 58 58 0\n", "2 58 58 3\n", "3 58 61 2\n", "4 59 62 35" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test.head()" ] }, { "cell_type": "code", "execution_count": 10, "id": "03d57e47", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:25.968023Z", "iopub.status.busy": "2023-04-28T08:56:25.966459Z", "iopub.status.idle": "2023-04-28T08:56:27.672094Z", "shell.execute_reply": "2023-04-28T08:56:27.670356Z" }, "papermill": { "duration": 1.719396, "end_time": "2023-04-28T08:56:27.675752", "exception": false, "start_time": "2023-04-28T08:56:25.956356", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.metrics import accuracy_score\n", "\n", "X = train[['Age', 'year_of_op', 'number_of_positive_axillary_nodes']]\n", "y = train['survival_status']\n", "\n", "# Create a Decision Tree Classifier model\n", "model = DecisionTreeClassifier()" ] }, { "cell_type": "code", "execution_count": 11, "id": "1c94c66a", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:27.694664Z", "iopub.status.busy": "2023-04-28T08:56:27.693840Z", "iopub.status.idle": "2023-04-28T08:56:27.714167Z", "shell.execute_reply": "2023-04-28T08:56:27.712886Z" }, "papermill": { "duration": 0.033095, "end_time": "2023-04-28T08:56:27.716858", "exception": false, "start_time": "2023-04-28T08:56:27.683763", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.7857142857142857\n" ] } ], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "# Split the dataset into training and testing sets\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", "\n", "# Create a Decision Tree Classifier model\n", "model = DecisionTreeClassifier()\n", "\n", "# Train the model on the training set\n", "model.fit(X_train, y_train)\n", "\n", "# Make predictions on the testing set\n", "y_pred = model.predict(X_test)\n", "\n", "# Calculate the accuracy of the model\n", "accuracy = accuracy_score(y_test, y_pred)\n", "\n", "# Print the accuracy of the model\n", "print(\"Accuracy:\", accuracy)" ] }, { "cell_type": "code", "execution_count": 12, "id": "6a4085c4", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:27.736908Z", "iopub.status.busy": "2023-04-28T08:56:27.736099Z", "iopub.status.idle": "2023-04-28T08:56:27.753569Z", "shell.execute_reply": "2023-04-28T08:56:27.751779Z" }, "papermill": { "duration": 0.03141, "end_time": "2023-04-28T08:56:27.757602", "exception": false, "start_time": "2023-04-28T08:56:27.726192", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "DecisionTreeClassifier()" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(X, y)" ] }, { "cell_type": "code", "execution_count": 13, "id": "ae398af8", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:27.778114Z", "iopub.status.busy": "2023-04-28T08:56:27.776280Z", "iopub.status.idle": "2023-04-28T08:56:27.786142Z", "shell.execute_reply": "2023-04-28T08:56:27.784593Z" }, "papermill": { "duration": 0.023332, "end_time": "2023-04-28T08:56:27.789529", "exception": false, "start_time": "2023-04-28T08:56:27.766197", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "y_pred = model.predict(test)" ] }, { "cell_type": "code", "execution_count": 14, "id": "4fc1c415", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:27.809840Z", "iopub.status.busy": "2023-04-28T08:56:27.808785Z", "iopub.status.idle": "2023-04-28T08:56:27.816852Z", "shell.execute_reply": "2023-04-28T08:56:27.815541Z" }, "papermill": { "duration": 0.022624, "end_time": "2023-04-28T08:56:27.820707", "exception": false, "start_time": "2023-04-28T08:56:27.798083", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "test['Expected'] = y_pred" ] }, { "cell_type": "code", "execution_count": 15, "id": "6e56f964", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:27.839992Z", "iopub.status.busy": "2023-04-28T08:56:27.839027Z", "iopub.status.idle": "2023-04-28T08:56:27.851551Z", "shell.execute_reply": "2023-04-28T08:56:27.849840Z" }, "papermill": { "duration": 0.025863, "end_time": "2023-04-28T08:56:27.854784", "exception": false, "start_time": "2023-04-28T08:56:27.828921", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>Age</th>\n", " <th>year_of_op</th>\n", " <th>number_of_positive_axillary_nodes</th>\n", " <th>Expected</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>58</td>\n", " <td>67</td>\n", " <td>0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>58</td>\n", " <td>58</td>\n", " <td>0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>58</td>\n", " <td>58</td>\n", " <td>3</td>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>58</td>\n", " <td>61</td>\n", " <td>2</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>59</td>\n", " <td>62</td>\n", " <td>35</td>\n", " <td>2</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Age year_of_op number_of_positive_axillary_nodes Expected\n", "0 58 67 0 1\n", "1 58 58 0 1\n", "2 58 58 3 2\n", "3 58 61 2 1\n", "4 59 62 35 2" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test.head()" ] }, { "cell_type": "code", "execution_count": 16, "id": "e7fa7f50", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:27.874837Z", "iopub.status.busy": "2023-04-28T08:56:27.873396Z", "iopub.status.idle": "2023-04-28T08:56:27.886710Z", "shell.execute_reply": "2023-04-28T08:56:27.885069Z" }, "papermill": { "duration": 0.027038, "end_time": "2023-04-28T08:56:27.890170", "exception": false, "start_time": "2023-04-28T08:56:27.863132", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "test.to_csv('submission.csv')" ] }, { "cell_type": "code", "execution_count": 17, "id": "43c70e57", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:27.909775Z", "iopub.status.busy": "2023-04-28T08:56:27.909115Z", "iopub.status.idle": "2023-04-28T08:56:27.918852Z", "shell.execute_reply": "2023-04-28T08:56:27.917410Z" }, "papermill": { "duration": 0.023163, "end_time": "2023-04-28T08:56:27.922150", "exception": false, "start_time": "2023-04-28T08:56:27.898987", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(95, 4)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test.shape" ] }, { "cell_type": "code", "execution_count": 18, "id": "c6864e70", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:27.941430Z", "iopub.status.busy": "2023-04-28T08:56:27.940836Z", "iopub.status.idle": "2023-04-28T08:56:27.958036Z", "shell.execute_reply": "2023-04-28T08:56:27.955987Z" }, "papermill": { "duration": 0.030287, "end_time": "2023-04-28T08:56:27.961005", "exception": false, "start_time": "2023-04-28T08:56:27.930718", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 95 entries, 0 to 94\n", "Data columns (total 4 columns):\n", " # Column Non-Null Count Dtype\n", "--- ------ -------------- -----\n", " 0 Age 95 non-null int64\n", " 1 year_of_op 95 non-null int64\n", " 2 number_of_positive_axillary_nodes 95 non-null int64\n", " 3 Expected 95 non-null int64\n", "dtypes: int64(4)\n", "memory usage: 3.1 KB\n" ] } ], "source": [ "test.info()" ] }, { "cell_type": "code", "execution_count": 19, "id": "a9abebb0", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:27.980394Z", "iopub.status.busy": "2023-04-28T08:56:27.979841Z", "iopub.status.idle": "2023-04-28T08:56:27.986513Z", "shell.execute_reply": "2023-04-28T08:56:27.984723Z" }, "papermill": { "duration": 0.020236, "end_time": "2023-04-28T08:56:27.989755", "exception": false, "start_time": "2023-04-28T08:56:27.969519", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "submission = test" ] }, { "cell_type": "code", "execution_count": 20, "id": "fe1b7cbb", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:28.011059Z", "iopub.status.busy": "2023-04-28T08:56:28.010287Z", "iopub.status.idle": "2023-04-28T08:56:28.021142Z", "shell.execute_reply": "2023-04-28T08:56:28.019377Z" }, "papermill": { "duration": 0.025628, "end_time": "2023-04-28T08:56:28.024639", "exception": false, "start_time": "2023-04-28T08:56:27.999011", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "submission['ID'] = [i for i in range(1, 96)]\n", "submission = submission[['ID','Expected']]\n" ] }, { "cell_type": "code", "execution_count": 21, "id": "0b1a92a3", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:28.045121Z", "iopub.status.busy": "2023-04-28T08:56:28.044229Z", "iopub.status.idle": "2023-04-28T08:56:28.052019Z", "shell.execute_reply": "2023-04-28T08:56:28.050732Z" }, "papermill": { "duration": 0.02144, "end_time": "2023-04-28T08:56:28.055022", "exception": false, "start_time": "2023-04-28T08:56:28.033582", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "submission = submission.set_index('ID')" ] }, { "cell_type": "code", "execution_count": 22, "id": "3ea9833a", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:28.075400Z", "iopub.status.busy": "2023-04-28T08:56:28.074491Z", "iopub.status.idle": "2023-04-28T08:56:28.086632Z", "shell.execute_reply": "2023-04-28T08:56:28.085569Z" }, "papermill": { "duration": 0.025634, "end_time": "2023-04-28T08:56:28.089288", "exception": false, "start_time": "2023-04-28T08:56:28.063654", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>Expected</th>\n", " </tr>\n", " <tr>\n", " <th>ID</th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>1</th>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>2</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>5</th>\n", " <td>2</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Expected\n", "ID \n", "1 1\n", "2 1\n", "3 2\n", "4 1\n", "5 2" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "submission.head()" ] }, { "cell_type": "code", "execution_count": 23, "id": "cd351836", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:56:28.109523Z", "iopub.status.busy": "2023-04-28T08:56:28.109025Z", "iopub.status.idle": "2023-04-28T08:56:28.116820Z", "shell.execute_reply": "2023-04-28T08:56:28.115419Z" }, "papermill": { "duration": 0.021331, "end_time": "2023-04-28T08:56:28.119633", "exception": false, "start_time": "2023-04-28T08:56:28.098302", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "submission.to_csv('sub.csv')" ] }, { "cell_type": "code", "execution_count": null, "id": "9116d2a0", "metadata": { "papermill": { "duration": 0.008304, "end_time": "2023-04-28T08:56:28.136641", "exception": false, "start_time": "2023-04-28T08:56:28.128337", "status": "completed" }, "tags": [] }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 18.747444, "end_time": "2023-04-28T08:56:29.374465", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T08:56:10.627021", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/548/127548214.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "71039fc8", "metadata": { "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", "execution": { "iopub.execute_input": "2023-04-28T08:59:21.300696Z", "iopub.status.busy": "2023-04-28T08:59:21.300247Z", "iopub.status.idle": "2023-04-28T08:59:21.317847Z", "shell.execute_reply": "2023-04-28T08:59:21.316468Z" }, "papermill": { "duration": 0.026965, "end_time": "2023-04-28T08:59:21.320705", "exception": false, "start_time": "2023-04-28T08:59:21.293740", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/kaggle/input/mall-customers/Mall_Customers.csv\n" ] } ], "source": [ "# This Python 3 environment comes with many helpful analytics libraries installed\n", "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n", "# For example, here's several helpful packages to load\n", "\n", "import numpy as np # linear algebra\n", "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", "\n", "# Input data files are available in the read-only \"../input/\" directory\n", "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n", "\n", "import os\n", "for dirname, _, filenames in os.walk('/kaggle/input'):\n", " for filename in filenames:\n", " print(os.path.join(dirname, filename))\n", "\n", "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n", "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session" ] }, { "cell_type": "code", "execution_count": 2, "id": "831b8935", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:59:21.330839Z", "iopub.status.busy": "2023-04-28T08:59:21.329878Z", "iopub.status.idle": "2023-04-28T08:59:22.922008Z", "shell.execute_reply": "2023-04-28T08:59:22.920595Z" }, "papermill": { "duration": 1.600387, "end_time": "2023-04-28T08:59:22.925052", "exception": false, "start_time": "2023-04-28T08:59:21.324665", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler\n", "import matplotlib.pyplot as plt\n", "from sklearn.cluster import KMeans" ] }, { "cell_type": "code", "execution_count": 3, "id": "1b2e9ebb", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:59:22.934729Z", "iopub.status.busy": "2023-04-28T08:59:22.934230Z", "iopub.status.idle": "2023-04-28T08:59:22.950957Z", "shell.execute_reply": "2023-04-28T08:59:22.949607Z" }, "papermill": { "duration": 0.025287, "end_time": "2023-04-28T08:59:22.954198", "exception": false, "start_time": "2023-04-28T08:59:22.928911", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "train_path = \"/kaggle/input/mall-customers/Mall_Customers.csv\"\n", "train_data = pd.read_csv(train_path)" ] }, { "cell_type": "code", "execution_count": 4, "id": "b0e4a385", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:59:22.963604Z", "iopub.status.busy": "2023-04-28T08:59:22.963143Z", "iopub.status.idle": "2023-04-28T08:59:22.993901Z", "shell.execute_reply": "2023-04-28T08:59:22.992590Z" }, "papermill": { "duration": 0.039105, "end_time": "2023-04-28T08:59:22.997139", "exception": false, "start_time": "2023-04-28T08:59:22.958034", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>CustomerID</th>\n", " <th>Genre</th>\n", " <th>Age</th>\n", " <th>Annual Income (k$)</th>\n", " <th>Spending Score (1-100)</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>1</td>\n", " <td>Male</td>\n", " <td>19</td>\n", " <td>15</td>\n", " <td>39</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2</td>\n", " <td>Male</td>\n", " <td>21</td>\n", " <td>15</td>\n", " <td>81</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>3</td>\n", " <td>Female</td>\n", " <td>20</td>\n", " <td>16</td>\n", " <td>6</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>4</td>\n", " <td>Female</td>\n", " <td>23</td>\n", " <td>16</td>\n", " <td>77</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>5</td>\n", " <td>Female</td>\n", " <td>31</td>\n", " <td>17</td>\n", " <td>40</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " CustomerID Genre Age Annual Income (k$) Spending Score (1-100)\n", "0 1 Male 19 15 39\n", "1 2 Male 21 15 81\n", "2 3 Female 20 16 6\n", "3 4 Female 23 16 77\n", "4 5 Female 31 17 40" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Checking the data read\n", "train_data.head()" ] }, { "cell_type": "code", "execution_count": 5, "id": "db904d64", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:59:23.007050Z", "iopub.status.busy": "2023-04-28T08:59:23.006642Z", "iopub.status.idle": "2023-04-28T08:59:23.015819Z", "shell.execute_reply": "2023-04-28T08:59:23.014372Z" }, "papermill": { "duration": 0.017032, "end_time": "2023-04-28T08:59:23.018235", "exception": false, "start_time": "2023-04-28T08:59:23.001203", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "#Choosing potential features for clustering such as Annual Income and Spending Score\n", "train_data = train_data.drop(columns=[\"CustomerID\",\"Genre\",\"Age\"],axis=1)" ] }, { "cell_type": "code", "execution_count": 6, "id": "53e94c96", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:59:23.028761Z", "iopub.status.busy": "2023-04-28T08:59:23.027727Z", "iopub.status.idle": "2023-04-28T08:59:23.036338Z", "shell.execute_reply": "2023-04-28T08:59:23.035043Z" }, "papermill": { "duration": 0.016858, "end_time": "2023-04-28T08:59:23.039065", "exception": false, "start_time": "2023-04-28T08:59:23.022207", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Index(['Annual Income (k$)', 'Spending Score (1-100)'], dtype='object')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Checking the data after dropping columns\n", "train_data.head()\n", "train_data.columns" ] }, { "cell_type": "code", "execution_count": 7, "id": "191cf6fa", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:59:23.049886Z", "iopub.status.busy": "2023-04-28T08:59:23.049417Z", "iopub.status.idle": "2023-04-28T08:59:23.066476Z", "shell.execute_reply": "2023-04-28T08:59:23.065012Z" }, "papermill": { "duration": 0.026089, "end_time": "2023-04-28T08:59:23.069232", "exception": false, "start_time": "2023-04-28T08:59:23.043143", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array([[-1.73899919, -0.43480148],\n", " [-1.73899919, 1.19570407],\n", " [-1.70082976, -1.71591298],\n", " [-1.70082976, 1.04041783],\n", " [-1.66266033, -0.39597992],\n", " [-1.66266033, 1.00159627],\n", " [-1.62449091, -1.71591298],\n", " [-1.62449091, 1.70038436],\n", " [-1.58632148, -1.83237767],\n", " [-1.58632148, 0.84631002],\n", " [-1.58632148, -1.4053405 ],\n", " [-1.58632148, 1.89449216],\n", " [-1.54815205, -1.36651894],\n", " [-1.54815205, 1.04041783],\n", " [-1.54815205, -1.44416206],\n", " [-1.54815205, 1.11806095],\n", " [-1.50998262, -0.59008772],\n", " [-1.50998262, 0.61338066],\n", " [-1.43364376, -0.82301709],\n", " [-1.43364376, 1.8556706 ],\n", " [-1.39547433, -0.59008772],\n", " 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" [ 1.00919971, 0.49691598],\n", " [ 1.00919971, -1.44416206],\n", " [ 1.00919971, 0.96277471],\n", " [ 1.00919971, -1.56062674],\n", " [ 1.00919971, 1.62274124],\n", " [ 1.04736914, -1.44416206],\n", " [ 1.04736914, 1.38981187],\n", " [ 1.04736914, -1.36651894],\n", " [ 1.04736914, 0.72984534],\n", " [ 1.23821628, -1.4053405 ],\n", " [ 1.23821628, 1.54509812],\n", " [ 1.390894 , -0.7065524 ],\n", " [ 1.390894 , 1.38981187],\n", " [ 1.42906343, -1.36651894],\n", " [ 1.42906343, 1.46745499],\n", " [ 1.46723286, -0.43480148],\n", " [ 1.46723286, 1.81684904],\n", " [ 1.54357172, -1.01712489],\n", " [ 1.54357172, 0.69102378],\n", " [ 1.61991057, -1.28887582],\n", " [ 1.61991057, 1.35099031],\n", " [ 1.61991057, -1.05594645],\n", " [ 1.61991057, 0.72984534],\n", " [ 2.00160487, -1.63826986],\n", " [ 2.00160487, 1.58391968],\n", " [ 2.26879087, -1.32769738],\n", " [ 2.26879087, 1.11806095],\n", " [ 2.49780745, -0.86183865],\n", " [ 2.49780745, 0.92395314],\n", " [ 2.91767117, -1.25005425],\n", " [ 2.91767117, 1.27334719]])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Standardazing the dataset\n", "sc = StandardScaler()\n", "train_data = sc.fit_transform(train_data)\n", "train_data" ] }, { "cell_type": "code", "execution_count": 8, "id": "8b76a299", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:59:23.080648Z", "iopub.status.busy": "2023-04-28T08:59:23.079782Z", "iopub.status.idle": "2023-04-28T08:59:23.518507Z", "shell.execute_reply": "2023-04-28T08:59:23.517217Z" }, "papermill": { "duration": 0.450851, "end_time": "2023-04-28T08:59:23.524652", "exception": false, "start_time": "2023-04-28T08:59:23.073801", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initialization complete\n", "Iteration 0, inertia 1290.7652832591377.\n", "Iteration 1, inertia 400.0.\n", "Converged at iteration 1: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 526.2573074179822.\n", "Iteration 1, inertia 400.0.\n", "Converged at iteration 1: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 407.22669164176136.\n", "Iteration 1, inertia 400.0.\n", "Converged at iteration 1: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 596.2225855537604.\n", "Iteration 1, inertia 400.0.\n", "Converged at iteration 1: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 966.0902375985731.\n", "Iteration 1, inertia 400.0.\n", "Converged at iteration 1: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 501.3496939124896.\n", "Iteration 1, inertia 400.0.\n", "Converged at iteration 1: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 407.20305569792174.\n", "Iteration 1, inertia 400.0.\n", "Converged at iteration 1: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 1298.2795482115778.\n", "Iteration 1, inertia 400.0.\n", "Converged at iteration 1: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 789.0838366098886.\n", "Iteration 1, inertia 400.0.\n", "Converged at iteration 1: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 1289.8570186187771.\n", "Iteration 1, inertia 399.99999999999994.\n", "Converged at iteration 1: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 302.6625872607488\n", "Iteration 1, inertia 274.4087079205909\n", "Iteration 2, inertia 271.8069675927586\n", "Iteration 3, inertia 271.70373329402753\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 300.8520578407638\n", "Iteration 1, inertia 274.49083394929386\n", "Iteration 2, inertia 273.6688866264201\n", "Converged at iteration 2: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 313.9596600266747\n", "Iteration 1, inertia 273.28222444455224\n", "Iteration 2, inertia 272.98899665086554\n", "Iteration 3, inertia 272.85642655248995\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 402.73686114431405\n", "Iteration 1, inertia 322.28582279802754\n", "Iteration 2, inertia 321.44986525278875\n", "Iteration 3, inertia 318.859642381856\n", "Iteration 4, inertia 310.75965348198207\n", "Iteration 5, inertia 301.6835922586276\n", "Iteration 6, inertia 286.63745345721617\n", "Iteration 7, inertia 275.63825340588755\n", "Iteration 8, inertia 271.83436099779976\n", "Iteration 9, inertia 270.8673127335954\n", "Iteration 10, inertia 270.70426664306717\n", "Converged at iteration 10: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 390.9592113979927\n", "Iteration 1, inertia 272.39842999791637\n", "Iteration 2, inertia 271.09583893755513\n", "Iteration 3, inertia 271.04332709927314\n", "Iteration 4, inertia 270.98527389511344\n", "Iteration 5, inertia 270.68505192840854\n", "Iteration 6, inertia 270.66820496844673\n", "Converged at iteration 6: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 304.93606906077315\n", "Iteration 1, inertia 274.2888253733552\n", "Iteration 2, inertia 273.6688866264201\n", "Converged at iteration 2: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 322.2333734754184\n", "Iteration 1, inertia 308.480301543015\n", "Iteration 2, inertia 301.8938106569114\n", "Iteration 3, inertia 284.8673354559586\n", "Iteration 4, inertia 272.43081912501816\n", "Iteration 5, inertia 271.0077521491154\n", "Iteration 6, inertia 270.94548422657175\n", "Iteration 7, inertia 270.89235946739046\n", "Converged at iteration 7: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 801.7298360855445\n", "Iteration 1, inertia 329.1565098919025\n", "Iteration 2, inertia 306.379279327123\n", "Iteration 3, inertia 293.43549110645665\n", "Iteration 4, inertia 279.82588413666986\n", "Iteration 5, inertia 275.6622471430421\n", "Iteration 6, inertia 273.5897549918257\n", "Iteration 7, inertia 272.72158717163256\n", "Iteration 8, inertia 272.517186778664\n", "Iteration 9, inertia 272.45981458229613\n", "Converged at iteration 9: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 325.9109589139599\n", "Iteration 1, inertia 274.7654576896416\n", "Iteration 2, inertia 273.83972237492617\n", "Iteration 3, inertia 273.19189788736753\n", "Iteration 4, inertia 272.9820647804342\n", "Iteration 5, inertia 272.85642655248995\n", "Converged at iteration 5: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 330.82388290997034\n", "Iteration 1, inertia 277.8896018326427\n", "Iteration 2, inertia 273.6688866264201\n", "Converged at iteration 2: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 186.72487187194662\n", "Iteration 1, inertia 167.09496193837344\n", "Iteration 2, inertia 161.1864696132202\n", "Iteration 3, inertia 157.84586438375342\n", "Iteration 4, inertia 157.70400815035947\n", "Converged at iteration 4: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 181.70878910356828\n", "Iteration 1, inertia 160.43297010690247\n", "Iteration 2, inertia 157.89505806160156\n", "Iteration 3, inertia 157.70400815035947\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 195.57518890358082\n", "Iteration 1, inertia 158.6581210906255\n", "Iteration 2, inertia 157.70400815035947\n", "Converged at iteration 2: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 231.28017287461367\n", "Iteration 1, inertia 164.79774241846843\n", "Iteration 2, inertia 158.27519644666813\n", "Iteration 3, inertia 157.70400815035947\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 172.28134958553025\n", "Iteration 1, inertia 158.87421629858483\n", "Iteration 2, inertia 157.70400815035947\n", "Converged at iteration 2: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 271.79894147855504\n", "Iteration 1, inertia 160.57056177007078\n", "Iteration 2, inertia 157.70400815035947\n", "Converged at iteration 2: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 295.6053051759998\n", "Iteration 1, inertia 161.57775087253512\n", "Iteration 2, inertia 157.86331223677985\n", "Iteration 3, inertia 157.70400815035947\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 258.5104094175146\n", "Iteration 1, inertia 230.0660393024691\n", "Iteration 2, inertia 196.05413877617303\n", "Iteration 3, inertia 177.9504405364798\n", "Iteration 4, inertia 164.6846888116097\n", "Iteration 5, inertia 159.924502973494\n", "Iteration 6, inertia 157.81385896280813\n", "Iteration 7, inertia 157.70400815035947\n", "Converged at iteration 7: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 188.21105959400822\n", "Iteration 1, inertia 161.71769661298907\n", "Iteration 2, inertia 157.86331223677985\n", "Iteration 3, inertia 157.70400815035947\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 313.07469904367014\n", "Iteration 1, inertia 184.29392265166194\n", "Iteration 2, inertia 179.63120580709858\n", "Iteration 3, inertia 174.60659438388848\n", "Iteration 4, inertia 170.87077086302605\n", "Iteration 5, inertia 167.13183060650908\n", "Iteration 6, inertia 161.1703416975261\n", "Iteration 7, inertia 157.86331223677988\n", "Iteration 8, inertia 157.70400815035947\n", "Converged at iteration 8: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 135.46642137349556\n", "Iteration 1, inertia 110.379159403238\n", "Iteration 2, inertia 109.25819212770412\n", "Iteration 3, inertia 109.22822707921347\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 179.98022245437699\n", "Iteration 1, inertia 130.3807181795072\n", "Iteration 2, inertia 113.21914190315218\n", "Iteration 3, inertia 109.22822707921347\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 150.18965714554207\n", "Iteration 1, inertia 128.00396830943362\n", "Iteration 2, inertia 121.9897647598229\n", "Iteration 3, inertia 114.0288673871994\n", "Iteration 4, inertia 109.077489936073\n", "Iteration 5, inertia 108.92131661364358\n", "Converged at iteration 5: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 150.3578513863519\n", "Iteration 1, inertia 122.42461963556877\n", "Iteration 2, inertia 120.4499629326122\n", "Iteration 3, inertia 119.42243325522988\n", "Iteration 4, inertia 114.25816098839294\n", "Iteration 5, inertia 109.25541438404386\n", "Iteration 6, inertia 108.92131661364358\n", "Converged at iteration 6: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 183.4597068339828\n", "Iteration 1, inertia 161.03296488076992\n", "Iteration 2, inertia 147.82176481091204\n", "Iteration 3, inertia 143.52581076004878\n", "Iteration 4, inertia 141.95763927921922\n", "Iteration 5, inertia 141.6288802438372\n", "Iteration 6, inertia 141.33155279066563\n", "Iteration 7, inertia 141.2372331345211\n", "Converged at iteration 7: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 198.30416401646787\n", "Iteration 1, inertia 145.28286313734904\n", "Iteration 2, inertia 122.48910346389533\n", "Iteration 3, inertia 110.54318129241078\n", "Iteration 4, inertia 109.22822707921347\n", "Converged at iteration 4: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 170.1217070211885\n", "Iteration 1, inertia 113.87343508788936\n", "Iteration 2, inertia 108.96246547334977\n", "Iteration 3, inertia 108.92131661364357\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 149.14629297192067\n", "Iteration 1, inertia 127.3060943138704\n", "Iteration 2, inertia 124.81939261074857\n", "Iteration 3, inertia 123.84978907402137\n", "Iteration 4, inertia 123.17528991681101\n", "Iteration 5, inertia 123.04810551318218\n", "Iteration 6, inertia 122.92713910307978\n", "Iteration 7, inertia 122.8939168738125\n", "Converged at iteration 7: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 143.94262720706786\n", "Iteration 1, inertia 109.96399220704762\n", "Iteration 2, inertia 108.96246547334977\n", "Iteration 3, inertia 108.92131661364358\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 148.03351849646987\n", "Iteration 1, inertia 124.10610575308118\n", "Iteration 2, inertia 122.29571868969896\n", "Iteration 3, inertia 117.9044288719621\n", "Iteration 4, inertia 111.29441690870784\n", "Iteration 5, inertia 109.51653180789938\n", "Iteration 6, inertia 109.25819212770412\n", "Iteration 7, inertia 109.22822707921347\n", "Converged at iteration 7: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 107.23751383452634\n", "Iteration 1, inertia 75.3750293915715\n", "Iteration 2, inertia 68.35136912883296\n", "Iteration 3, inertia 66.07634239440127\n", "Iteration 4, inertia 65.60762960738899\n", "Iteration 5, inertia 65.56840815571681\n", "Converged at iteration 5: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 103.28603088729614\n", "Iteration 1, inertia 66.40529735271137\n", "Iteration 2, inertia 65.6143693966994\n", "Iteration 3, inertia 65.57885579985047\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 99.31623054908329\n", "Iteration 1, inertia 66.17884877966728\n", "Iteration 2, inertia 65.6143693966994\n", "Iteration 3, inertia 65.57885579985047\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 137.53868589352004\n", "Iteration 1, inertia 115.25720290980298\n", "Iteration 2, inertia 113.45509615850426\n", "Iteration 3, inertia 112.79351858027634\n", "Iteration 4, inertia 112.31214267423466\n", "Iteration 5, inertia 111.981091559211\n", "Converged at iteration 5: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 178.06723134748256\n", "Iteration 1, inertia 101.91480478291165\n", "Iteration 2, inertia 85.90884405985074\n", "Iteration 3, inertia 79.56781320682305\n", "Iteration 4, inertia 74.39784209046012\n", "Iteration 5, inertia 69.0783059126289\n", "Iteration 6, inertia 66.27083922013568\n", "Iteration 7, inertia 65.60762960738899\n", "Iteration 8, inertia 65.56840815571681\n", "Converged at iteration 8: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 148.47596412781476\n", "Iteration 1, inertia 88.38296201667237\n", "Iteration 2, inertia 76.3767107413632\n", "Iteration 3, inertia 69.24252298227488\n", "Iteration 4, inertia 66.04987198764861\n", "Iteration 5, inertia 65.60762960738899\n", "Iteration 6, inertia 65.56840815571681\n", "Converged at iteration 6: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 111.04392703091787\n", "Iteration 1, inertia 80.44391682916904\n", "Iteration 2, inertia 71.05106837552982\n", "Iteration 3, inertia 66.24178472452735\n", "Iteration 4, inertia 65.56840815571681\n", "Converged at iteration 4: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 93.62167242230436\n", "Iteration 1, inertia 75.47742118682473\n", "Iteration 2, inertia 69.23314568904257\n", "Iteration 3, inertia 66.27083922013568\n", "Iteration 4, inertia 65.60762960738899\n", "Iteration 5, inertia 65.56840815571681\n", "Converged at iteration 5: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 123.57322892593348\n", "Iteration 1, inertia 96.10860391378392\n", "Iteration 2, inertia 86.05561453501974\n", "Iteration 3, inertia 72.02263123827228\n", "Iteration 4, inertia 65.65465237328743\n", "Iteration 5, inertia 65.60384752570876\n", "Iteration 6, inertia 65.56840815571681\n", "Converged at iteration 6: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 108.82124364626374\n", "Iteration 1, inertia 65.77904438836994\n", "Iteration 2, inertia 65.57885579985047\n", "Converged at iteration 2: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 76.60922883078715\n", "Iteration 1, inertia 56.282721608594244\n", "Iteration 2, inertia 55.32981497300301\n", "Iteration 3, inertia 55.11422576528423\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 106.08834618906636\n", "Iteration 1, inertia 71.11322986154991\n", "Iteration 2, inertia 63.62017554713934\n", "Iteration 3, inertia 58.20911406516209\n", "Iteration 4, inertia 55.82430039889398\n", "Iteration 5, inertia 55.46352681555224\n", "Iteration 6, inertia 55.37581558455638\n", "Converged at iteration 6: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 77.10523633390339\n", "Iteration 1, inertia 62.18462082141984\n", "Iteration 2, inertia 60.83867702039511\n", "Iteration 3, inertia 60.41490384711044\n", "Iteration 4, inertia 59.30753262397596\n", "Iteration 5, inertia 56.37324686992167\n", "Iteration 6, inertia 55.594097933677915\n", "Iteration 7, inertia 55.11422576528423\n", "Converged at iteration 7: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 83.76335853354074\n", "Iteration 1, inertia 61.27485356695236\n", "Iteration 2, inertia 60.70613183513149\n", "Iteration 3, inertia 60.56804992388549\n", "Iteration 4, inertia 60.33022722122864\n", "Iteration 5, inertia 59.4118335056384\n", "Iteration 6, inertia 58.9823765597109\n", "Iteration 7, inertia 58.33363412761804\n", "Iteration 8, inertia 57.791168674981336\n", "Iteration 9, inertia 57.37478589039935\n", "Iteration 10, inertia 57.32101771946201\n", "Converged at iteration 10: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 97.36368397960243\n", "Iteration 1, inertia 61.393395338991844\n", "Iteration 2, inertia 60.407738882882356\n", "Iteration 3, inertia 58.10741792438887\n", "Iteration 4, inertia 55.95007880016668\n", "Iteration 5, inertia 55.47095280021219\n", "Iteration 6, inertia 55.11422576528423\n", "Converged at iteration 6: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 82.98771696492992\n", "Iteration 1, inertia 57.2080963828986\n", "Iteration 2, inertia 55.46627316538574\n", "Iteration 3, inertia 55.37581558455638\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 80.64824647039703\n", "Iteration 1, inertia 56.56945718893492\n", "Iteration 2, inertia 55.494441633681134\n", "Iteration 3, inertia 55.067795914519664\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 76.97247607169915\n", "Iteration 1, inertia 58.51843479670849\n", "Iteration 2, inertia 56.102787276128524\n", "Iteration 3, inertia 55.45152040904417\n", "Iteration 4, inertia 55.377346157653335\n", "Converged at iteration 4: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 95.70527302006525\n", "Iteration 1, inertia 64.62455417104337\n", "Iteration 2, inertia 57.88174183955442\n", "Iteration 3, inertia 57.427648821410884\n", "Iteration 4, inertia 57.32101771946202\n", "Converged at iteration 4: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 96.97174954389504\n", "Iteration 1, inertia 72.82491716346738\n", "Iteration 2, inertia 65.19223316053132\n", "Iteration 3, inertia 59.09354804645635\n", "Iteration 4, inertia 55.80620918556944\n", "Iteration 5, inertia 55.14299957282274\n", "Iteration 6, inertia 55.10377812115057\n", "Converged at iteration 6: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 76.81371151445958\n", "Iteration 1, inertia 53.55697014489391\n", "Iteration 2, inertia 53.02466022862534\n", "Iteration 3, inertia 52.94395107781075\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 81.1394192980156\n", "Iteration 1, inertia 50.29495514378275\n", "Iteration 2, inertia 47.9105539926213\n", "Iteration 3, inertia 47.24157275450944\n", "Iteration 4, inertia 46.90023815486754\n", "Iteration 5, inertia 46.856387684895786\n", "Converged at iteration 5: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 75.94411993230737\n", "Iteration 1, inertia 53.03823211540901\n", "Iteration 2, inertia 47.943866027588854\n", "Iteration 3, inertia 47.07451308407191\n", "Iteration 4, inertia 47.032919571077116\n", "Iteration 5, inertia 47.005890822986146\n", "Iteration 6, inertia 46.920512383136916\n", "Iteration 7, inertia 46.8762033881047\n", "Iteration 8, inertia 46.87068757489706\n", "Converged at iteration 8: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 85.90960342358078\n", "Iteration 1, inertia 52.83532625235411\n", "Iteration 2, inertia 47.329284111821906\n", "Iteration 3, inertia 45.42819422320538\n", "Iteration 4, inertia 44.9127161230871\n", "Converged at iteration 4: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 71.45607510824212\n", "Iteration 1, inertia 52.16162063203446\n", "Iteration 2, inertia 49.06485951535073\n", "Iteration 3, inertia 47.884851739444585\n", "Iteration 4, inertia 47.27384446058959\n", "Iteration 5, inertia 46.91711742566163\n", "Converged at iteration 5: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 60.03862667824079\n", "Iteration 1, inertia 52.21739614676028\n", "Iteration 2, inertia 51.8586442432223\n", "Iteration 3, inertia 51.82313064637337\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 77.19098071378005\n", "Iteration 1, inertia 52.3321006420721\n", "Iteration 2, inertia 51.62507367687846\n", "Iteration 3, inertia 51.54285934409218\n", "Iteration 4, inertia 51.515733872467734\n", "Converged at iteration 4: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 68.21718755877552\n", "Iteration 1, inertia 49.62381487067562\n", "Iteration 2, inertia 47.86825853308039\n", "Iteration 3, inertia 47.50071873256829\n", "Iteration 4, inertia 47.47368998447732\n", "Iteration 5, inertia 47.38831154462808\n", "Iteration 6, inertia 47.344002549595864\n", "Iteration 7, inertia 47.33848673638823\n", "Converged at iteration 7: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 81.97772927144396\n", "Iteration 1, inertia 54.30902539386856\n", "Iteration 2, inertia 49.432862880987486\n", "Iteration 3, inertia 47.419294055494305\n", "Iteration 4, inertia 47.136678544911646\n", "Iteration 5, inertia 47.09448162321939\n", "Iteration 6, inertia 47.079349421841684\n", "Iteration 7, inertia 47.052320673750714\n", "Iteration 8, inertia 46.96694223390149\n", "Iteration 9, inertia 46.92263323886927\n", "Iteration 10, inertia 46.91711742566163\n", "Converged at iteration 10: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 66.86588154558974\n", "Iteration 1, inertia 54.99207025525398\n", "Iteration 2, inertia 53.167373737960176\n", "Iteration 3, inertia 51.53907699574137\n", "Iteration 4, inertia 49.32962859854217\n", "Iteration 5, inertia 48.07579166711984\n", "Iteration 6, inertia 47.736824877043986\n", "Iteration 7, inertia 47.69281771215213\n", "Converged at iteration 7: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 64.58704520395\n", "Iteration 1, inertia 38.89304884134038\n", "Iteration 2, inertia 37.6786072734595\n", "Iteration 3, inertia 37.28528769450828\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 64.54361598925492\n", "Iteration 1, inertia 45.39413338769251\n", "Iteration 2, inertia 43.58590322318569\n", "Iteration 3, inertia 43.21296923326341\n", "Iteration 4, inertia 43.01405973668235\n", "Iteration 5, inertia 42.99389034703953\n", "Iteration 6, inertia 42.949857939642634\n", "Iteration 7, inertia 42.925556261492375\n", "Iteration 8, inertia 42.89040005720955\n", "Iteration 9, inertia 42.86281078197146\n", "Iteration 10, inertia 42.85689766489741\n", "Converged at iteration 10: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 59.64911007124563\n", "Iteration 1, inertia 44.31880531198055\n", "Iteration 2, inertia 43.855823782064235\n", "Iteration 3, inertia 43.70946718674401\n", "Iteration 4, inertia 43.65719008196629\n", "Iteration 5, inertia 43.58170174286311\n", "Iteration 6, inertia 43.557940819382104\n", "Converged at iteration 6: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 55.50029308339899\n", "Iteration 1, inertia 46.30233432424994\n", "Iteration 2, inertia 44.87104126653095\n", "Iteration 3, inertia 44.59883141258602\n", "Iteration 4, inertia 43.72326572142296\n", "Iteration 5, inertia 43.353242366541494\n", "Iteration 6, inertia 43.09252992015539\n", "Iteration 7, inertia 42.51671279482992\n", "Iteration 8, inertia 42.21736706147805\n", "Iteration 9, inertia 42.10915347199527\n", "Iteration 10, inertia 42.074467289944025\n", "Iteration 11, inertia 42.03369214040934\n", "Converged at iteration 11: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 47.41972564511157\n", "Iteration 1, inertia 40.25271747608391\n", "Iteration 2, inertia 39.40158271393048\n", "Iteration 3, inertia 38.921710545536804\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 54.0981095017073\n", "Iteration 1, inertia 38.73696678680222\n", "Iteration 2, inertia 37.95404093966748\n", "Iteration 3, inertia 37.694575001641404\n", "Iteration 4, inertia 37.65072453166966\n", "Converged at iteration 4: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 53.95892267975894\n", "Iteration 1, inertia 46.05909420753173\n", "Iteration 2, inertia 42.98267286205844\n", "Iteration 3, inertia 41.78661779256093\n", "Iteration 4, inertia 41.5966253440002\n", "Converged at iteration 4: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 61.123750127036026\n", "Iteration 1, inertia 42.97996357880886\n", "Iteration 2, inertia 41.46351232228667\n", "Iteration 3, inertia 41.209131961088936\n", "Iteration 4, inertia 40.78296871081773\n", "Iteration 5, inertia 40.75185453875426\n", "Converged at iteration 5: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 63.39272911998063\n", "Iteration 1, inertia 42.94954270678458\n", "Iteration 2, inertia 41.93332175030445\n", "Iteration 3, inertia 41.24929051747387\n", "Iteration 4, inertia 39.07854638339017\n", "Iteration 5, inertia 38.097989433478006\n", "Iteration 6, inertia 37.78202141953656\n", "Iteration 7, inertia 37.7364034625416\n", "Converged at iteration 7: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 53.80077010882748\n", "Iteration 1, inertia 41.82769410875489\n", "Iteration 2, inertia 38.98278426248079\n", "Iteration 3, inertia 38.038074826877185\n", "Iteration 4, inertia 37.393652854742\n", "Iteration 5, inertia 37.15916051803744\n", "Iteration 6, inertia 37.15135706793106\n", "Converged at iteration 6: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 45.67415916272971\n", "Iteration 1, inertia 35.69776258160181\n", "Iteration 2, inertia 34.91110068569166\n", "Iteration 3, inertia 34.851810470174854\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 51.063319481718786\n", "Iteration 1, inertia 33.16896565940788\n", "Iteration 2, inertia 32.49756282203741\n", "Iteration 3, inertia 32.41463300353827\n", "Iteration 4, inertia 32.40665967645661\n", "Converged at iteration 4: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 54.43973343953186\n", "Iteration 1, inertia 35.07867517427281\n", "Iteration 2, inertia 33.37242571261958\n", "Iteration 3, inertia 32.9603498100256\n", "Iteration 4, inertia 32.88229553765273\n", "Iteration 5, inertia 32.84713933336991\n", "Iteration 6, inertia 32.819550058131824\n", "Iteration 7, inertia 32.813636941057766\n", "Converged at iteration 7: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 50.9236184533452\n", "Iteration 1, inertia 40.82060526110865\n", "Iteration 2, inertia 40.22161593678416\n", "Iteration 3, inertia 40.215687080849435\n", "Converged at iteration 3: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 53.441496247826514\n", "Iteration 1, inertia 43.25295095154787\n", "Iteration 2, inertia 42.1420592639538\n", "Iteration 3, inertia 41.73269968960473\n", "Iteration 4, inertia 41.70897821792462\n", "Converged at iteration 4: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 51.73351927359381\n", "Iteration 1, inertia 35.53068100723098\n", "Iteration 2, inertia 34.499234902822174\n", "Iteration 3, inertia 34.0466512903518\n", "Iteration 4, inertia 34.01479821420297\n", "Iteration 5, inertia 34.00886935826824\n", "Converged at iteration 5: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 56.95431226917223\n", "Iteration 1, inertia 43.68763128001687\n", "Iteration 2, inertia 41.14450907895558\n", "Iteration 3, inertia 39.18050395876806\n", "Iteration 4, inertia 37.182689712662686\n", "Iteration 5, inertia 37.0776689060767\n", "Iteration 6, inertia 37.07205329688471\n", "Converged at iteration 6: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 49.548414081217\n", "Iteration 1, inertia 34.34149190198685\n", "Iteration 2, inertia 33.18916188914791\n", "Iteration 3, inertia 32.87849943751229\n", "Iteration 4, inertia 32.83418735952678\n", "Iteration 5, inertia 32.82802898718322\n", "Converged at iteration 5: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 52.85821727545896\n", "Iteration 1, inertia 33.78062487191605\n", "Iteration 2, inertia 32.817198891549886\n", "Iteration 3, inertia 32.566835804738815\n", "Iteration 4, inertia 32.525697852682185\n", "Iteration 5, inertia 32.508590262400844\n", "Iteration 6, inertia 32.49546646476206\n", "Iteration 7, inertia 32.49026299850453\n", "Iteration 8, inertia 32.44865134833634\n", "Converged at iteration 8: strict convergence.\n", "Initialization complete\n", "Iteration 0, inertia 62.634664039070024\n", "Iteration 1, inertia 45.72152295354425\n", "Iteration 2, inertia 42.41162985858721\n", "Iteration 3, inertia 40.46462344437309\n", "Iteration 4, inertia 39.96144319063367\n", "Iteration 5, inertia 39.87014634153063\n", "Iteration 6, inertia 39.64778383420744\n", "Iteration 7, inertia 39.43655746476782\n", "Iteration 8, inertia 39.178079840911124\n", "Iteration 9, inertia 38.949464929499\n", "Iteration 10, inertia 38.6446498576302\n", "Iteration 11, inertia 38.46142933267638\n", "Iteration 12, inertia 37.51095412863606\n", "Iteration 13, inertia 35.69838304648043\n", "Iteration 14, inertia 33.63626487907778\n", "Iteration 15, inertia 32.85711594283402\n", "Iteration 16, inertia 32.377243774440345\n", "Converged at iteration 16: strict convergence.\n" ] } ], "source": [ "#Choosing the optimal value of K\n", "inertias = []\n", "k = []\n", "\n", "for i in range(1,10):\n", " model = KMeans(n_clusters=i,verbose=1)\n", " model.fit(train_data)\n", " k.append(i)\n", " inertias.append(model.inertia_)" ] }, { "cell_type": "code", "execution_count": 9, "id": "c1c389d6", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:59:23.538967Z", "iopub.status.busy": "2023-04-28T08:59:23.538535Z", "iopub.status.idle": "2023-04-28T08:59:23.826885Z", "shell.execute_reply": "2023-04-28T08:59:23.825841Z" }, "papermill": { "duration": 0.29871, "end_time": "2023-04-28T08:59:23.829795", "exception": false, "start_time": "2023-04-28T08:59:23.531085", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "[<matplotlib.lines.Line2D at 0x755c7d26cb50>]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xiIiIWg0Lihtr56/E1P7RAICl27iKQkREbQcLipubOSgGSoUMP50tw495l6SOQ0RE1CpYUNxceKAvJt8dCaD+WhQiIqK2gAXFAzw1pDPkMgE/nLiAXwrKpI5DRETU4lhQPEBUsD8m9jEAAJZvPylxGiIiopbHguIhZg/rDEEANh8x4kRxudRxiIiIWhQLiofoEq7BmO56AMCKTK6iEBGRd2NB8SCzh9c/RPCLg4XIv1QpcRoiIqKWw4LiQXpFtsPg2FDY60S8v4OrKERE5L1YUDxM8vAuAIB/7ytAibla4jREREQtgwXFw/SLCUbf6CDYauvwYVae1HGIiIhaRKMKyooVK9CrVy8EBgYiMDAQAwYMwKZNmxyvi6KIRYsWwWAwwM/PD8OGDcORI0ecPsNqtWLu3LkIDQ2FWq3GhAkTUFBQ4JqzaQMEQUDy5WtR1u45g7JKm8SJiIiIXK9RBSUyMhKvvvoq9u3bh3379mHEiBGYOHGio4S8/vrrWLJkCZYuXYrs7Gzo9XqMHj0a5eW/3RabkpKC9PR0pKWlISsrCxaLBePHj4fdbnftmXmx4V3D0U2vQYXNjo92nZE6DhERkcsJYjOfQBccHIw33ngDM2bMgMFgQEpKChYsWACgfrVEp9Phtddew1NPPQWTyYSwsDCsWbMGU6ZMAQAUFhYiKioKGzduxJgxY27rZ5rNZmi1WphMJgQGBjYnvsf66udCzF1/AO38fbBzwQioVQqpIxEREd1UY35/N/kaFLvdjrS0NFRUVGDAgAHIy8uD0WhEYmKi4xiVSoWhQ4di165dAID9+/ejpqbG6RiDwYD4+HjHMQ2xWq0wm81OW1t3f88IdAzxR1llDdbvPSt1HCIiIpdqdEE5dOgQAgICoFKpMGvWLKSnp6N79+4wGo0AAJ1O53S8TqdzvGY0GqFUKhEUFHTDYxqSmpoKrVbr2KKiohob2+vIZQKeHlZ/LcrKHadgreVXZERE5D0aXVC6du2KgwcPYs+ePXj66acxbdo0HD161PG6IAhOx4uieN2+a93qmIULF8JkMjm2/Pz8xsb2Sg/cGYkIrS9Kyq34bP85qeMQERG5TKMLilKpRJcuXXD33XcjNTUVvXv3xjvvvAO9vn4M+7UrISUlJY5VFb1eD5vNhtLS0hse0xCVSuW4c+jKRoBSIcOTgzsBAN7LPIlae53EiYiIiFyj2XNQRFGE1WpFTEwM9Ho9tm7d6njNZrMhMzMTCQkJAIC+ffvCx8fH6ZiioiIcPnzYcQw1zu/vjUKwWomzlyrxzaEiqeMQERG5RKNu/XjxxRcxduxYREVFoby8HGlpacjIyMDmzZshCAJSUlKwePFixMbGIjY2FosXL4a/vz8effRRAIBWq8XMmTMxb948hISEIDg4GPPnz0fPnj0xatSoFjlBb+evVGDGwI74ny05WL79JJJ6GSCT3fwrNSIiInfXqIJSXFyMxx9/HEVFRdBqtejVqxc2b96M0aNHAwBeeOEFVFVVYfbs2SgtLUW/fv2wZcsWaDQax2e89dZbUCgUmDx5MqqqqjBy5EisXr0acrnctWfWhjw+oCPezzyF48Xl+P5YCUZ3v/HXZURERJ6g2XNQpMA5KNd7ffMxLM84id5R7bBhdsItL0wmIiJqba0yB4Xcy4xBMVApZPg5vwy7Tl6UOg4REVGzsKB4idAAFR65twMAYNn2XInTEBERNQ8Lihd5ckgnKGQCdp28iJ/Olt76DURERG6KBcWLtG/nhwfubA8AWL79pMRpiIiImo4FxcvMGtYZggB892sxjhn5zCIiIvJMLChepnNYAO6PjwAArMjgKgoREXkmFhQvdOUhgl/9XIgzFyskTkNERNR4LCheKL69FsO6hqFOBN7LPCV1HCIiokZjQfFSycO7AAA+218Ao6la4jRERESNw4Lipe7pGIx7OwbDZq/DP3/gKgoREXkWFhQvNnt4/bUon/x4FqUVNonTEBER3T4WFC82NC4MPQyBqKqxY9Wu01LHISIium0sKF5MEATHtSird+bBYq2VOBEREdHtYUHxcvf10KNzmBrm6lp8sueM1HGIiIhuCwuKl5PJBDw9rH4V5YMf8lBdY5c4ERER0a2xoLQBE/sY0L6dHy5YrPjffflSxyEiIrolFpQ2wEcuw1NDOwGoH9xWY6+TOBEREdHNsaC0EZPvjkJogBLnyqrw5cFCqeMQERHdFAtKG+HrI8fMQfWrKMszclFXJ0qciIiI6MZYUNqQqf07QOOrwMnzFfj6UJHUcYiIiG6IBaUN0fj64MnB9asob3x7DNZa3tFDRETuiQWljfnj4BiEaVTIv1SFT/aclToOERFRg1hQ2hh/pQJ/HhUHAHh32wmYq2skTkRERHQ9FpQ2aPLdkegcpkZpZQ3eyzgpdRwiIqLrsKC0QQq5DH8ZewcA4MOsPBSZqiRORERE5IwFpY0adUc47u0YDGttHZZsyZE6DhERkRMWlDZKEAT85f5uAIDPfirAMaNZ4kRERES/YUFpw+7qEIT7e+pRJwKvbTomdRwiIiIHFpQ27vkx3aCQCdh+/Dx25V6QOg4REREAFpQ2LyZUjcf6dQAApG46xhH4RETkFlhQCHNHxkKtlOPQORNH4BMRkVtgQSGEBqgwa2hnAByBT0RE7oEFhQAAMwfHIPzyCPy1HIFPREQSY0EhAPUj8J8b/dsIfFMVR+ATEZF0GlVQUlNTcc8990Cj0SA8PByTJk3C8ePHnY6ZPn06BEFw2vr37+90jNVqxdy5cxEaGgq1Wo0JEyagoKCg+WdDzfK7vpGIDQ9AWWUN3svkCHwiIpJOowpKZmYmkpOTsWfPHmzduhW1tbVITExERUWF03H33XcfioqKHNvGjRudXk9JSUF6ejrS0tKQlZUFi8WC8ePHw27ntQ9SUshlWHBf/fC2f2XlobCMI/CJiEgaisYcvHnzZqd/r1q1CuHh4di/fz+GDBni2K9SqaDX6xv8DJPJhA8//BBr1qzBqFGjAABr165FVFQUvvvuO4wZM6ax50AuNPKOcNwbE4y9eZewZGsO/ufh3lJHIiKiNqhZ16CYTCYAQHBwsNP+jIwMhIeHIy4uDk8++SRKSkocr+3fvx81NTVITEx07DMYDIiPj8euXbuaE4dcQBAEvHh//YMEP/upAL8WcQQ+ERG1viYXFFEU8dxzz2HQoEGIj4937B87diw++eQTbNu2DW+++Says7MxYsQIWK1WAIDRaIRSqURQUJDT5+l0OhiNxgZ/ltVqhdlsdtqo5fSJaodxvSIgisBrmzkCn4iIWl+TC8qcOXPwyy+/YP369U77p0yZgnHjxiE+Ph5JSUnYtGkTcnJy8M0339z080RRhCAIDb6WmpoKrVbr2KKiopoam27T84ldoZAJyDh+Hjs5Ap+IiFpZkwrK3Llz8eWXX2L79u2IjIy86bERERGIjo7GiRMnAAB6vR42mw2lpaVOx5WUlECn0zX4GQsXLoTJZHJs+fn5TYlNjdAxVI2p/aMBAKmbfuUIfCIialWNKiiiKGLOnDn4/PPPsW3bNsTExNzyPRcvXkR+fj4iIiIAAH379oWPjw+2bt3qOKaoqAiHDx9GQkJCg5+hUqkQGBjotFHLmzuiCwJUChw+Z8ZXvxRKHYeIiNqQRhWU5ORkrF27FuvWrYNGo4HRaITRaERVVf3tqBaLBfPnz8fu3btx+vRpZGRkICkpCaGhoXjggQcAAFqtFjNnzsS8efPw/fff48CBA5g6dSp69uzpuKuH3ENIgApPD7syAv84R+ATEVGraVRBWbFiBUwmE4YNG4aIiAjH9umnnwIA5HI5Dh06hIkTJyIuLg7Tpk1DXFwcdu/eDY1G4/ict956C5MmTcLkyZMxcOBA+Pv746uvvoJcLnft2VGzzRgYA12gCgWlVViz+4zUcYiIqI0QRFH0uIsLzGYztFotTCYTv+5pBZ9mn8WCzw5B6+eDHc8Ph9bfR+pIRETkgRrz+5vP4qFbeuiuSMTpAmCqqsHyzFyp4xARURvAgkK3pJDL8Jex9SPwV+08jXMcgU9ERC2MBYVuy/Cu4egXEwxbbR2WbMmROg4REXk5FhS6LYIgYOHlEfifHyjA0UJO8yUiopbDgkK3rU9UO4y/PAL/VY7AJyKiFsSCQo3y/Jiu8JEL2JFzHlknOAKfiIhaBgsKNUp0iBqP9eMIfCIialksKNRoc0d0gUalwJFCM778mSPwiYjI9VhQqNFCAlSYddUI/OoajsAnIiLXYkGhJpkxMAb6QF+cK+MIfCIicj0WFGoSP6Ucz42OAwAs3Z4LU2WNxImIiMibsKBQkz3U96oR+BkcgU9ERK7DgkJNJpcJWDi2fnjbql2nUVBaKXEiIiLyFiwo1CzDuoZhQKcQjsAnIiKXYkGhZqkfgV//IMH0g+dwpNAkcSIiIvIGLCjUbL0i2yGpt6F+BP4mjsAnIqLmY0Ehl3g+sX4E/g8nLmBHznmp4xARkYdjQSGX6BDij8f7dwRQv4rCEfhERNQcLCjkMnNHdIHGV4GjRWZ88fM5qeMQEZEHY0EhlwlSK/H05RH4//NtDkfgExFRk7GgkEvNGBiDCG39CPyPd5+WOg4REXkoFhRyKV+fq0bgb8tFWaVN4kREROSJWFDI5R68KxLd9BqYq2uxPOOk1HGIiMgDsaCQy8llAhaMrR/etnrnaeRf4gh8IiJqHBYUahHD4sKQ0DkENnsdlmzlCHwiImocFhRqEYLw24ME0w+cw+FzHIFPRES3jwWFWkzPSC0m9jEAAF7bzBH4RER0+1hQqEXNT+wKpVzGEfhERNQoLCjUoqKC/fH4gGgAQOqmY7BzBD4REd0GFhRqcXOG14/A/7XIjA0HOAKfiIhujQWFWlyQWonk4V0AAG9uOc4R+EREdEssKNQqpid0RITWF4Wmany067TUcYiIyM2xoFCr8PWRY15iVwDA0u25KK3gCHwiIroxFhRqNQ/c2R7d9BqUV9di2fZcqeMQEZEbY0GhViOXCVh4f/3wto93n+EIfCIiuqFGFZTU1FTcc8890Gg0CA8Px6RJk3D8+HGnY0RRxKJFi2AwGODn54dhw4bhyJEjTsdYrVbMnTsXoaGhUKvVmDBhAgoKCpp/NuT2hsSGYlCXUNjsdXhzy/Fbv4GIiNqkRhWUzMxMJCcnY8+ePdi6dStqa2uRmJiIiooKxzGvv/46lixZgqVLlyI7Oxt6vR6jR49GeXm545iUlBSkp6cjLS0NWVlZsFgsGD9+POx23t3h7QRBwF8uP0hww8FCjsAnIqIGCaIoNnly1vnz5xEeHo7MzEwMGTIEoijCYDAgJSUFCxYsAFC/WqLT6fDaa6/hqaeegslkQlhYGNasWYMpU6YAAAoLCxEVFYWNGzdizJgxt/y5ZrMZWq0WJpMJgYGBTY1PEkpJO4ANBwuR0DkEn/yxHwRBkDoSERG1sMb8/m7WNSgmU/3/9xscHAwAyMvLg9FoRGJiouMYlUqFoUOHYteuXQCA/fv3o6amxukYg8GA+Ph4xzHXslqtMJvNTht5tnmXR+DvOnkRmRyBT0RE12hyQRFFEc899xwGDRqE+Ph4AIDRaAQA6HQ6p2N1Op3jNaPRCKVSiaCgoBsec63U1FRotVrHFhUV1dTY5Caigv0xLaF+BP6rHIFPRETXaHJBmTNnDn755ResX7/+uteuXa4XRfGWS/g3O2bhwoUwmUyOLT8/v6mxyY0kD++CQF8FjhnLkc4R+EREdJUmFZS5c+fiyy+/xPbt2xEZGenYr9frAeC6lZCSkhLHqoper4fNZkNpaekNj7mWSqVCYGCg00aer50/R+ATEVHDGlVQRFHEnDlz8Pnnn2Pbtm2IiYlxej0mJgZ6vR5bt2517LPZbMjMzERCQgIAoG/fvvDx8XE6pqioCIcPH3YcQ23HtISOaN/OD0WmaqzaeVrqOERE5CYaVVCSk5Oxdu1arFu3DhqNBkajEUajEVVVVQDqv9pJSUnB4sWLkZ6ejsOHD2P69Onw9/fHo48+CgDQarWYOXMm5s2bh++//x4HDhzA1KlT0bNnT4waNcr1Z0hurX4EfhwAYHkGR+ATEVE9RWMOXrFiBQBg2LBhTvtXrVqF6dOnAwBeeOEFVFVVYfbs2SgtLUW/fv2wZcsWaDQax/FvvfUWFAoFJk+ejKqqKowcORKrV6+GXC5v3tmQR5rUpz0++CEPvxaZsXR7Lv5zfHepIxERkcSaNQdFKpyD4n125JzHH/61Fz5yAdvmDUNUsL/UkYiIyMVabQ4KkasMiQvD4NhQ1NhFvPEtR+ATEbV1LCjkNhbc1w2CAHz5cyEOFXAEPhFRW8aCQm4jvr0Wk/q0BwAs3vgrPPDbRyIichEWFHIr8xLjoJTLsPvURWRwBD4RUZvFgkJuJTLIH9MHdgQAvLqRI/CJiNoqFhRyO8nDukDr54PjxeX4/KcCqeMQEZEEWFDI7Wj9fZA8vDMA4M0tORyBT0TUBrGgkFv6w4D6EfhGczX+tTNP6jhERNTKWFDILfn6yDF/TP0I/BXbT+ISR+ATEbUpLCjktib2bo/uEYEot9Zi6bZcqeMQEVErYkEhtyWTCVh4fzcAwJo9p3H2YqXEiYiIqLWwoJBbGxx71Qj8LRyBT0TUVrCgkNv7y9j6Efhf/VyIn/PLpI5DREStgAWF3F4PgxYP3Fk/Aj91E0fgExG1BSwo5BHmJXaFUiHDnlOXkHGcI/CJiLwdCwp5hPbt/PBEQkcA9asoHIFPROTdWFDIY8y+PAI/p9iCz/ZzBD4RkTdjQSGPofX3wdwRXQAAS7bmoMrGEfhERN6KBYU8yuMDohEZxBH4RETejgWFPIpKIcf8xK4AgBUZJ3HRYpU4ERERtQQWFPI4E3ob0MMQCIu1Fu9yBD4RkVdiQSGPI5MJePH+OwAAn/x4BmcuVkiciIiIXI0FhTzSwC6hGBoXVj8C/1uOwCci8jYsKOSxrozA//qXIhzkCHwiIq/CgkIe646IQDx4ZyQAIHUjR+ATEXkTFhTyaPMS46BUyPBj3iVsO1YidRwiInIRFhTyaIZ2fpgxMAYA8OqmY6i110mciIiIXIEFhTze08M6o52/D06UWPDZTxyBT0TkDVhQyONp/XwwZ/hvI/ArbbUSJyIiouZiQSGvcGUEfrHZin9lcQQ+EZGnY0Ehr6BSyPH8mPoR+O9lnuIIfCIiD8eCQl4jqZcBPdtrYbHW4s///hnm6hqpIxERUROxoJDXkMkE/DWpO5QKGXbknMfEpTuRU1wudSwiImoCFhTyKnd3DMb/zRoAg9YXeRcqMGnZTnzzS5HUsYiIqJFYUMjr9Ipsh6/mDkJC5xBU2uxIXvcTUjf+yhkpREQepNEFZceOHUhKSoLBYIAgCNiwYYPT69OnT4cgCE5b//79nY6xWq2YO3cuQkNDoVarMWHCBBQUcH4FuU5IgAofz7gXfxrSCQDw/o5TmLZqLy5V2CRORkREt6PRBaWiogK9e/fG0qVLb3jMfffdh6KiIse2ceNGp9dTUlKQnp6OtLQ0ZGVlwWKxYPz48bDb7Y0/A6IbUMhlePH+O7D00Tvhr5RjZ+5FJL2bhUMFJqmjERHRLSga+4axY8di7NixNz1GpVJBr9c3+JrJZMKHH36INWvWYNSoUQCAtWvXIioqCt999x3GjBnT2EhENzW+lwGx4Ro8tWYfTl+sxEPv7cLiB3rid30jpY5GREQ30CLXoGRkZCA8PBxxcXF48sknUVLy20Pc9u/fj5qaGiQmJjr2GQwGxMfHY9euXQ1+ntVqhdlsdtqIGqOrXoMv5gzCyG7hsNXWYf7//oz/3HAYtlpel0JE5I5cXlDGjh2LTz75BNu2bcObb76J7OxsjBgxAlZr/eAso9EIpVKJoKAgp/fpdDoYjcYGPzM1NRVardaxRUVFuTo2tQFaPx988Ie7kTIqFgCwZs8ZPPLBHhSbqyVORkRE13J5QZkyZQrGjRuH+Ph4JCUlYdOmTcjJycE333xz0/eJoghBEBp8beHChTCZTI4tPz/f1bGpjZDJBKSMisOH0+6GxleB/WdKMf7dLGSfviR1NCIiukqL32YcERGB6OhonDhxAgCg1+ths9lQWlrqdFxJSQl0Ol2Dn6FSqRAYGOi0ETXHyDt0+HLOIMTpAnC+3IpHVu7Bx7tPQxRFqaMRERFaoaBcvHgR+fn5iIiIAAD07dsXPj4+2Lp1q+OYoqIiHD58GAkJCS0dh8ghJlSN9NkDMa5XBGrrRPzXF0cw/39/QXUN7yYjIpJao+/isVgsyM3Ndfw7Ly8PBw8eRHBwMIKDg7Fo0SI89NBDiIiIwOnTp/Hiiy8iNDQUDzzwAABAq9Vi5syZmDdvHkJCQhAcHIz58+ejZ8+ejrt6iFqLWqXA0kfuRO9ILV7ddAyf/VSAY0Yz3pvaF1HB/lLHIyJqswSxkWvaGRkZGD58+HX7p02bhhUrVmDSpEk4cOAAysrKEBERgeHDh+Nvf/ub04Wt1dXVeP7557Fu3TpUVVVh5MiRWL58+W1f/Go2m6HVamEymfh1D7nMrtwLmLP+AC5V2BDk74N3H7kLg2JDpY5FROQ1GvP7u9EFxR2woFBLOVdWhafX7scvBSbIBOCF+7rhqSGdbngBNxER3b7G/P7ms3iIrtK+nR/+/dQAPNw3EnUi8OqmY0he9xMs1lqpoxERtSksKETX8PWR4/Xf9cIrk+LhIxew8ZARDyzbiVPnLVJHIyJqM1hQiBogCAKm9o9G2p8GQBeowokSCyYu3YmtR4uljkZE1CawoBDdRN/oIHw1dxDu6RiEcmstnvx4H5ZsOY66Oo+7dIuIyKOwoBDdQrjGF5/8sT+mJ3QEAPxjWy5mfpQNU2WNtMGIiLwYCwrRbVAqZFg0oQeWTO4NlUKG7cfPY8KyLBwz8sGVREQtgQWFqBEevCsSnz2dgMggP5y5WIkHlu3Clz8XSh2LiMjrsKAQNVJ8ey2+mjMIg2NDUVVjxzPrD+CVr4+i1l4ndTQiIq/BgkLUBEFqJVY/cS9mD+sMAPhnVh6mfvgjLlisEicjIvIOLChETSSXCXjhvm54b+pdUCvl2HPqEpLezcLB/DKpoxEReTwWFKJmui8+Al/MGYhOYWoUmaox+b3d+DT7rNSxiIg8GgsKkQt0Cdfgi+SBGN1dB5u9Dgs+O4QX0w/BWmuXOhoRkUdiQSFyEY2vD96f2hfzE+MgCMC6H89iyvt7UGSqkjoaEZHHYUEhciGZTMCcEbFYNf0eaP18cDC/DEnvZuHHUxeljkZE5FFYUIhawLCu4fhqziB002twwWLDY//8Eat25kEUOSKfiOh2sKAQtZAOIf74fHYCJvYxoLZOxMtfHcWfPz2IKhuvSyEiuhUWFKIW5K9U4O0pffBf47tDLhOw4WAhHlyxC2cvVkodjYjIrbGgELUwQRAwY1AMPvljP4QGKPFrkRlJS7OQcbxE6mhERG6LBYWolfTvFIKv5g5Cn6h2MFXV4InV2Vi2PZfXpRARNYAFhagVRWj98OlT/fHIvR0gisAb3x7HrLX7UV5dI3U0IiK3woJC1MpUCjlSH+yJVx/sCaVchm+PFGPSsp3ILbFIHY2IyG2woBBJ5Pf3dsC/Zw1AhNYXJ89XYNKyndh82Ch1LCIit8CCQiShPlHt8NXcQegXEwyLtRaz1u7HG98eg72O16UQUdvGgkIksdAAFT75Yz/MHBQDAFi2/SSeWJ2NskqbxMmIiKTDgkLkBhRyGf5zfHe88/s+8PWRYUfOeSQtzcKRQpPU0YiIJMGCQuRGJvZpj/TZA9Eh2B/5l6rw0Ipd2HDgnNSxiIhaHQsKkZu5IyIQX80ZhGFdw1BdU4eUTw/i5a+OoMZeJ3U0IqJWw4JC5Ia0/j74cNo9eGZEFwDAqp2n8dgHP6KkvFriZERErYMFhchNyWUCnkvsipWP90WASoG9py8h6d0s/HS2VOpoREQtjgWFyM0l9tDjizkD0SU8AMVmK6a8vxtr9pzhiHwi8mosKEQeoHNYADYkD8TYeD1q7CL+c8Nh/GnNfly0WKWORkTUIlhQiDxEgEqB5Y/dhf8YdweUchm2Hi3GmLd/wHY+FZmIvBALCpEHEQQBfxzcCRuSByJOF4ALFiueWJWN//riMKpsdqnjERG5DAsKkQfqbgjEl3MGYcbA+umzH+8+g/Hv/oDD5zjYjYi8Q6MLyo4dO5CUlASDwQBBELBhwwan10VRxKJFi2AwGODn54dhw4bhyJEjTsdYrVbMnTsXoaGhUKvVmDBhAgoKCpp1IkRtja+PHP+V1B1rZt4LXaDK8cDBZdtz+SwfIvJ4jS4oFRUV6N27N5YuXdrg66+//jqWLFmCpUuXIjs7G3q9HqNHj0Z5ebnjmJSUFKSnpyMtLQ1ZWVmwWCwYP3487HYuURM11uDYMGx+dgjGxutRWyfijW+P4/crdyP/UqXU0YiImkwQm3GvoiAISE9Px6RJkwDUr54YDAakpKRgwYIFAOpXS3Q6HV577TU89dRTMJlMCAsLw5o1azBlyhQAQGFhIaKiorBx40aMGTPmlj/XbDZDq9XCZDIhMDCwqfGJvIooivjsp3NY9OURWKy1CFAp8N8Te+CBO9tDEASp4xERNer3t0uvQcnLy4PRaERiYqJjn0qlwtChQ7Fr1y4AwP79+1FTU+N0jMFgQHx8vOMYImo8QRDwu76R2PTsYNwdHQSLtRbP/ftnzFl/gE9GJiKP49KCYjQaAQA6nc5pv06nc7xmNBqhVCoRFBR0w2OuZbVaYTabnTYialhUsD/S/tQf8xPjoJAJ+OaXItz39g/YmXtB6mhERLetRe7iuXY5WRTFWy4x3+yY1NRUaLVaxxYVFeWyrETeSCGXYc6IWHz2dAI6haphNFfjsX/+iFe+PorqGl7rRUTuz6UFRa/XA8B1KyElJSWOVRW9Xg+bzYbS0tIbHnOthQsXwmQyObb8/HxXxibyWr2j2uHrZwbhsX4dAAD/zMrDpGU7cczIVUgicm8uLSgxMTHQ6/XYunWrY5/NZkNmZiYSEhIAAH379oWPj4/TMUVFRTh8+LDjmGupVCoEBgY6bUR0e/yVCvz9gZ74cNrdCFErccxYjgnv7sQ/fziFOt6OTERuStHYN1gsFuTm5jr+nZeXh4MHDyI4OBgdOnRASkoKFi9ejNjYWMTGxmLx4sXw9/fHo48+CgDQarWYOXMm5s2bh5CQEAQHB2P+/Pno2bMnRo0a5bozIyInI+/QYXPKEPzls1/w/bESvPLNr9h+vAT/83BvRGj9pI5HROSk0bcZZ2RkYPjw4dftnzZtGlavXg1RFPHyyy/j/fffR2lpKfr164dly5YhPj7ecWx1dTWef/55rFu3DlVVVRg5ciSWL19+29eW8DZjoqYTRRHr9+bjb18fRVWNHVo/Hyx+oCfG9YqQOhoRebnG/P5u1hwUqbCgEDXfqfMW/PnTg/i5oH48/oN3tceiCT0Q6OsjcTIi8laSzUEhIs/RKSwA//d0Ap4Z0QUyAfj8p3MY+/YP2Jt3SepoREQsKERtmY9chucSu+J/Zw1AVLAfzpVV4fcrd+ONb4/BVlsndTwiasNYUIgIfaODsfGZwXi4byTqRGDZ9pN4aMUu5JZYpI5GRG0UCwoRAQA0vj544+HeWPHYXWjn74ND50wY/+4PWLPnDDzwUjUi8nAsKETkZGzPCHybMgSDY0NRXVOH/9xwGDNWZ+N8uVXqaETUhrCgENF1dIG++OiJe/HXpO5QKmTYfvw87nt7B7YeLZY6GhG1ESwoRNQgmUzAEwNj8PXcQbgjIhAXK2x48uN9WPj5L6iw1kodj4i8HAsKEd1UnE6DDckJeGpIJwgCsH5vPsb94wccOFt66zcTETURCwoR3ZJKIcfC++/AJ3/shwitL05frMTv3tuNd747gVo7b0cmItdjQSGi25bQORSbnx2CCb0NsNeJeOu7HDz8/m6cuVghdTQi8jIsKETUKFp/H/zjkTvxzu/7QOOrwIGzZbj/nR/w7+x83o5MRC7DgkJETTKxT3tsenYw+sUEo8Jmxwuf/YJZa/fjUoVN6mhE5AVYUIioySKD/LHuyf74y9hu8JEL+PZIMca8vQOZOeeljkZEHo4FhYiaRS4TMGtoZ6TPHogu4QE4X27FtH/txaIvj6C6xi51PCLyUCwoROQS8e21+HruIExP6AgAWL3rNMa/m4XD50zSBiMij8SCQkQu4+sjx6IJPfDRjHsRplEht8SCB5bvxIqMk7DX8QJaIrp9LChE5HJD48LwbcoQjOmhQ41dxGubj+GRD/agoLRS6mhE5CFYUIioRQSrlXhval+8/rteUCvl2Jt3CWPf/gEbDpyTOhoReQAWFCJqMYIgYPLdUdj47GDc1aEdyq21SPn0IJ5ZfwCmyhqp4xGRG2NBIaIWFx2ixr+fGoDnRsdBLhPw5c+FGPvODuw6eUHqaETkplhQiKhVKOQyPDMyFv83awA6hvij0FSNx/75I1I3/gprLW9HJiJnLChE1Kru7BCEb54ZjEfu7QBRBN7fcQqTlu3CcWO51NGIyI2woBBRq1OrFEh9sCc++MPdCFYr8WuRGUlLs/CvrDzU8XZkIgILChFJaHR3HTanDMbwrmGw1dbhv78+immr9qLYXC11NCKSmCB64ONHzWYztFotTCYTAgMDpY5DRM0kiiLW/ngWf//mKKpr6qBRKdCnQzvE6TToqtMgTq9BbHgA1CqF1FGJqBka8/ubBYWI3EZuiQV//vQgDt1gPH5kkB/idJr64qIPQGy4Bl3CA+DrI2/lpETUFCwoROSx7HUiDuaXIae4/KrNgvPl1gaPlwn1tzHH6QLQVadBrE6DrnoNYkLV8JHzW2wid8KCQkRe51KFDTnF5ThRXI7jl0tLTnE5ym4w8E0hE9ApTO1YcanfAhAdooZcJrRyeiICWFCIqI0QRRHny63IKbbg+FXl5USxBRZrbYPvUSlk6BIe4FRa4nQatG/nBxmLC1GLYkEhojZNFEUUmqqRY6z/iuhKaTlRUo7qmroG36NWytFFp0FXXcBV17loEK5RQRBYXIhcgQWFiKgB9joR+Zcqna5tySkux8nzFtTYG/5PYaCvAl31l69tuWrVJSRA1crpiTwfCwoRUSPU2Otw5mIFjhstjvJyvLgcZy5Wwn6DwXGhAUrEhtevslwpLbE6DbR+Pq2cnshzsKAQEblAdY0dp85X4ERJOY4bf1t1OXup8obv0Qf6Ik6vQVx4AOL0mst3FgXAX8kZLkQsKERELajSVovcEguOG8tx4vKfOcXlKDLdeAJuVLAf4sI1jtLSJTyAM1yozWFBISKSgLm6Bicur7JcveJywdLwDBdBADoE+yM2PABdwuun5cbq6osLV1zIG0laUBYtWoSXX37ZaZ9Op4PRaARQf3X9yy+/jJUrV6K0tBT9+vXDsmXL0KNHj9v+GSwoRORJrsxwcWxGC3JKbjzDBaifmltfWOpXW678PYDj/smDNeb3d4v8L71Hjx747rvvHP+Wy39bwnz99dexZMkSrF69GnFxcXjllVcwevRoHD9+HBqNpiXiEBFJKlitRP9OIejfKcSxTxRFXKywOW5/vvJnbokFFyw2FJRWoaC0CtuPn3f6LIPWF110l1dbHCsuvDiXvE+LFBSFQgG9Xn/dflEU8fbbb+Oll17Cgw8+CAD46KOPoNPpsG7dOjz11FMtEYeIyO0IgoDQABVCA1QY0DnE6bVLFTbkltTfUZRb8luBKSm3otBUjUJTNXbkOBcXXaDK8WyiWF39c4piwwMQpFa25mkRuUyLFJQTJ07AYDBApVKhX79+WLx4MTp16oS8vDwYjUYkJiY6jlWpVBg6dCh27dp1w4JitVphtf72Ha7ZbG6J2EREbiFYrcS9McG4NybYab+psga55+vLSs5VKy5FpmoUm60oNluRlXvB6T2hASrHSovjWhddAEI5x4XcnMsLSr9+/fDxxx8jLi4OxcXFeOWVV5CQkIAjR444rkPR6XRO79HpdDhz5swNPzM1NfW661qIiNoarb8P+kYHo2+0c3Epr665vNJiwYni8st/WnCurAoXLFZcsFix+9RFp/cEq5W/Xdty+fqW2PAAhHFyLrmJFr+Lp6KiAp07d8YLL7yA/v37Y+DAgSgsLERERITjmCeffBL5+fnYvHlzg5/R0ApKVFQUL5IlIrqJCmstTp6vLys5JeXILa4vMfmllbjRf/m1fj5O17Zc+bs+0JfFhZpN8otkr6ZWq9GzZ0+cOHECkyZNAgAYjUanglJSUnLdqsrVVCoVVCouRxIRNYZapUCvyHboFdnOaX+VzY6T5y2O61tyiuv/fuZiBUxVNdh3phT7zpQ6vUejUqCL7sqKi8bxd4OWD1mkltHiBcVqteLXX3/F4MGDERMTA71ej61bt+LOO+8EANhsNmRmZuK1115r6ShERATATylHfHst4ttrnfZX19iRd6ECJ0osyL08w+VESTlOX6xEubUWB86W4cDZMqf3+Cvll78q0jiuc4kN1yAyiMWFmsflBWX+/PlISkpChw4dUFJSgldeeQVmsxnTpk2DIAhISUnB4sWLERsbi9jYWCxevBj+/v549NFHXR2FiIgawddHjjsiAnFHhPPSu622DqcvVvx2S/Tla13yLlSg0mbHLwUm/FJgcnqPUi5D+yA/RDo2f8efUUF+CA1QscDQTbm8oBQUFOCRRx7BhQsXEBYWhv79+2PPnj2Ijo4GALzwwguoqqrC7NmzHYPatmzZwhkoRERuSqmQXX4gogbAb1/P1z9ksRK5jjku9dvJ8xbYauuQd6ECeRcqbviZke38EBns71Rioi7/GRqg5DUvbRxH3RMRkUvV2utgNFejoLQK+ZcqHUPnCkrr/15kqsINHhLtoFLIfistwdevwASrWWA8EZ/FQ0REbqvGXgejqRr5lwtLwTUlpshcfcO7jK7w85E7Vl6igv2v+xopyN+HBcYNudVdPERERFfzkcsQFeyPqGD/Bl+31dahyPRbYcm/9NvqS0FpFYrLq1FVY3d8pdQQtVJ+VWG5vsRo/Vhg3B0LChERuRWlQoboEDWiQ9QNvm6ttaOwrPqq0uJcYkrKraiw2XG8uBzHi8sb/AyNSnH5It6GSwyfbSQ9FhQiIvIoKoUcMaFqxIQ2XGCqa+w4V+Z83cvV18NcsFhRbq3FMWM5jhlvUGB8FU4X7V5bYjS+LDAtjQWFiIi8iq+PHJ3DAtA5LKDB16ts9QUm/6oVmKuvhblYYUN5dS1+LTLj16KGn/0W6KtASIAKQf4+CFYrEeSvRLBaiXb+SgSrfRz/DlIrEeyvRKCfD+S8rbpRWFCIiKhN8bs8XK5LeMMFptJWi3NXVl2uKTH5lypRWlkDc3UtzNW1yLvNnykIQDs/H0dhCVIrEeTv/O+r9werlQj09WnTs2JYUIiIiK7ir1TUPzxR1/B8Lou1FkVlVbhUYUNppQ2llTX1f6+w4VJl/Z+llTUorbTh0uXVGFHE5X01OIWGZ8NcSyYAQVeXmWtWZRoqOYG+Cq+5+JcFhYiIqBECVIoblpeG2GrrUFZlQ2lFfWm5ushcqqhBWeVV/66sP85irUWdCFyssOFihe22f5ZcJjjKTEOrMteWnHZqH2hU7llqWFCIiIhakFIhQ7jGF+Ea39t+j7XWDlNlDS5dXoUpraj/e9nV5aay5vJqTf2/K2x22OtEXLDYcMFy+6VGIROuKjO/lZvIID/MHtalKafsEiwoREREbkalkCM8UI7wwNsvNdU1dpRd+bqp8rficqnit6+bfttff1xVjR21dSLOl1txvtzq9HmdwtQsKERERNQ8vj5y6LVy6LW3X2qqbHbn0uIoNTZofKWtCCwoREREbZSfUg4/pR8M7fykjnIdmdQBiIiIiK7FgkJERERuhwWFiIiI3A4LChEREbkdFhQiIiJyOywoRERE5HZYUIiIiMjtsKAQERGR22FBISIiIrfDgkJERERuhwWFiIiI3A4LChEREbkdFhQiIiJyOx75NGNRFAEAZrNZ4iRERER0u6783r7ye/xmPLKglJeXAwCioqIkTkJERESNVV5eDq1We9NjBPF2aoybqaurQ2FhITQaDQRBcOlnm81mREVFIT8/H4GBgS79bHfg7ecHeP858vw8n7efI8/P87XUOYqiiPLychgMBshkN7/KxCNXUGQyGSIjI1v0ZwQGBnrt//AA7z8/wPvPkefn+bz9HHl+nq8lzvFWKydX8CJZIiIicjssKEREROR2WFCuoVKp8Ne//hUqlUrqKC3C288P8P5z5Pl5Pm8/R56f53OHc/TIi2SJiIjIu3EFhYiIiNwOCwoRERG5HRYUIiIicjssKEREROR2WFAu27FjB5KSkmAwGCAIAjZs2CB1JJdKTU3FPffcA41Gg/DwcEyaNAnHjx+XOpbLrFixAr169XIMFRowYAA2bdokdawWk5qaCkEQkJKSInUUl1m0aBEEQXDa9Hq91LFc6ty5c5g6dSpCQkLg7++PPn36YP/+/VLHcpmOHTte939DQRCQnJwsdTSXqK2txX/8x38gJiYGfn5+6NSpE/77v/8bdXV1UkdzmfLycqSkpCA6Ohp+fn5ISEhAdna2JFk8cpJsS6ioqEDv3r3xxBNP4KGHHpI6jstlZmYiOTkZ99xzD2pra/HSSy8hMTERR48ehVqtljpes0VGRuLVV19Fly5dAAAfffQRJk6ciAMHDqBHjx4Sp3Ot7OxsrFy5Er169ZI6isv16NED3333nePfcrlcwjSuVVpaioEDB2L48OHYtGkTwsPDcfLkSbRr107qaC6TnZ0Nu93u+Pfhw4cxevRoPPzwwxKmcp3XXnsN7733Hj766CP06NED+/btwxNPPAGtVotnn31W6ngu8cc//hGHDx/GmjVrYDAYsHbtWowaNQpHjx5F+/btWzeMSNcBIKanp0sdo0WVlJSIAMTMzEypo7SYoKAg8Z///KfUMVyqvLxcjI2NFbdu3SoOHTpUfPbZZ6WO5DJ//etfxd69e0sdo8UsWLBAHDRokNQxWtWzzz4rdu7cWayrq5M6ikuMGzdOnDFjhtO+Bx98UJw6dapEiVyrsrJSlMvl4tdff+20v3fv3uJLL73U6nn4FU8bZTKZAADBwcESJ3E9u92OtLQ0VFRUYMCAAVLHcank5GSMGzcOo0aNkjpKizhx4gQMBgNiYmLw+9//HqdOnZI6kst8+eWXuPvuu/Hwww8jPDwcd955Jz744AOpY7UYm82GtWvXYsaMGS5/qKtUBg0ahO+//x45OTkAgJ9//hlZWVm4//77JU7mGrW1tbDb7fD19XXa7+fnh6ysrFbPw6942iBRFPHcc89h0KBBiI+PlzqOyxw6dAgDBgxAdXU1AgICkJ6eju7du0sdy2XS0tLw008/SfZ9cEvr168fPv74Y8TFxaG4uBivvPIKEhIScOTIEYSEhEgdr9lOnTqFFStW4LnnnsOLL76IvXv34plnnoFKpcIf/vAHqeO53IYNG1BWVobp06dLHcVlFixYAJPJhG7dukEul8Nut+Pvf/87HnnkEamjuYRGo8GAAQPwt7/9DXfccQd0Oh3Wr1+PH3/8EbGxsa0fqNXXbDwAvPwrntmzZ4vR0dFifn6+1FFcymq1iidOnBCzs7PFv/zlL2JoaKh45MgRqWO5xNmzZ8Xw8HDx4MGDjn3e9hXPtSwWi6jT6cQ333xT6igu4ePjIw4YMMBp39y5c8X+/ftLlKhlJSYmiuPHj5c6hkutX79ejIyMFNevXy/+8ssv4scffywGBweLq1evljqay+Tm5opDhgwRAYhyuVy85557xMcee0y84447Wj0LC0oDvLmgzJkzR4yMjBRPnToldZQWN3LkSPFPf/qT1DFcIj093fEfjCsbAFEQBFEul4u1tbVSR2wRo0aNEmfNmiV1DJfo0KGDOHPmTKd9y5cvFw0Gg0SJWs7p06dFmUwmbtiwQeooLhUZGSkuXbrUad/f/vY3sWvXrhIlajkWi0UsLCwURVEUJ0+eLN5///2tnoFf8bQRoihi7ty5SE9PR0ZGBmJiYqSO1OJEUYTVapU6hkuMHDkShw4dctr3xBNPoFu3bliwYIFX3e1yhdVqxa+//orBgwdLHcUlBg4ceN2t/Tk5OYiOjpYoUctZtWoVwsPDMW7cOKmjuFRlZSVkMudLN+VyuVfdZnyFWq2GWq1GaWkpvv32W7z++uutnoEF5TKLxYLc3FzHv/Py8nDw4EEEBwejQ4cOEiZzjeTkZKxbtw5ffPEFNBoNjEYjAECr1cLPz0/idM334osvYuzYsYiKikJ5eTnS0tKQkZGBzZs3Sx3NJTQazXXXC6nVaoSEhHjNdUTz589HUlISOnTogJKSErzyyiswm82YNm2a1NFc4s9//jMSEhKwePFiTJ48GXv37sXKlSuxcuVKqaO5VF1dHVatWoVp06ZBofCuXzFJSUn4+9//jg4dOqBHjx44cOAAlixZghkzZkgdzWW+/fZbiKKIrl27Ijc3F88//zy6du2KJ554ovXDtPqajZvavn27COC6bdq0aVJHc4mGzg2AuGrVKqmjucSMGTPE6OhoUalUimFhYeLIkSPFLVu2SB2rRXnbNShTpkwRIyIiRB8fH9FgMIgPPvig11xDdMVXX30lxsfHiyqVSuzWrZu4cuVKqSO53LfffisCEI8fPy51FJczm83is88+K3bo0EH09fUVO3XqJL700kui1WqVOprLfPrpp2KnTp1EpVIp6vV6MTk5WSwrK5MkiyCKotj6tYiIiIjoxjgHhYiIiNwOCwoRERG5HRYUIiIicjssKEREROR2WFCIiIjI7bCgEBERkdthQSEiIiK3w4JCREREbocFhYiIiNwOCwoRERG5HRYUIiIicjssKEREROR2/h95fQvEzgH/2AAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Elbow Method using Inertia\n", "plt.plot(k,inertias)\n", "\n", "#As there is a bend at 5 the optimal value of k is 5" ] }, { "cell_type": "code", "execution_count": 10, "id": "75a64ff5", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:59:23.844927Z", "iopub.status.busy": "2023-04-28T08:59:23.843062Z", "iopub.status.idle": "2023-04-28T08:59:23.883209Z", "shell.execute_reply": "2023-04-28T08:59:23.882065Z" }, "papermill": { "duration": 0.050532, "end_time": "2023-04-28T08:59:23.886138", "exception": false, "start_time": "2023-04-28T08:59:23.835606", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "KMeans(n_clusters=5)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Designing the final model after choosing optimal value of k\n", "final_model = KMeans(n_clusters=5)\n", "final_model.fit(train_data)" ] }, { "cell_type": "code", "execution_count": 11, "id": "b0317dd1", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:59:23.901437Z", "iopub.status.busy": "2023-04-28T08:59:23.900088Z", "iopub.status.idle": "2023-04-28T08:59:24.188704Z", "shell.execute_reply": "2023-04-28T08:59:24.187180Z" }, "papermill": { "duration": 0.299118, "end_time": "2023-04-28T08:59:24.191877", "exception": false, "start_time": "2023-04-28T08:59:23.892759", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<matplotlib.collections.PathCollection at 0x755c71ea6450>" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Visualizing the clusters of KMeans\n", "label = final_model.fit_predict(train_data)\n", "xs = train_data[:,0]\n", "ys = train_data[:,1]\n", "plt.scatter(xs,ys,c=label,alpha=0.5)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 15.562394, "end_time": "2023-04-28T08:59:25.123757", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T08:59:09.561363", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/548/127548499.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "248d731f", "metadata": { "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", "execution": { "iopub.execute_input": "2023-04-28T09:01:21.332156Z", "iopub.status.busy": "2023-04-28T09:01:21.331538Z", "iopub.status.idle": "2023-04-28T09:01:22.932077Z", "shell.execute_reply": "2023-04-28T09:01:22.930641Z" }, "papermill": { "duration": 1.61602, "end_time": "2023-04-28T09:01:22.935261", "exception": false, "start_time": "2023-04-28T09:01:21.319241", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import numpy as np \n", "import pandas as pd \n", "import seaborn as sns\n", "from pathlib import Path\n", "import matplotlib.pyplot as plt\n", "from sklearn.linear_model import LinearRegression, Ridge\n", "from sklearn.model_selection import KFold, cross_val_score\n", "from sklearn import metrics" ] }, { "cell_type": "code", "execution_count": 2, "id": "1b7f83c6", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:01:22.954793Z", "iopub.status.busy": "2023-04-28T09:01:22.953423Z", "iopub.status.idle": "2023-04-28T09:01:23.733831Z", "shell.execute_reply": "2023-04-28T09:01:23.732528Z" }, "papermill": { "duration": 0.792893, "end_time": "2023-04-28T09:01:23.737058", "exception": false, "start_time": "2023-04-28T09:01:22.944165", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "path = Path('../input/playground-series-s3e8/')\n", "\n", "train_df = pd.read_csv(path/'train.csv', index_col=['id'])\n", "test_df = pd.read_csv(path/'test.csv', index_col=['id'])\n", "sub_df = pd.read_csv(path/'sample_submission.csv')" ] }, { "cell_type": "code", "execution_count": 3, "id": "63101f7b", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:01:23.756174Z", "iopub.status.busy": "2023-04-28T09:01:23.755229Z", "iopub.status.idle": "2023-04-28T09:01:23.787295Z", "shell.execute_reply": "2023-04-28T09:01:23.786224Z" }, "papermill": { "duration": 0.046633, "end_time": "2023-04-28T09:01:23.791984", "exception": false, "start_time": "2023-04-28T09:01:23.745351", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>carat</th>\n", " <th>cut</th>\n", " <th>color</th>\n", " <th>clarity</th>\n", " <th>depth</th>\n", " <th>table</th>\n", " <th>x</th>\n", " <th>y</th>\n", " <th>z</th>\n", " <th>price</th>\n", " </tr>\n", " <tr>\n", " <th>id</th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>1.52</td>\n", " <td>Premium</td>\n", " <td>F</td>\n", " <td>VS2</td>\n", " <td>62.2</td>\n", " <td>58.0</td>\n", " <td>7.27</td>\n", " <td>7.33</td>\n", " <td>4.55</td>\n", " <td>13619</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2.03</td>\n", " <td>Very Good</td>\n", " <td>J</td>\n", " <td>SI2</td>\n", " <td>62.0</td>\n", " <td>58.0</td>\n", " <td>8.06</td>\n", " <td>8.12</td>\n", " <td>5.05</td>\n", " <td>13387</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>0.70</td>\n", " <td>Ideal</td>\n", " <td>G</td>\n", " <td>VS1</td>\n", " <td>61.2</td>\n", " <td>57.0</td>\n", " <td>5.69</td>\n", " <td>5.73</td>\n", " <td>3.50</td>\n", " <td>2772</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>0.32</td>\n", " <td>Ideal</td>\n", " <td>G</td>\n", " <td>VS1</td>\n", " <td>61.6</td>\n", " <td>56.0</td>\n", " <td>4.38</td>\n", " <td>4.41</td>\n", " <td>2.71</td>\n", " <td>666</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>1.70</td>\n", " <td>Premium</td>\n", " <td>G</td>\n", " <td>VS2</td>\n", " <td>62.6</td>\n", " <td>59.0</td>\n", " <td>7.65</td>\n", " <td>7.61</td>\n", " <td>4.77</td>\n", " <td>14453</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " carat cut color clarity depth table x y z price\n", "id \n", "0 1.52 Premium F VS2 62.2 58.0 7.27 7.33 4.55 13619\n", "1 2.03 Very Good J SI2 62.0 58.0 8.06 8.12 5.05 13387\n", "2 0.70 Ideal G VS1 61.2 57.0 5.69 5.73 3.50 2772\n", "3 0.32 Ideal G VS1 61.6 56.0 4.38 4.41 2.71 666\n", "4 1.70 Premium G VS2 62.6 59.0 7.65 7.61 4.77 14453" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df.head()" ] }, { "cell_type": "code", "execution_count": 4, "id": "ecd4e814", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:01:23.811793Z", "iopub.status.busy": "2023-04-28T09:01:23.810736Z", "iopub.status.idle": "2023-04-28T09:01:23.921293Z", "shell.execute_reply": "2023-04-28T09:01:23.919860Z" }, "papermill": { "duration": 0.1238, "end_time": "2023-04-28T09:01:23.924143", "exception": false, "start_time": "2023-04-28T09:01:23.800343", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>carat</th>\n", " <th>depth</th>\n", " <th>table</th>\n", " <th>x</th>\n", " <th>y</th>\n", " <th>z</th>\n", " <th>price</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>count</th>\n", " <td>193573.000000</td>\n", " <td>193573.000000</td>\n", " <td>193573.000000</td>\n", " <td>193573.000000</td>\n", " <td>193573.000000</td>\n", " <td>193573.000000</td>\n", " <td>193573.000000</td>\n", " </tr>\n", " <tr>\n", " <th>mean</th>\n", " <td>0.790688</td>\n", " <td>61.820574</td>\n", " <td>57.227675</td>\n", " <td>5.715312</td>\n", " <td>5.720094</td>\n", " <td>3.534246</td>\n", " <td>3969.155414</td>\n", " </tr>\n", " <tr>\n", " <th>std</th>\n", " <td>0.462688</td>\n", " <td>1.081704</td>\n", " <td>1.918844</td>\n", " <td>1.109422</td>\n", " <td>1.102333</td>\n", " <td>0.688922</td>\n", " <td>4034.374138</td>\n", " </tr>\n", " <tr>\n", " <th>min</th>\n", " <td>0.200000</td>\n", " <td>52.100000</td>\n", " <td>49.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>326.000000</td>\n", " </tr>\n", " <tr>\n", " <th>25%</th>\n", " <td>0.400000</td>\n", " <td>61.300000</td>\n", " <td>56.000000</td>\n", " <td>4.700000</td>\n", " <td>4.710000</td>\n", " <td>2.900000</td>\n", " <td>951.000000</td>\n", " </tr>\n", " <tr>\n", " <th>50%</th>\n", " <td>0.700000</td>\n", " <td>61.900000</td>\n", " <td>57.000000</td>\n", " <td>5.700000</td>\n", " <td>5.720000</td>\n", " <td>3.530000</td>\n", " <td>2401.000000</td>\n", " </tr>\n", " <tr>\n", " <th>75%</th>\n", " <td>1.030000</td>\n", " <td>62.400000</td>\n", " <td>58.000000</td>\n", " <td>6.510000</td>\n", " <td>6.510000</td>\n", " <td>4.030000</td>\n", " <td>5408.000000</td>\n", " </tr>\n", " <tr>\n", " <th>max</th>\n", " <td>3.500000</td>\n", " <td>71.600000</td>\n", " <td>79.000000</td>\n", " <td>9.650000</td>\n", " <td>10.010000</td>\n", " <td>31.300000</td>\n", " <td>18818.000000</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " carat depth table x \\\n", "count 193573.000000 193573.000000 193573.000000 193573.000000 \n", "mean 0.790688 61.820574 57.227675 5.715312 \n", "std 0.462688 1.081704 1.918844 1.109422 \n", "min 0.200000 52.100000 49.000000 0.000000 \n", "25% 0.400000 61.300000 56.000000 4.700000 \n", "50% 0.700000 61.900000 57.000000 5.700000 \n", "75% 1.030000 62.400000 58.000000 6.510000 \n", "max 3.500000 71.600000 79.000000 9.650000 \n", "\n", " y z price \n", "count 193573.000000 193573.000000 193573.000000 \n", "mean 5.720094 3.534246 3969.155414 \n", "std 1.102333 0.688922 4034.374138 \n", "min 0.000000 0.000000 326.000000 \n", "25% 4.710000 2.900000 951.000000 \n", "50% 5.720000 3.530000 2401.000000 \n", "75% 6.510000 4.030000 5408.000000 \n", "max 10.010000 31.300000 18818.000000 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df.describe()" ] }, { "cell_type": "code", "execution_count": 5, "id": "3756f826", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:01:23.944100Z", "iopub.status.busy": "2023-04-28T09:01:23.942815Z", "iopub.status.idle": "2023-04-28T09:01:23.950238Z", "shell.execute_reply": "2023-04-28T09:01:23.948641Z" }, "papermill": { "duration": 0.020323, "end_time": "2023-04-28T09:01:23.953059", "exception": false, "start_time": "2023-04-28T09:01:23.932736", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "num_features = ['carat', 'depth', 'table', 'x', 'y', 'z']\n", "cat_features = ['cut', 'color', 'clarity']\n", "target = 'price'" ] }, { "cell_type": "markdown", "id": "36a1e828", "metadata": { "papermill": { "duration": 0.008231, "end_time": "2023-04-28T09:01:23.969872", "exception": false, "start_time": "2023-04-28T09:01:23.961641", "status": "completed" }, "tags": [] }, "source": [ "# data distribution" ] }, { "cell_type": "markdown", "id": "418c2bf6", "metadata": { "papermill": { "duration": 0.008136, "end_time": "2023-04-28T09:01:23.986932", "exception": false, "start_time": "2023-04-28T09:01:23.978796", "status": "completed" }, "tags": [] }, "source": [ "## cat_features " ] }, { "cell_type": "code", "execution_count": 6, "id": "e2315672", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:01:24.007386Z", "iopub.status.busy": "2023-04-28T09:01:24.006427Z", "iopub.status.idle": "2023-04-28T09:01:24.308866Z", "shell.execute_reply": "2023-04-28T09:01:24.307673Z" }, "papermill": { "duration": 0.314887, "end_time": "2023-04-28T09:01:24.311348", "exception": false, "start_time": "2023-04-28T09:01:23.996461", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.FacetGrid at 0x7b1145fee390>" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "<Figure size 500x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot()" ] }, { "cell_type": "code", "execution_count": 7, "id": "88ffdeca", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:01:24.331663Z", "iopub.status.busy": "2023-04-28T09:01:24.331245Z", "iopub.status.idle": "2023-04-28T09:01:25.728788Z", "shell.execute_reply": "2023-04-28T09:01:25.727335Z" }, "papermill": { "duration": 1.411097, "end_time": "2023-04-28T09:01:25.731443", "exception": false, "start_time": "2023-04-28T09:01:24.320346", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 1500x500 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", "axs = axs.flatten()\n", "\n", "for i, col in enumerate(cat_features):\n", " sns.histplot(data=train_df, x=col, ax=axs[i], shrink=.7)\n", " \n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "68b328e1", "metadata": { "papermill": { "duration": 0.009011, "end_time": "2023-04-28T09:01:25.750051", "exception": false, "start_time": "2023-04-28T09:01:25.741040", "status": "completed" }, "tags": [] }, "source": [ "## numeric features" ] }, { "cell_type": "code", "execution_count": 8, "id": "3007cc89", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:01:25.771392Z", "iopub.status.busy": "2023-04-28T09:01:25.770619Z", "iopub.status.idle": "2023-04-28T09:01:32.222345Z", "shell.execute_reply": "2023-04-28T09:01:32.220717Z" }, "papermill": { "duration": 6.465813, "end_time": "2023-04-28T09:01:32.225188", "exception": false, "start_time": "2023-04-28T09:01:25.759375", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1500x500 with 6 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 3, figsize=(15, 5))\n", "axs = axs.flatten()\n", "\n", "for i, col in enumerate(num_features):\n", " sns.histplot(data=train_df, x=col, ax=axs[i])\n", "# axs[i].grid()\n", " axs[i].yaxis.grid()\n", " \n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "ba27d246", "metadata": { "papermill": { "duration": 0.010379, "end_time": "2023-04-28T09:01:32.246684", "exception": false, "start_time": "2023-04-28T09:01:32.236305", "status": "completed" }, "tags": [] }, "source": [ "## target" ] }, { "cell_type": "code", "execution_count": 9, "id": "ef5f060a", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:01:32.270479Z", "iopub.status.busy": "2023-04-28T09:01:32.269304Z", "iopub.status.idle": "2023-04-28T09:01:32.944389Z", "shell.execute_reply": "2023-04-28T09:01:32.943051Z" }, "papermill": { "duration": 0.689837, "end_time": "2023-04-28T09:01:32.946968", "exception": false, "start_time": "2023-04-28T09:01:32.257131", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:xlabel='price', ylabel='Count'>" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(train_df[target])" ] }, { "cell_type": "markdown", "id": "42c00c63", "metadata": { "papermill": { "duration": 0.010563, "end_time": "2023-04-28T09:01:32.968606", "exception": false, "start_time": "2023-04-28T09:01:32.958043", "status": "completed" }, "tags": [] }, "source": [ "# Relation between features and features" ] }, { "cell_type": "code", "execution_count": 10, "id": "65d75f1f", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:01:32.993145Z", "iopub.status.busy": "2023-04-28T09:01:32.992375Z", "iopub.status.idle": "2023-04-28T09:01:33.410982Z", "shell.execute_reply": "2023-04-28T09:01:33.409747Z" }, "papermill": { "duration": 0.434018, "end_time": "2023-04-28T09:01:33.413618", "exception": false, "start_time": "2023-04-28T09:01:32.979600", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:>" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr_matrix = train_df.corr()\n", "mask = np.ones_like(corr_matrix)\n", "\n", "sns.heatmap(data=corr_matrix, mask=np.triu(mask), fmt='.2f', annot=True, linewidth=5)" ] }, { "cell_type": "markdown", "id": "3b87b81d", "metadata": { "papermill": { "duration": 0.011262, "end_time": "2023-04-28T09:01:33.436718", "exception": false, "start_time": "2023-04-28T09:01:33.425456", "status": "completed" }, "tags": [] }, "source": [ "conclusion：drop one of x or y or z" ] }, { "cell_type": "markdown", "id": "9c1a80f3", "metadata": { "papermill": { "duration": 0.011393, "end_time": "2023-04-28T09:01:33.459732", "exception": false, "start_time": "2023-04-28T09:01:33.448339", "status": "completed" }, "tags": [] }, "source": [ "# Relation between features and target" ] }, { "cell_type": "markdown", "id": "080d070c", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T03:54:28.808476Z", "iopub.status.busy": "2023-04-28T03:54:28.808006Z", "iopub.status.idle": "2023-04-28T03:54:28.828084Z", "shell.execute_reply": "2023-04-28T03:54:28.826182Z", "shell.execute_reply.started": "2023-04-28T03:54:28.808436Z" }, "papermill": { "duration": 0.011525, "end_time": "2023-04-28T09:01:33.483409", "exception": false, "start_time": "2023-04-28T09:01:33.471884", "status": "completed" }, "tags": [] }, "source": [ "## numeric_features" ] }, { "cell_type": "code", "execution_count": 11, "id": "69b2a481", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:01:33.510095Z", "iopub.status.busy": "2023-04-28T09:01:33.509180Z", "iopub.status.idle": "2023-04-28T09:02:31.270918Z", "shell.execute_reply": "2023-04-28T09:02:31.269924Z" }, "papermill": { "duration": 57.795221, "end_time": "2023-04-28T09:02:31.290543", "exception": false, "start_time": "2023-04-28T09:01:33.495322", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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GzMrNwnaVImjoOfXS26MJHFdRVRLkRDRBSdBEpXVvtByXuO0MuW+KAgZtvQncZKmVlNFkoiul6I7btPXEae2M0xWz0DWNsrBJdUn+Awj2jHM99nTdMYsHNr7Lw1v3oxREigJ8+zPn8rlFp6HrMnDoaC1btmzY2pG33nort95664DTZs+ezYsvvjjseqqqqli/fv2Q88yZM4enn3562GWJieNKQRchhDgprVixghUrVgw5TygUoq6ubsBpnZ2d/PSnP+WRRx7hyiuvBGD9+vXMnj2b5557juXLl/P222+zYcMGtm3bxqWXXgrAQw89xJIlS9izZw+NjY1s3LiRt956i4MHD9LQ0ADAAw88wC233MLatWulN9kpTKlkNvoEXUpITXQhxEhJEF0IMe4sxyUad0jY7oiD6C/vbyMcMFg4p3KcWlcYx7rjdPRanH9aJCMLO247mLqGqevYrsJ2XH7wmz28caiT/3vLJwAIGLkB3Zjl0mc59MRsogmbYtPgveM9LHLd5HJdLEdhDTEYaVHAoCuWIJqwaU/LRO+J5x/IjtsO7VGLI10x2qJx4raiNGRSWxb2s8tH4khXjFnVVs7DhkJSSvGbN1v5y1+9yZEuL5v/swtn8e1rzqWmNP+AvxBiFOQ+VAghpqwXXniB2tpaKioquPzyy1m7di21tbUA7Ny5E8uyaGpq8udvaGhg/vz5bNmyheXLl7N161YikYgfQAdYvHgxkUiELVu20NjYyNatW5k/f74fQAdYvnw58XicnTt3csUVV+S0Kx6PE4/H/dddXV0AWJaFZY2th+VIpdY30eudTBO1zbZlYdsWtmVhaePfe9VJ3lfZjpuzbafaz/lU216QbT5VDLbNo90HEkQXQoy7VEmWkcZWOvss7t/4LgBfXnpG4RuWJ5UsozJU9nJvwqG9N0E04VAa6j+0xm0XI5mJnrC9mub//IeDdPZZvPjuMT45r8avGw7gKG99Mcshbjscj8axbcXfb93H7/YcpSfm8P8uOwvLcbEdhTXIYKXg1UVPOC5dfTZdsfzLubiuoitmcbwnTmtXnJ6YTcDQKA8HqCkdW/mTPtth3/EoH2+IjCoIP5zDHX1898k3ee7tIwDMrS7mr26YzyfnzSj4uoQQuSSGLoQQU9OKFSv4/Oc/z9y5c9m3bx/f+c53+NSnPsXOnTsJhUK0trYSDAaprMxMbJk5cyatra0AtLa2+kH3dLW1tRnzzJw5M2N6ZWUlwWDQnyfbvffeyz333JPz/saNGykuLh7V9o7Vpk2bJmW9k2mitvnwGxOyGg636IDO/g8/5Nln9w04z6n2cz7Vthdkm08V2dvc2zu6cfckiC6EGHeuUjiuGnHXvGhaxnTCdjEnqQLHiWiCtp4459QN3r20z7Lpidt09ll+EF0pRcJW6LqGaWg4CS9zPFXW5cV3j/LJeTWkx5K7E9622q7CshXt0QQBQ+d3e44C8Pcvvd8fRHdd7CEy0QF0dFo7+zL2/WDlXGKWQ1s0QUtnH+29Fq7rZZ3XR8LoWmF2fk1JiMMdfVSVBDmtsnA3Pbbj8vDWD3lg4x56E172/3+8/Cz+06fOlrrnQkygqVB+SwghRK4vfOEL/v/nz5/PxRdfzNy5c3nmmWe48cYbB/2cUiqjF2b2uDijnSfdXXfdxe233+6/7urqYvbs2TQ1NU14+RfLsti0aRNXXXUVgcD49aw8mUzUNnf2JfjgWJTGujKKg+Mfqnq6Yxe0HWX2nDl85jPnZUw71X7Op9r2gmzzqb7NqR5NIyVBdCHEuPOy0FVeKYpKKfYe7WFmWZj06+i47WAGJieKHrMcOmPWoBf3rquIJxTKhaNdMerLvbbbrsJRCkPXMHUNxwHLdokn65//7p1jfPszimiiv1Z6ZwJ6LQfbdYnZDtGERkmoPwicyt62bIXtKIaJoRMO6HzU0ZfxXnoQ3UnWSz/WHedYT5zeuE3INKgsChI0Cz/2dMDQKQ0F2H88SkVxMCNrf7TeONTJXY+/zu6PvBPhormV3HvjAs6ZWTbmZQshhBBCnIrq6+uZO3cue/fuBaCuro5EIkF7e3tGNvrRo0e57LLL/HmOHDmSs6xjx4752ed1dXVs3749Y3p7ezuWZeVkqKeEQiFCodySfIFAYNICQZO57sky3ttsJBSaYWCaAQKBCQhVJe/rNE0fdLtOtZ/zqba9INt8qsje5tFuf+EjJEIIkcVV4LiQT0GXJ3Z9RNMPX2LNY69mZE/3JXIH5Zwolu0Ss1wSWRHr4z1x4raD5bpYrktlSZATPQneO9bDawc7sBwXx3ExdY3dH3VyPBonavUHsFu7Yrx7pCcj474jodEbd3Bcha5p9CUcitIyqY3kxV40YaMUWO7QUfSioOGXb0llvCccl/ZogoNtvez8sI1XPuzgQFsvpq5THymiujQ0LgH0lEhRgGjcYd+xKK47+qzVaNzme0+9xZ/8783s/qiLsrDJ9z+7gF98dYkE0IWYBKnSV0IIIaa+EydOcPDgQerr6wFYtGgRgUAgo0t8S0sLu3fv9oPoS5YsobOzk5dfftmfZ/v27XR2dmbMs3v3blpaWvx5Nm7cSCgUYtGiRROxaeIkpvLLuyrQulTGv0IIMRzJRBdCjDvXVbh5lnP56WavHt2L7x5j5cWz/fd7LYfJOmTFbBfLcTMGRo3Gbd4/1sMZ1SUUh0xs16WiKEifZdPS2YeGFwB3lGLv0W6+9cRuNA02/OdPZix7w+5W0uPInQmvvrrrQnVJEMfNzH5P1WXvs2xMXcN21JDdX0OmQZ/lBdqrSkIc7/EGZdry/nEMXaM4YFJTGsQ0JvaZakVxgLbeOAnHJayPvNzKpreO8JdP7uZwZwyA6y5o4DvXnkttWbjQTRVCCCGEmPJ6enp47733/Nf79u1j165dVFVVUVVVxd13381NN91EfX09+/fv51vf+hY1NTV89rOfBSASifCVr3yFO+64g+rqaqqqqrjzzjtZsGABV155JQDnnnsuV199NatXr+bHP/4xALfeeivXXnstjY2NADQ1NXHeeefR3NzMfffdR1tbG3feeSerV6+e8NIs4uSiUn8mKKidugeTUnRCiHxJEF0IMe5cpfIeWDS99raTlmWdqiM+GWKWg2VnDuLZ2hnjWHechkgRAcPFcbxSK9UlIdqiCQxdEbNdXBdeP9QJeJkV0Xjmdjz9xuGM150Jjbjt4Co1YC1AQ9P88jFBU0cphavAGKLSTapuejigUxI0iCYcjvfEuWhO1Wh3yZiNtsZ6a2eMu3/1Jhve9Aaeml1VxH//k/ksa8wdxEoIMbHkHlQIIU5eO3bs4IorrvBfp2qM33zzzfzd3/0db7zxBv/4j/9IR0cH9fX1XHHFFfzzP/8zZWX9vft++MMfYpomK1eupK+vj09/+tP87Gc/wzD6EyIeffRR1qxZQ1NTEwDXX389Dz74oD/dMAyeeeYZvva1r7F06VKKiopYtWoV999//3jvAjEFTOS1RH8m+sStUwgxtUkQXQgx7lwFjlJ5ZRWkZ1SnB60nq5yLUoqY5Q3imUjWMo/bDi1dMVxX0ZuwCZk6Ll75Fd3QqCn1Mr5jlhcMT9/snriVsfzDHbGM150JiNnOoA8cNM0rx2K5rrfe5KCthj54UNpKplmETJ2ycIBowvHrsk8VjqtYv+1D7vvNHnriNoausfqTZ/KfPz2PoqAMHCqEEEIIMZRly5YNeS3+m9/8ZthlhMNh1q1bx7p16wadp6qqivXr1w+5nDlz5vD0008Puz5xakmVhZuomHZ/JvoErVAIMeVJEF0IMe6U8gbdzC8Tvf//TtoVzWRlotuuwnFdLEf5QfRo3KE3bicD0jYlIZPn3z6KpsGXLp2LoWs4SvltTt+OY91eOZWK4gCVxUH2HY9mrO9YTCNuOcDAQXFd07CSQfQi08By3WG7IKYy0YOmga5ptHZNbo35kXrzcCffenw3rx3sAODC2RXce+MCzq2XLr9CnEzkHlQIIYQQo6WSf01UZnjqHiq//tJCCCFBdCHEBHAVOORXEz29zIedNpBn3xiD6H0Jh3BAH7R2+GAsx8V2FQFDpy85KGhPzMZVipCpE0u4RGM2/7zjIAB/fM4MZlcWowFu8sFB+gOAo8kgetg0uPycGX4QvaokSFs0weFeL0gfDAQHbI+maSRsF8dRBEI6CXv4IHoqoz9k6oQDXu3zse7PidCbsPnRc3v56eZ9OK6iLGTyzRUfY9Ulc4bMvBdCTA6llNyICiE41h3nl68c4nOLTqOmNDTZzRFCTCHuJFxHSDkXIUS+JnYkOSHEKcn1M9HzKOeS9n+7QJnojqvY09pFe69XSiVVzzwflqOwXUU4oBNNeEH049EYYdMgYOgkHJePOvv8+TuT60jf0o6+/hIuR7u89YYCOssaZ/jvnzOzlJCpk3A1jvfECQUGPjwben9Q3NA1XFRGpvtA+jPRvXIucPIH0X/3zlGu+puX+PuXPsBxFdcsqOe5Oy6nefFcCaALIYQQJ7F/3Lqfv/71O/x8+4HJbooQYgrxS7lMcCa6DCwqhMiXZKILIcZdqm53PhdEmQOLpgfRR1/Du89y6Ek4xG2Ho90x3mrppLokxIyywbOjjvfEaensQylwXUVpyKQv4dIds+iO2RQFvSC67ShORBP+53riXqBdwxsY1dA0OtOC6Kl5w6bB4jOrCZk6cdslUhTg9Opi9hzpoSvmUFk8cCZ6qpyLStZgd10v430omTXRvcN+LDFxNdGVUrz+USft3XD6MPMe7Ypxz1Nv8cwbLQDMqijie3/ycT597sxxb6cQYmwUks0lhMC/7umOWcPMKYQQ/VSylstE9WpL3UPJtYsQIl8SRBdCjDulvK55eV2fpCUZW4UKoiccemI2Cdulo9eiN+4QMCxilkM4MPCglB+193GwrZfyogC261IUMDgRTXCkK0Ys4VBZFOTVgx0ETY14Wtvae70guaFpJBwXQ9cyMtHbov2Z6OGAwSVnVPH7vccpDZmcWVPCniM9fHA8yvubP0DXNP74nBm8f6ynf/doXla+oenomveAYvia6P1B9PJkEH0iMtEdV7Hl/eP8Yuch9h2PEtANFn7CoqIk99TjuopHXz7AD379Dt3JgUP/bOnp3HblOZSE5FQlhBBCTBVWsgecLaP1CSFGaCIfyKfuTiUTXQiRL4lMCCHGnasUrptvTfT+/6cG8gSI26MP+vYlHGK2Q1efTW/coaI4SJ9lE43bfhA9VTP9QFsvM8vD9FnefMejcVra+9h7pIdzasuIxh3QNJ7d3cr/efF9zp8V4YufmOOvqz2a4N0j3Tz+6kf8P4vnUBww6eztz1RPlZQJm956//On5xGN25xXX86RZFmY7fvaOdwZA+DfXv0oY1s0NKJxB1PX0DQNpRTOsDXRvf0YMg1KQ+MfRLcdlxffPcYvdh7io47+UjeWq3GwrY+KkqKM+d9p7eKuf3uDVw90AHD+aRG+/9kFzJ8VGbc2CiEKT+XX4UgIMc0lbO9IMFy5OSGEyKAmNqCdOkSNZZW247LveJTTa0oIGFItWYjpToLoQohxZzsqGVwZ/golvZxLb7IGOeRXEz1he/nuIbM/u9x1FR19CVDQa9nEHYeSoElPXBGNO1SXeiVY9h7pZlZFES2dMYKmju24mLrO6VUl3LdhDx919NE4s4y7PvMxigIG/+fF9wF4/aNObrooPRPd4u9eeJ/3jvUwt6aYpnNn0h3r3472ZDmXVM3zc+vL+canzqbPcjA1b/+kAugD7h/dC4CbqYs0TcNNu0l95cN2/vfz77Hm0/P8wbxSmWAZNdEThQ+iJ2yX594+wi9fOeQPoFoaMrnu/HpeP9TBmy3dHGzvY8Fsb/647fDAxj38w7/vx3YVJUGD/7K8keYlp0vdcyGmIJXnANJCiOktIZnoQojRmsAH8ip50TKW8jGWo+izHCzHlSC6EKcACaILIcad47qjCq5E4/2B3nyC6Ic7erEcxbyZZYAXKH7zcCfRhFfKpTfhYDsub7d00RWzqS4NMauyiLjl0NGbIGDodPRa1JTa2I4iHNDoill+NvWeI9289O4xzkkuP6U3rW1vt3TxYVsvALsOdPDotsxBtVKlXdID/QBB06C+PISuKVw1eABZ1zRs1yWYdpGWfo/645c+4NWDHWx86wirLvEy5Psz0ftrohcyE70v4bDhzRaeePUwbcms+4qiADcsnMWK+XUUB036EjZvtnRzqN3bl3uPdvPDTXs51uMF25d/fCZ3X/9x6iNFg65HCCGEECc/K9mT0HEkiC6EyJ9K/ZmgJ/Kp1Qw3vlQ+y5EkAiFODRJEF0KMO9vN7OZ/sK2XUECntiyM6yoSjuuXVUkv4ZKeiR63h7+66UrWPU/pjlmciCY4eKKXtc++zbLGGVx53kzufupNAP7HTedzenUJtusSTTiE+iz6Eg7RuM3Gt44wszyUUzP9YHsfv3qtJeO99rSBRVMBdIA3D3fltLE3mQEeDmRmKoRNnV5bo64IDvfmfMyna163wZJg/+E7Vc5FKcXbLd46D6a1I1UTPSMTvQBB9J64zdOvH+ZXrx32s+1rSkPcdNEsrjpvZsaDglkVXnD8YEcfbxzq4HvPvEXMcqkrD/O9P/k4TR+vG3N7hBCTS24ghRAgNdGFEKPjBaMnspzL2DPRJ24YVCHEyUCC6EKIcdEds2iLJphbXZLMRPcuihxXeZndCspCAfYe6cZRioVzKoHMYHk0reRIfIiBRdujCUIBncMdMRK2Q9x20PCyyDW8DHIF7PywnaCh+5nbb3zUybn15ZSFTVxHcawnTiigs+94lJ+/fGDAdW166wjgBYVTGeqHO/sGnHco2Znohq7jojitRHG4d/BMdE3TsByFocG/7DhIeZHJefXlABxq76Mzmel+IC2InrqZDRp6f030MZRz6ehN8OSuwzzzRosfjK+PhPn8otNY1lg7YFfG2ZVeEH1Paw93P/UWCcflvPpy/vHPLqGmLDTqtgghhBDi5JIq5+KMNb1TCHHKSWWjT4TUPeGYn/cpCaQLcaqQILoQYlx0xWyOdseYXVmM4/aPtN4Ts+mJexnjuw52EI3blIb7D0UZmejx4Wuix22HPUe6iRQF+NbjrxOzXM6sLSVuOXT32bxyoJ13Wrv9Nv1uzzH/s28e7qKjz+I3u1v52xffZ82nzmb3R11EigM56zl/VoTXP+r0X//JhQ38606v9vfhjpEH0bMz0fXky1klCpJN/Mtrz+PhrfvZf6I/IO7VP1e8c6SHR7Z9CMDKi70i47vT2vdRR59fmy+VCRYK6JQn93U+5XGyHe+J8/irH7HhzVb/5zS3qpiVF89m6dk1Q9YxPy0ZRE8F3RfNqeQ/Ljsz42cvhJj6JBtdCCGZ6EKI0UhldU/UtURqNWPJfpdB1YU4tcjIB0KIcRGN2fQlXBKOi+26/tVFd9zCdl0aIkU4rsJVCuX2X7zE7f7gbjStnEtXzMZ2cjOajnfHeXLXRzzz+mHaoha9CYc3P+rkUHsf/7jtQ/7Pix/wRlpwOeG4FAe9LPA3PuqkszfB/37hPRxX8cPn9rLp7SP8685DAKSHhD85b0bGeudUFVNZHATgcEfmQKDZseTZVcXcdNGsjPdyMtE1DQON00q8/WDqGhfOruDcZJZ5iuMqlNIyHjCkSrfsPtyZMV8quG/7mejGqMq5tHT28eDze1n9jzv41WuHSdgu82pL+fZnzuV//YeF/PE5M4YdCLQsbFIR9Lbtj86u4c6mcwiacgqail566SWuu+46Ghoa0DSNJ554ImP6LbfcgqZpGX8WL16cMU88Hucb3/gGNTU1lJSUcP3113Po0KGMedrb22lubiYSiRCJRGhubqajoyNjngMHDnDddddRUlJCTU0Na9asIZFIIIQQYvJYyTJyjgTRhRAjoBSoCezA4g8sOsZD1USXoRFCTB5JARRCjIvOmBcstxzXv4lSCtp7EwR1A0PXiBQFMHQNN1nmxTS0jHIuvYnMgHpXrD9w7LqK/Sei/OvOQ/zTywcz1v3e0R4unlvF8+8cHbBtKy+eza93t3CkK862D9qIFAVo77Vy5rviY7UsPrOanpjFWTNKM6bNrSqhIpmx3tqVGURfNLeSP+xv919/4eLZaFkx5pxMdE3DNDTOKINPNc5gTnUJpqETygo0O0qha1pGEHz34S7+aN4M3vgoswb7gbZe5laX+DezoUDawKJ5lHP5MLl/X9p7zO/mOL+hnJUXz+bC2RVo2Rs1jOZ5Domqs1mxYBaW45KQbt5TUjQa5YILLuDLX/4yN91004DzXH311fzDP/yD/zoYDGZMv+2223jqqad47LHHqK6u5o477uDaa69l586dGIb3gGnVqlUcOnSIDRs2AHDrrbfS3NzMU089BYDjOFxzzTXMmDGDzZs3c+LECW6++WaUUqxbt248Nl0MQ01kH2whxElLMtGFEGMxUcVRUjXR3bFkojNx7RVCTD4JogshCsZ2XHRNw3JdYpaDZSsStourUl3dvNem0R981TXvJstRCpOsmuhp2daW49LW059h2toVY09rN1vfP5HTjod+v4+Hfr9vwDYGDZ0/nleDUoqHt37IprePDBoMrioOsuTMagCOZAXKS8MmFcWZgcHyIpN5tWUs/3hdRhC9JGRgZK0itya6RsDQMTT4z586C93wDs+hrIFNLUcRMDR60vbNW4e7UEr55VxmVxZxsL2PD0/08sl5eD0BktueKp8St72HGwNlkL93tId/2XGQrR/079tFcytZefFsv/76aJxdDqfPr0PXNQowrqmYJCtWrGDFihVDzhMKhairG3iw2M7OTn7605/yyCOPcOWVVwKwfv16Zs+ezXPPPcfy5ct5++232bBhA9u2bePSSy8F4KGHHmLJkiXs2bOHxsZGNm7cyFtvvcXBgwdpaGgA4IEHHuCWW25h7dq1lJeP/ndVjI6S4bWEEPSX5pNMdCHESPilXCaqnEuBaqJLSRchTh0SRBdCFMybh7sImjoNkSLilourFHHb9bu3Oa6Xca5r6UF0DddV/kVMPC26mp6JrhQc64mhFLzyYTubP2hn3fPv5d22axbUE43bzJ8VwXIUC+dU8K87D9HaGRv0M5Gi/tro6RkKhqbhuIrKrNrpNy48jZsuOo33jvZkvF8SNHKC5tmZ6EVBg/JgESfwHhiEkrOHsz5nuy6moWcE0d883Mnhzhht0QSGpnHJGVUcbP+ID9uiAANmooNX0iU10GhqOf+y4yCvHOgAvHI2S86q5vOLZnN2bWYmvhBDeeGFF6itraWiooLLL7+ctWvXUltbC8DOnTuxLIumpiZ//oaGBubPn8+WLVtYvnw5W7duJRKJ+AF0gMWLFxOJRNiyZQuNjY1s3bqV+fPn+wF0gOXLlxOPx9m5cydXXHHFxG2wEEIIX2pgUctxOdIVo6okOOCg40IIkW0sWeEjX5f371jWKGVchDi1SBBdCFEwtutixV36LAdXuei6N4ClC2iad1GU/aRf1/rLuUBWJnpaTXRXKaIJh+cOazy97Q95t+m8+nJWLjqN6rIQtWUhQqbB0e4Y5UUBPlZfzs4PvYxxDXj0zy/lP67f6ZeNsdOK8qU3OxzU6YpZGFkZ7EXJwHiq5nr/+ybhgE7A0PoD2mllWnRNQ9c06iNFvA5091mEkuUvcsq5uApT1zKy9Pcdj/JKcjvOqi3h9JoSAA4kByTtr4muEzINgoZOwnHpjduUBA1ePdjBv+w4yJuHu5LtgT8+ZwafXzSbOVXFeexlIfqtWLGCz3/+88ydO5d9+/bxne98h0996lPs3LmTUChEa2srwWCQysrKjM/NnDmT1tZWAFpbW/2ge7ra2tqMeWbOnJkxvbKykmAw6M8zkHg8Tjwe9193dXm/95ZlYVm5ZZ0KJbXs8VxHodmWg+vY2LZ3TBuu7ZZl4zg2tm2fFNs5Ffd5irR9ckjbCyOViZ6wHVrboxQbQNa1UbqTqe0jNRXbLMTJSqnkwKITuL70f8e2rDEvQggxBUgQXQhRMEp5QfNjPTE0TUfHq719pCvGI1s/5CtLz6CmNJQx8KaugYtX69t23Iz6mb3x/kx0y1FoSvHbj/qDyuVhk2sW1GO7il/szByUMOXq+TOZU12C0hTtvQlKgibFyczw2rKQP19Z2CRmuVQUB/0g+uzKYjp6E37Zli9dOoefbz/Af1o2j85ei/KizEz0cMBAKZUTRC8OGqBDeTjAiWjCn9ffB7qGkfwDYKXtg+yMddf1PtuTtm9cBRvfOgLAufXlNFQUAdDSGSNuO2mZ6N46S8MmbdEEL+09zr+/f9zPnDd1jU+fO5PPXXQadZHwgPtTiOF84Qtf8P8/f/58Lr74YubOncszzzzDjTfeOOjnlFIZpZUGKrM0mnmy3Xvvvdxzzz0572/cuJHi4vF/aLRp06ZxX0eh7U/+m2/b28atJaMzFfd5irR9ckjbx6Y7agAaJ060sX/XZv8YMpyToe1CiMnjBaLVhAWkU+sZy/qkJroQp5ZJDaK/9NJL3HfffezcuZOWlhYef/xxbrjhBn/6LbfcwsMPP5zxmUsvvZRt27b5r+PxOHfeeSf/9E//RF9fH5/+9Kf527/9W0477TR/nvb2dtasWcOvfvUrAK6//nrWrVtHRUWFP8+BAwf4+te/zvPPP09RURGrVq3i/vvvzxkMTQgxOFcpYpaL6rUoDZnELYc+y+FHm97lYHsf/9+/7OLhP7sks5yLrqFcb6DQVPfflPTLkYTt8sGJPvoc77OfnFfD5xad5g1QGg7wy1cOUVUS5HiybvqfLpnL2bUlfLwhwqG2PmaUhagtDbPveA9zq0uoKgkyIy2IXlUaJJqwqCoOcqDNy+CeXVmE7boc645jaBqfXTiLBQ0Rzp5ZSm/CYVZlUUZ7i4Mmrsqtd14cMohZDmVh0w+ihwKZmejpWe0u6UH0zGVpmlc/Pb2cC8Dzb3tB9PPqyykPm5SFTbpjNgfb+jJqooNXXqYtCg9v3e+9b+pc/fE6blw4i+rSEBPBdhSGrg9Yk11ML/X19cydO5e9e/cCUFdXRyKRoL29PSMb/ejRo1x22WX+PEeOHMlZ1rFjx/zs87q6OrZv354xvb29HcuycjLU0911113cfvvt/uuuri5mz55NU1PTuNZRtyyLTZs2cdVVVxEIBIb/wEkglnD44HiUORUhXnrht8O2PZqwef1QJ2fWlDKzfGKOJUOZivs8Rdo+OaTthXHP67+DhEVZpILTLzyXM2tKCA+TiX6ytH2kLMviySefnOxmCDFtTORQCoUYWBRkYHUhTiWTGkSPRqNccMEFfPnLX+amm24acJ6rr76af/iHf/BfZwe1b7vtNp566ikee+wxqqurueOOO7j22mvZuXMnhuFdrK1atYpDhw6xYcMGAG699Vaam5t56qmnAHAch2uuuYYZM2awefNmTpw4wc0334xSinXr1o3HpgsxLSkFfZaNowzqywM4riJmuxxs7wO8AUSzs0T1ZH1xV0HccgdbNAnH5d+Tg4jecGE9X1o8l7lVJRzrjlNdGuL+z59PSSjAnpZu3m7t4qrzZtLVZxE0DNC8QT/Pri3FcV1qykLUlAY5Z2Z/ne/qkhA1pWEqSvpv3s6fXQHAawc7CQd0TF0jFDAoDweoryiiKPleKnu+OGTgKi/jPfW+qWuYuoamaZSF+5edXutc1zT0rFKhqf00UDkXyBx0FSCarB9/bn05CcdlTlUxbx7u4kBbb04JmZqyEAfb+ygOGlyzoJ4/uXBWRv33idBnOcwolxqpp4ITJ05w8OBB6uvrAVi0aBGBQIBNmzaxcuVKAFpaWti9ezc/+MEPAFiyZAmdnZ28/PLLXHLJJQBs376dzs5OP9C+ZMkS1q5dS0tLi7/sjRs3EgqFWLRo0aDtCYVChEK5Ad5AIDAhwZuJWk8h2EpHN0xM07tcHK7thoM//8m0jVNpn2eTtk8OafvYpK47HJU8JgQCBAKDB9FTToa2CyEm28QNUl6IILoMKirEqWVSg+grVqxgxYoVQ84TCoWoq6sbcFpnZyc//elPeeSRR7jyyisBWL9+PbNnz+a5555j+fLlvP3222zYsIFt27b5A5Q99NBDLFmyhD179tDY2MjGjRt56623OHjwoD9A2QMPPMAtt9zC2rVrxzUzTYjpQimF64Kp6xQFDDRNozRk0tGbyJwPL5s6g9Y/6OhgErbLGx95tYuvWVDHBadVEjR1asvDKKWYXVVCacikoSLMeQ3llIcDJByXoqBBccAkUhQkHDBYcFoFGl4G/OIzavzll4ZM5s0sJWSkl4sJEDC8wTgVUBoOoOveIKCzKoqwHZeza0t5p7XbW0bQwHEVfZaTLLliJwfu1NA0Mgb1TGWiK8DQvf2WEkgG4AOG5pdgSUnto55kyZnqkqCf3a5rcE5dGbs/6kwLokf9muipIPpdK87lV699xDULGjIGFp1IlutSUSQ9faainp4e3nuvf1Dfffv2sWvXLqqqqqiqquLuu+/mpptuor6+nv379/Otb32LmpoaPvvZzwIQiUT4yle+wh133EF1dTVVVVXceeedLFiwwD+Xn3vuuVx99dWsXr2aH//4x4D3APzaa6+lsbERgKamJs477zyam5u57777aGtr484772T16tVy3p5MUhRUiFNeqib6UNd1QgiRTan+PxOyvrT1jmk5Skq6CHGqOOlror/wwgvU1tZSUVHB5Zdfztq1a/3Bxnbu3IllWTQ1NfnzNzQ0MH/+fLZs2cLy5cvZunUrkUjED6ADLF68mEgkwpYtW2hsbGTr1q3Mnz/fD6ADLF++nHg8zs6dO7niiisGbNtkDU42EabyAD/5mM7bN1nbZjsutmNRHtIpDem4jo0GVBZlBYFtC4WJ66S96dokLIs+y2EwLZ19WI7C1BQX1JeiKQcrbf6qsE4ooJGwNYpMqC42iScSlIc0SoIQ0FXGPnEcqCzqD1zHEjaRkE5JsP895dhoukFNsUFnzCKguYR0hY7rLct1OKe2xA+iF5vefg8ZiuKgTk/cq2meSFhoyqU81L8vTM1rTzzhLcd1baxkJr6JIhZPYIRMDDKz8x1X4To2PXFvW+ZUFflB9LNnlBLQXJRjM7vCq2m+/3jUL+eSavfsihB/dFYlxSa4TmZG+3hJrcd1bBxXobkOIUNNi+9gIb9zU2F/7NixI+O8mCqNcvPNN/N3f/d3vPHGG/zjP/4jHR0d1NfXc8UVV/DP//zPlJWV+Z/54Q9/iGmarFy50i/F9rOf/czvQQbw6KOPsmbNGv8cf/311/Pggw/60w3D4JlnnuFrX/saS5cuzSjFJiaH9GYWQgBYyYf3tiNHBCHEyEzkUaMQNdHlwkeIU8tJHURfsWIFn//855k7dy779u3jO9/5Dp/61KfYuXMnoVCI1tZWgsFgRk1VgJkzZ9La2gpAa2urH3RPV1tbmzFPdv3UyspKgsGgP89AJntwsokw3Qf4mc7bN5nb9l4ceh1o8L8G3qHG1BSd7/6BzgE+s+MDaOntnzdbqmvw7FLY+vvfDduG48l/W5L/Hht0Tm99FdYJnn32WS404LmAwSdmKH676TcZc6aWtWNf/3uNacuIvr+T3mSWfdD1BtUKuTGOv+ON4xCOaoAXJHzlD9tpfyd32QAd7+3029yRtU9sK8H+XZvp6vWW30AbryaXGVFdbH7e+7mHu7zP7TvSnqwtqLFj+1aOvNm/nv2D7pPxc+CN/jEttn4wCQ0YR4X4zvX29hagJeNr2bJlqCHuNn7zm98MOi0lHA6zbt26IUumVVVVsX79+iGXM2fOHJ5++ulh1yeEEGJipEr0ARmDxQshxHAUXunPiTpypMq4FGKN0hFPiFPDSR1E/8IXvuD/f/78+Vx88cXMnTuXZ555hhtvvHHQz2XXXNZyakeMbp5skzU42USYygP85GM6b99kbVvcctjxYRtFAZPv/dNrnIgm+N9fvIDTKotgqxc4LQkHKD/7IkrDAYJptb5bOvs4t76csmNReO2VIddzRqkq2LZZjsv3ag6x+f027rhqHmfUlNDaGaPirHaqS0N84vTKjGNAWzTBB8d7OLe+nJKgyfGeBKFD7ayp7iZuO9SeM4Pj3QlmRoKU7XsHoj0UlZYROuMsSkMmM/Rj8OEBAJZ98o/4eEM5J6IJDnf0MaeqiGJTY9OmTTQuWkpbn0N3zKIqasFrb/ltULrJnAsWE9vmDah45llnw0Evqr/8E+fyRwsbeOXDdhYZBry5k7a4lhxQ1OWKyz/JOTPLON6T4LVD7dSXZw6MOp5cx+bAG9uYs2AxHX0OkeIgC06LTNj6x1Mhv3OpHk1CTEUT2QVbCHFystIGiXfcwce6EUKIbP3lXCbmYiK1mrE87/MC/4VpjxDi5HdSB9Gz1dfXM3fuXPbu3QtAXV0diUSC9vb2jGz0o0eP+gOP1dXVceTIkZxlHTt2zM8+r6urY/v27RnT29vbsSwrJ0M93WQPTjYRptO2DGQ6b99Eb1vMhgdf2E95kemXF3n5w05mVfUP3lkcNFGGgWGa6Gm1xzXDRNNNuuKDl3NJOb1MFWzbTFNxTn0FMyLFVJSGCQQChEIOZiBAKBjIGci4OAzFoRDFoRABUyccVOi6yafOred4TxzTNHGwKSsKUxzy2lcSCuBgYJgBIiVhf1mlRUECgQDFYQiYNqVFYb90y1kzIzSaJgfaetl3PJrRBkcp4o7mX+zNqenfvxfOqcI0A2iGSaQkRFVxkLbeBInkDW1JOEQgEMA0XTTdRDcm/hSgGyYJXGrKi6fdd68Qv5fTbZ8IIYQ4tSQygugSWTqZvPTSS9x3333s3LmTlpYWHn/8cW644QbASwj4b//tv/Hss8/ywQcfEIlEuPLKK/nrv/7rjJKny5Yt48UXX8xY7he+8AUee+wx/3V7eztr1qzhV7/6FeCVY1u3bh0VFRX+PAcOHODrX/86zz//fEY5tuxrb3HqmcijRiEGFgWkpIsQpxB9+FlOHidOnODgwYPU19cDsGjRIgKBQEYX+paWFnbv3u0H0ZcsWUJnZycvv/yyP8/27dvp7OzMmGf37t20tPQXVNi4cSOhUIhFixZNxKYJMeXtOxFlx4ftPP9Of+GUD4730B3rr/FcFDQ43hMnnlX7XEcj4Tgc78kchHQgZ5QV7ipF0zSKAgaGphFIDuxp6jqmrmVkyqeUhQOcM7PMn2YYGrqueVlXGuiahq5DaShAcXJA0JKQge24aBpUFPcHSEOmN708HOBj9WWEswYQ1TSNudUlnDmjJON9x1X0xL364gFDozwc4KI5FZxeXcz8WZmZ3XOqM8tKDbRNE81VCg2N4pAx/MxCiKlFBtYS4pRn2f1BdCnncnKJRqNccMEFGeOLpPT29vLKK6/wne98h1deeYV/+7d/49133+X666/PmXf16tW0tLT4f1IDgKesWrWKXbt2sWHDBjZs2MCuXbtobm72pzuOwzXXXEM0GmXz5s089thj/PKXv+SOO+4o/EaLKcVNlnKZsIFFC1ATPTWoqBzthDg1TGomek9PD++9957/et++fezatYuqqiqqqqq4++67uemmm6ivr2f//v1861vfoqamhs9+9rMARCIRvvKVr3DHHXdQXV1NVVUVd955JwsWLODKK68E4Nxzz+Xqq69m9erV/gn+1ltv5dprr6Wx0atm3NTUxHnnnUdzczP33XcfbW1t3HnnnaxevXrKl2URYqLEErlddnd/1ElnX38Q/XBHH9/81zc4o6aE//XFhf77mgY9sf7BMgdTUxqkPFjYgTCLgwa6rmEYXtkWQ/cC46FBAs5FwbTBQXUNU9OwXYWeDKIHDJ1wQKc07B1ey8MBXAW6BuVF/dk16csPGIMHt8NmZrDZdSGaDKKXBE00TeOhP72YiuIghq4RT7t5nVNVzK6DHQOuc7LELIdQQKc0NKU6Qgkh8qC8KLoQ4hQmmegnrxUrVrBixYoBp0UikZyxXdatW8cll1zCgQMHmDNnjv9+cXExdXV1Ay7n7bffZsOGDWzbto1LL70UgIceeoglS5awZ88eGhsb2bhxI2+99RYHDx70s9wfeOABbrnlFtauXSv336ewiS6LkiobM9byMXKkE+LUMakRlR07drBw4UIWLvSCabfffjsLFy7ku9/9LoZh8MYbb/Anf/InnHPOOdx8882cc845bN26lbKyMn8ZP/zhD7nhhhtYuXIlS5cupbi4mKeeegrD6A88PfrooyxYsICmpiaampo4//zzeeSRR/zphmHwzDPPEA6HWbp0KStXruSGG27g/vvvn7idIcQUE7cddh3s8IPk0URucLu912Lnh+3+65jl3VjtOx6lPdqfda5rGo5SRIcp53JmTeEH7A0HDIKGl30OXna3qafqiA8tFXB3XIVO/+dCpsHVH6/j0jOquKKxNrlcncpwfyZ6SZ5BZDOrHY7qz0QvDZnouoZp6Bh67vgNc0/CTPS45VISNE+KgL4QQgghCsuy+8NJEkSf2jo7O9E0LaMMC3j31jU1NXz84x/nzjvvpLu725+2detWIpGIH0AHWLx4MZFIhC1btvjzzJ8/P6NMzPLly4nH4+zcuXN8N0qc1FIP4ycqmJ46RI2tJnryjxRGF+KUMKmpgMuWLRvyYPOb3/xm2GWEw2HWrVvHunXrBp2nqqqK9evXD7mcOXPm8PTTTw+7PiGEJ267tEfj2I5LdUmQtmh8wPn+Ycv+Ad9/eX8byz/uZbHomtfl13a840FRwKDPyg2oe6VNjhek/SkBQycU6A9CG8lAeHbweiCm7n3Osr1yLaGAQcD0SsHMrS5h1SVzmBkJ09IRw9Q1QkGdO646hzNnlOQdRB9oaOOuWDITPWRiaAwYQAeYW5VZCuZkCKLHHIe5JcEhB20WQkxNShLRhTjlpWeiSzmXqSsWi/EXf/EXrFq1KiMz/Etf+hJnnHEGdXV17N69m7vuuovXXnvNz2JvbW2ltrY2Z3m1tbW0trb682SPO1ZZWUkwGPTnyRaPx4nH++81UgOxW5aFZQ3dk7XQUuub6PVOponaZtuywXVwbHvc1hVLOJiGl4TUXxPdzVlfvtts2xaubWHbNpY1+fdaozUdfq+VUjiuyus+HqbHNo+UbHPu+yMl/emFEKNiOwrLUbRFExzrifuDiab89Y0L+PFLH+QMjJmyfd8JP4iuackSJcm4anVpkEPtfTmfmVdTAh0F3QwChkbINDCTNdEDuk7Q1DGN4YO8hq5h6Bq9riKU/Ew4YBAydXTdy2owdQ1N9zLKA67itMpizq3Pv5vqQLHmVPZ/cchA1zQ/iz7b7KqijNf5ZNePOwUlYTn1CCGEENORJeVcpjzLsvjiF7+I67r87d/+bca01atX+/+fP38+8+bN4+KLL+aVV17hoosuAhgwUUIplfF+PvOku/fee7nnnnty3t+4cSPFxYXvqZqP7PI3p4KJ2GYNeP0QvD7Kz38UhV8f1PnMHJeGYX41YjED0Ojo6OLZZ58dcJ58t3nbnhE29CQlv9enBtlmbyyQ0ZBIhhBiVGzXRQENkSIOd/bRl+jPHL+isZaza0v5T1eczR2/eG3Az792qBPbcfnJ5n1sfu8431x+jp91XVWSGUS/eG4lNaUh5lYXEe0o7HZUFAf9jHIAXdcIpwXVhxMyddodl3BAJ2jolKVKrKR93tC8YPpgGeNDGehmorPXe2BREvTWpQ9yw1EcNKktC3G0O07Q0E+K7O+QKfXQhZiulP+XEOJUJUH0qc2yLFauXMm+fft4/vnnh61PftFFFxEIBNi7dy8XXXQRdXV1HDlyJGe+Y8eO+dnndXV1bN++PWN6e3s7lmXlZKin3HXXXdx+++3+666uLmbPnk1TU9OE11C3LItNmzZx1VVXEQgEhv/ANDBR27z3SDd7Wns4/7QIc6pH93Dkwr/6LdG4w0eJENv/4oqc6W8c6iBgGnysrozvvf4CWAnKysv5zGeWZMyX7za3RRO809JFY3051SXBQec72U2H3+uP2vs40hXjormVec0/HbZ5pGSb+7c51aNppCSSIYQYFa/0indzpIFffmXpWdU0L57Lse4458wsI2joGV17UxK2y/vHojzzRgsAb7V0+4Hn7AuQ6y9oYFZFEYY2dM300TB0jUhx5gnkrNrSvEufhEwd2/EyZ2aUhagpDQFehntq+brmBdCHGkB0MAPFvVPlXIqDBoY2dHB+TlWxF0Q/CUq5gDcwa1HAGH5GIcSUI/VAhRBWRjmX3Os/cfJKBdD37t3L7373O6qrq4f9zJtvvollWdTX1wOwZMkSOjs7efnll7nkkksA2L59O52dnVx22WX+PGvXrqWlpcX/3MaNGwmFQixatGjA9YRCIUKhUM77gUBg0gJBk7nuyTLe26wZJugGumGMej2pMbbaolbOMlxX4WoGgYBJIBDIeO4/2PqG22bTdMEwMAxzWvw+TOXf65jbh42Opht5l3SBqb3NoyXbPPh3fjgnR1RFCHHSOnCil7asUi2QCqKnBuPU6UkGdsMBA8txSZ23/r55EZ9qzK2NCLDp7f5MlYCh+zdelcXBjOBxwNSxXYWeZ3b4WBUFjbyzxoOptuGVSykKegHi1Oe1ZJDb0LVRDaY5UCtS5VyKggb6MBnuqcFFA3mUp5kINSWhkyIjXggxPpSkogtxSovbkol+surp6WHXrl3s2rULgH379rFr1y4OHDiAbdt87nOfY8eOHTz66KM4jkNrayutra0kEt59wPvvv8/3vvc9duzYwf79+3n22Wf5/Oc/z8KFC1m6dCkA5557LldffTWrV69m27ZtbNu2jdWrV3PttdfS2NgIQFNTE+eddx7Nzc28+uqr/Pa3v+XOO+9k9erVE55VLk5O43XksF2FqxRG8l5E+TXRR79G6YV38uiJ2diuK+NxiHElQXQhxJA6+hIDDvIZtx00vIsPU9foTc5TFDDQNFDJ8G91aYjmJXMHXPZv3uwfPOhod5z2ZJmSoqCRUfIjoGvYrhq09vdkCpne9mqalhH4N3UdTQND80q76JqXia6N8KiraRqfv/g0ytLqiHelaqIHjGGD43OSg4uGzMnN/k49IMnO+hdCTB/9/ZOEEKcqy+k/CrhqbMEpUVg7duxg4cKFLFy4EIDbb7+dhQsX8t3vfpdDhw7xq1/9ikOHDnHhhRdSX1/v/9myZQsAwWCQ3/72tyxfvpzGxkbWrFlDU1MTzz33HIbRf5356KOPsmDBApqammhqauL888/nkUce8acbhsEzzzxDOBxm6dKlrFy5khtuuIH7779/YneIOOkUIqg9FFcpHNcr3+m9Tq13bMv1rn/kWDeZbMclbrs4rpIguhhXUs5FCDGkmOXiOLknot/tOcp9v9mDpmncsuR0euNeJrqjFBoauuZdqAw08GV9JExLZyzjvdbOPj5IDkK6+Mxqnn/nKN3J7PaAoWM7LsFJDgQPxNC97dM1sgZMAkP3/jV1LflawxxhFrYGfGZ+HZ88u4bb/+U1bFf1DywaNIYtEXNefTm6ljvI6ERSSvmB/7KwBNGFEEKI6cqyM0u4uBLMOGksW7ZsyLJbw5Xkmj17Ni+++OKw66mqqmL9+vVDzjNnzhyefvrpYZclTi3jfbRwXIWTlonuFiITXTIITgoJx8VyXFzXC6gLMV4kiC6EGJTjKuzkCSnbtg/aktlGin979RAfq/e6X+oaBEwNRykcV6EbWk5Nso83lNPRa2VkuL92qBPHVZSGTP7o7BrKwiYtnd60gKkRt9SkZ1MPxDQ0DCO3pIpXZkUnYOgYRn9ddH2E2fSaBhqaXxbGdhWdMS8gHQ4MH0Svi4T5qxvmc9lZNSPbsAKwHJeuPouY7VBs9teIF0JMT0rJfaQQp7rsa0ZHMtGFEHlKPcgZr8OG7Soc1+2/HylYJrpcAE22hO1iO0rKuYhxJ+VchBCDsl0XR6mcgUFdV3G8J+6/Pt6TYMf+NgBKwwEvcKxp/lP97Ez08nCAv1jxMcrSSrak6mZeckYVQVPPKufiBc+DoxiYc7wFdN0v2ZLOSGbgBwwNU9OTGev6iEvSaGjJwujKv+BLZXUX5VHOBaCmNOTXap8IvQmb1q4+TkQTlIRNFpxWwUVz8hslXQghhBBTV/Y1o9RFF0LkK3W4GLdyLq5CZZRzSQbtx7BMJYVcTgoJ28VVLrqmJcduE2J8SCa6EGJQruvd/GRnFVmuy4ker3756dXF7D/RS8zy5ikPBwiaGo6rYdmKmGVlBMTBGyj0ojmVPPSnF9MTt1n9jzv8i4/LzqwGoDTUX/YjGNDQEpNf13sgRjITPXvMU13zpgUMHdPEL+ei69qIbii1ZAxdoz/bPfXxcNAgaJwc+8RxFd0xi6hlU2QazKosYmZZmIriIIauYVnWZDdRCDHOFGrcsseEEFODlRW8cKVXvRBihMbrUsJRClulRu4qXNBeKrpMvrjt+oO8DtSLXohCOfnSOoUQJw0/Ez2rvmXMcv1BQK88d2bGtPIik7JQAEPX6IpZtPfGcVyX9HzpVAmSkpDJzPIw1aVBAOrKw5w1wxsIszgtczqQrDt+MpYC6c9Ez2ybpnn1z4OmjqHpfm14U9OwR3pHmVy0nlVPvSRk5gTvJ1rMcjjaFeNod4yAqXNeXTkXn17FefURqktDJ+XPTAgxTga5i4zbDjs/bJMalUKcArKvGaWcixAiX6pA5VUG47gqY5wGtxDlY9T4tVfkrzdhY2g6miY10cX4kiC6EGJQjqs40hmjK9afRdwW9Uq39Ca8eubzZpZlfKauPMzpNSUYukbcdigNmSRshZlWdiSYVYKkrjwMwOXnzPAH5wwF+g9PIdNI1hg/+QKy/sCi2TXRNTAMr3xL0Ox/CDC6THQvHT17+0uCxqTsEzc5UOhHHb30xC1mlIe4cHYFi+ZWMqe6hJKQdHISQvT7+xc/4Ka/28ovdh6a7KYIIcZZTk10KecihMhTfxB9fI4bqYFFU0tP/Tvm8jESSJ900YTtl5SN2RJEF+NHIh1CiEHtPxHlW4/vJlIU4JXvXIWha7R09HG4ow/wssWzn/RWFAUIBwxMXcNxvWzpaNzBNHQsxwu8Zwd+v3TpXF549xjXLKj3L2LCaaVbzOQJ0cyj/vdECxgahpZb6zwVXDd1nbNrywiZOo7r1TUfyf2khoaeLOmSvg5dg5Cp5WSnp3gXn4XdX5bj0tlnkXAcSkIB5tWWUVMWojxs+g8/hBCnrsEObYc7vXNGS/LcIYSYviSILoQYq0IcNQbKM3JclXFMKsRApnKEm3yOq+hLuAQNHTVAL3ohCkmC6EKIQW157wQAnX0WtuvSm3A51h0nYXuXCxXFARoqwhhp2dXFQe+wEjR1NB2KAibtUYuArpEKn2QP9jF/VoT5syIkbJfuZNZ7eiZ60PTqjp+MmeiaphEYIJitJcu3aDqEA94DAXMU26Bp3l+allnOpSRkQrJMTLqA4a3XdhWFKCGvlKI34dAZszA0jcqSAA0VZVSVBE/KGvVCiImhlMJ2lV+eayipGslS1kGI6S9nYFH53gsh8uTiHT8KkYmuaRrt0QSGoVEe9sbaSpVzSS3fLVDmu1LI8KKTKG47WI5LSdDEUToxy5nsJolpTILoQogBxSwHK+1JfdxyOd4TJ2Y5fqA7UhSgojhIJBygLVkjvSTsBVYDhk5A15JBYDDTinfnE0guCqTVRDd0TE0jcBIG0cFra/Y26cmgt6FlZ6iPbNnJ3Zf8bP+ySkMmGrlZFiHTIGjoWI7rB+9Hw3ZcumM2vZZDcdDg9OpiasvCRIoCOaVrhBCnnhPRBCd6EjTW9Zf0UoN0Z049ZLUlI1WIac+yM7/njiPfeyFEflLXEIW4XNA1ONTupXAtOC0CQMJ2MkLd2cH00ZAA+uRL2C624yV22I6X5JHqAS5EoUlNdCFEjrjt8HZLF919/bXQWztjHO7oo7wowImoFzCvKQ1RFjYpL+p/Hpeqhx0ydUxdpzwcIGTqGSexwUqQpEvPcta1kzcTHbyyNmZWdNzU9QEzzw1tZIddTdOSQXQtIwDvBdFzM+ANXaM4aI66G1tfwuFIV4zj0TjhoM78WeV84vQqGuvKqSwJSgBd8NJLL3HdddfR0NCApmk88cQT/jTLsviv//W/smDBAkpKSmhoaOBP//RPOXz4cMYyli1b5v1up/354he/mDFPe3s7zc3NRCIRIpEIzc3NdHR0ZMxz4MABrrvuOkpKSqipqWHNmjUkEonx2nSRxnZUTjmvwW4iU+UdXAmiCzHt5ZRzkUx0IUSeCnm40DQt57ok1VMmO1g/1iD4YEkEYmIkbBdHeUHzVA/57HOREIUimehCCJ/jKjp6E1iO4nh3ImNA0X3Ho3xwPEosYXO0KwbAjNIQ5eEApeH+Q0lZyOsuZ+o6QVOjoiTALLuI9FhvII/a5uG0ci6pjO70bPaTyZzqkpzq40VBg3m1ZTnZ4CMu54JXF32gci7Z76WUhg2Oded/Jee4ip64TU/cIhwwqIuEmVkeprI4kPNwQIhoNMoFF1zAl7/8ZW666aaMab29vbzyyit85zvf4YILLqC9vZ3bbruN66+/nh07dmTMu3r1ar73ve/5r4uKijKmr1q1ikOHDrFhwwYAbr31Vpqbm3nqqacAcByHa665hhkzZrB582ZOnDjBzTffjFKKdevWjcemizQKNWBm+UA3oqkSXpKJLsT0l1PORb73Qog8KbxSloUISA90y2U7/TXM00u4jCkTXfLQJ13cdv0frBdEd+WaU4wbCaILIXwH26LsP9FLWdikJ27TFu3P6NzywXEe3XYg44R05owSwkHDr4MOXlY2gGFofmmR0yqLCZr9wdh8ArOhtOCzpkHA1E/aLOjBAuNFwdxyKpGiwIgutLS0ei7pA4sWBw00HQZ6rhAOGDhq+KfvcdtJ1rtXlIVMPlZXRnVpiLJk3UAhBrJixQpWrFgx4LRIJMKmTZsy3lu3bh2XXHIJBw4cYM6cOf77xcXF1NXVDbict99+mw0bNrBt2zYuvfRSAB566CGWLFnCnj17aGxsZOPGjbz11lscPHiQhoYGAB544AFuueUW1q5dS3l5eSE2VwzCVfgDQacMlomVOm9IJroQ0192TzgJogsh8qWUQi9YEF1DKTISueJ2f63s9HWMvQa7BNInU2/C9u/HvSC6lBIT40eC6EIIwBs8dP/xXmxX0dIRI5JWtgXg4S0fZszfOLOMq86bScjU/cA5pA2iqWsETZ2AoeOqzMHnzAEy0R1X0d6boCjo1Rc/e0aJP03XNELm9MiIPr2mZPiZ0mjJQUU1cmui6wyciR4yjZzM+BwKOmMWNaUh6iJhKouDGQ86hCiUzs5ONE2joqIi4/1HH32U9evXM3PmTFasWMFf/uVfUlbm1dfeunUrkUjED6ADLF68mEgkwpYtW2hsbGTr1q3Mnz/fD6ADLF++nHg8zs6dO7niiisGbE88Hicej/uvu7q6AK8UjWVZA36mEFLLHs91FJptObiOjW17x/X0ttuWhW1n7jPHtlGujW3bGe9byZtWy3EmdPun4j5PkbZPDml7rrjl0NIZY251MVoe5fjilp3x2rZtbMvC0gZ/uD8d9rsQg+mKWQR0fcDkGpHJi2Vr/gCjY5E9LpXrKty0xaYnAowlhu7VRBeTKZqw/ViDoWs4SmG5Us5FjA8JogshAOjstYjZLrMqivysoc7e3BuD1Z88gzcPd3H9hQ2UhExCpkFpqP9QkorzhkydsrDpBX7dzCzqkKlnDPaRsF2O9cSoLQtzRk0J4YDBJWdU87VlZ3HpGVVoGhSPYZDMqS5VE13PykTXtdya6AChgI5peoOLBgbI+i8JGTTWlVJZHKK8yMzrpliI0YjFYvzFX/wFq1atysgM/9KXvsQZZ5xBXV0du3fv5q677uK1117zs9hbW1upra3NWV5tbS2tra3+PDNnzsyYXllZSTAY9OcZyL333ss999yT8/7GjRspLi4e1XaORHam/lSwP/nvQG0//Ebu/Dv3Zb5uPaoDOvv2H+DZZ/fnfmCcTcV9niJtnxzS9lxv5TnfB/u973vKR+/u4vmW/D47lfe7EINp6YgRDujMrR5ZIs2pSMHwiUB50rTM4LajFA79Ee/0TjLZPetGyuuJJ6H0yeC4iljCzSgXqyG9oMT4kSC6EAKlFEe7YxQlA9UnonH+9oX3+eB4NGO+0pDJpWdUc/0Fszjc2ednLpdlBNG9E1hFcZCK4mDyvcwgetg0sF0XQ/fW1xO3mVEWYsFpkYyg74r59ZxdW4qupzIETs0nyrruDS6anlFREjT9LPVsIVMnaAweRC8OmpxeUzqOLRbCy8774he/iOu6/O3f/m3GtNWrV/v/nz9/PvPmzePiiy/mlVde4aKLLgIY8OGOUirj/XzmyXbXXXdx++23+6+7urqYPXs2TU1N41oCxrIsNm3axFVXXUUgMDVKJsUSDh8cjzKnIsRLL/w2o+2H2vpo6erjE6dX+fO3dMZ483AnC2ZVMLM85L//89Y/QGc7s06bzWc+8/EJa/9U3Ocp0vbJIW3P1dVncaCtl8a6sgGvKbI9/69vwLH+qHntWefzqfPrCQ+RhTvV9/uTTz452c0QJzFXKTr7pMdCvjQNCpFEnF0GND3Q7WWPj60m+rHuOHHbSV5zSsB2siRsF8txM8rLQu4g10IUigTRhRBEEw49MZuSZDD8h5veZffhrpz5ZpaHcJU32rWhaYQM74bo+gsa+NVrh1l0euWAdcs1Tcuogx4O6BlPhxOOQ6QoPOjNWchMlRI4NU+GqT2aXs6lOGSgawPXYw8aXhA9Ybskn2MIMaEsy2LlypXs27eP559/ftjg9EUXXUQgEGDv3r1cdNFF1NXVceTIkZz5jh075mef19XVsX379ozp7e3tWJaVk6GeLhQKEQqFct4PBAITEryZqPUUgq10dMPENL1zQ3rbNSOBpnvTUg8tdMNC0w1M08zYxtTh3k0uY6JNpX2eTdo+OaTt/UwLNMPEME0C5vC9Au2sWJKr6ZiBAIE8ehRO5f0uxFCiMQfXVSft+E4nA6VUsoa5VpCQtJ4coVQld7lCZdVBz1z3SMUsh7jlUBQyBx0TRow/L4iucuIIttREF+NECuAKIeiJ2ew92s3/en4v/+VfXxswgA5QVx4mHDDoiduYhuZnos+MhLnn+vl844qzB11HeherkGlkBNFdhR/AF7l03cvKyBhYNOAFrgYq56JpGiUhA0suHsQkSAXQ9+7dy3PPPUd1dfWwn3nzzTexLIv6+noAlixZQmdnJy+//LI/z/bt2+ns7OSyyy7z59m9ezctLf0Zjxs3biQUCrFo0aICb5XI5iaLgGbfkA501Ekdi2RgUSGmplRwKx8ysKgQueKOQyxtUEsxCOUlDxWiNEr284rUIr0yL6ogNdHdZHa7HOUmT9x2cJTKSCwzNC1jEFkhCkmiVkIIYpbNI9sOcKCtd8j56iuKKA4atHTEmFEe8oPoAUPHNDUCxuBZRhnlXII6dvKmynEVhqb5pWRELkPT0QatiT7wZ8rCAT7qiE1QC8WppKenh/fee89/vW/fPnbt2kVVVRUNDQ187nOf45VXXuHpp5/GcRy/PnlVVRXBYJD333+fRx99lM985jPU1NTw1ltvcccdd7Bw4UKWLl0KwLnnnsvVV1/N6tWr+fGPfwzArbfeyrXXXktjYyMATU1NnHfeeTQ3N3PffffR1tbGnXfeyerVq8e1LMupZKjgl+Mq8r1tTC3HlmCaEFPSSAJM2V3o5eGZEN7DpZglPUSH4h9ntMJkdad6yWU87E+riZ75/ug4ygUMqeYyieK2m7P/DV0jdor2YBfjTzLRhRDsPdrjB9CDQ9S7bKgIU1kcRNNhVkWR/8TX0DVMTUMf4oiip01Mz0SP2w5BUycsQfRBaZr3J7Oci4muDVwTGrx9LB1GxXjYsWMHCxcuZOHChQDcfvvtLFy4kO9+97scOnSIX/3qVxw6dIgLL7yQ+vp6/8+WLVsACAaD/Pa3v2X58uU0NjayZs0ampqaeO655zDSHsQ9+uijLFiwgKamJpqamjj//PN55JFH/OmGYfDMM88QDodZunQpK1eu5IYbbuD++++f2B0yTe0/HmXJX/+W9ds/HHC6m8y8yr5vHOjGNxVUG+vAXUKIyZFdBmEo2UF0R773QiSD6JIZOxTvmkKhU6hyLgOvJHXrlH5NMprrk1Tvu+z66mJixSwnp0ySF0SX75sYH5KJLsQpznUVL717HID5DeV859rz2L6vjU1vHeGNjzoz5m2IFFEaNplZHmJGWX9NYVP3sqTNIev89V9cVJUEONIVB7yLypCpEzLlmd5g/JroaQHzooA+YD30lJDpZa9L0EoU2rJly4bsZjtcF9zZs2fz4osvDrueqqoq1q9fP+Q8c+bM4emnnx52WWLkXjvUQXfM5o1DnQNO9zLRUz/voR/Z+ZnoUmJKiClJqfyDTFZWUXQp5yKEV9YsGrcnuxknPUWy3EohMtGT1yapRaWC3hpa8pjWP+9o75eUm7ZsOdRNimjcIZB1T2zq3vhrjquGvF8WYjQkaiXEKS7huPxhfxsAS86qpjhosuycGTQvnkNJ0KCxrsyfd1ZlEVUlQc6pLc/IHDcNHUPT8j5JRYqC/oVLwnYpLwoMmlEt+keXT9+/RQFj0IFYAUIBnYChycjkQohRiSe7wQ4WAEvdcKZP9d7KnT9VxkUe6gkxdeX77U1kZ6JLEF0IADr7rMluwrjqTdi8ebhz1CWcspMwxloX3b9t8q9XvH+9IH3mIC6jWZVC4ZJ7LSQmjuMqehO2X2I2Rde9a0+5DxbjQYLoQpyCDrb10hXzLuR64hbvH+sB4PxZEQCiCYdIUZC/umE+X/3jM/3PnVZRRMDQiRQHMpZn6F4A3Ryqnkva1UVJyMTQNBxXYSuXUhlUdEgaGmhgpAXNwwGDIWLoBA2dgKnnZIQJIUQ+UgMyDRYAc1wga7DBwboz266b/FeOR0JMRV45lzwz0SWILkSOVHmJ7IF3pxPL9jJ/x/LAXAG6N/LnmGUnaKm0GnQKCjOwaCoTHSnpMhkStovluDmJZaau4yYz0YUoNAmiC3GKidsOH7b1cuBEL0op3mntxnIU4YCOaegc7uijozdBTVkQ0Kgp7R8BZ2YkPOAyzWQpF9MYPJs8/RRWHDQImFryQlKTUi7DMPRkTfTk7i0JGl5QfYiHFqahUxTUczLChBAiH6kBmQarZ5yVxJXxfrZUGRe5mRFi4vQlnDFncqYM9n0fSCqInsoMlB4oQnhlFuOOS8yevnWaFQp3BMeK3M/jHWy0kY3DMJjUbVJGjzmUH1wvRE10/185zE0KL4iucoLohq5hu0rKCIpxIemfQpxiumM2vXGbuO1QHw3zh33tAMypKmbezFIsx+VET4KSkEkooFEfKeK/XXMuRQGDkDnw4J+GrmGaupc5kIew6S2rz3IwNG3Q5QpPar+myrmUhExcxTA16KEsFOBEz/TuOiqEGB+pTPTBssdt180ZTGuwe1BLguhCTCjHVew92s3pNSWUhwPDf2AYiv7av8NJZdoWBQwStivfeyHwrtltRxGznIJ8J09GXl3w0Qe/U5/zq7CMsT3Z96WpWLdG/+Do6dNGKntb5XnhxIs7Do7KrXtu6BqOUn5PSCEKSYLoQpxiuvss3jrcxWmVRbx7pIfXD3UAcGZNKTPLw5QETboiXuC1tTNGOGBwbn05pj54zfNUJnq+Zc11XaM8bLKvp5fSsEEoIJnoQ9G8ai5+0Lw0bKIGuGDIVhQ0cFw18Oj0QggxhFQm+mC1TVNdlzNvIAfuzOy4Q9dXF0IUlu262I4adW3ibNkPzIaSemhWHDTo7LOQDnFCpCh/vJHpygtOj62cS6qaSz4Dlw8lFUTvzxjPjNKPORMdcHH97S1Uzx+Rv4TtDvrwQkNJGUExLiRyJcQpRCnFc+8c5Ue/3ctfb3iHI119fHiiF4CPzyqnLBxA1zUqioMUB01KQyYhU8fQh84WNw1vEMuhMtGzT2GVJUF0HYKGQXCo4t4CXfPGl08FzUtDJgqGrkFPqiu1XDwIIUauPxN94Bv+gQLigx1tpJyLEBPLcRWOcinUV87LMM1v3lQZuaLkAPSDlYQSE++ll17iuuuuo6GhAU3TeOKJJzKmK6W4++67aWhooKioiGXLlvHmm29mzBOPx/nGN75BTU0NJSUlXH/99Rw6dChjnvb2dpqbm4lEIkQiEZqbm+no6MiY58CBA1x33XWUlJRQU1PDmjVrSCQS47HZJw1T1+nsm77b6AW+R5+R7Q/8iTb6kjBpK0/dlvpB7uQfnczgevb/8+WmZaKPpOSVKJy+hDNoUplCk4FFxbiQyJUQp5DehMPTrx8G4HhPgjt+8TofHI8CcMnpVRnzBk2dukiY0rAXSA+aQ2cCFAeNYcuLpKstC9MQKaIkZKBLqvSQvCC65td7KwmaaDBs5n/INDANHVsuIIQQI+TXRB/g8OF3YVb53YSmMoEkmCbExHBche0UsB75KGqih1NBdHl4dtKIRqNccMEFPPjggwNO/8EPfsDf/M3f8OCDD/KHP/yBuro6rrrqKrq7u/15brvtNh5//HEee+wxNm/eTE9PD9deey2O01/re9WqVezatYsNGzawYcMGdu3aRXNzsz/dcRyuueYaotEomzdv5rHHHuOXv/wld9xxx/ht/EkgZBr0xJ2C9RA52Yw1E1spONzRxz/vOEBHb2JUQen0XTtQcpdSyUz3AYL9o2l/+nLkEmfiReMOgUHiCBpy/hHjQ8q5CHEK+eB4D68f6vRfp04sl51VzTkzy3LmP62yGPAC6sFhBv88vbqUwBADi2ZfWRi6xtm1pTLgRx40jeRAov3lXNAY9uFDyNQJGjpxa/oOYiSEGB+pTPSBbvb9uqfZ7w9yy2tLORchJpTremWUChVE9wYMzLOcS6ometBItkW+9yeLFStWsGLFigGnKaX40Y9+xLe//W1uvPFGAB5++GFmzpzJz3/+c7761a/S2dnJT3/6Ux555BGuvPJKANavX8/s2bN57rnnWL58OW+//TYbNmxg27ZtXHrppQA89NBDLFmyhD179tDY2MjGjRt56623OHjwIA0NDQA88MAD3HLLLaxdu5by8vIJ2BsTL2Tq9CZs4rbrfz+mk4HKvI3UxjeP8Nt3jlJZHKTpvLoRfz6991zqNmmgAUCVyj2muQqGupXNlso+TwXfx1LGRoyc6yr6Ek7OoKIpuqYRk3tgMQ4kiC7EKeQ3u1tRChpnlnHL0tN58Pn3CJo6t1x2OiWhwQ8HxQGDwDBB9OEuBgfKhR5qnaKfhldvft7MUjQNzqsrRymGrXUeyuPhhxBCDCSViT5QORd/QK48Bxb1M9HzDKbtPdJNXSRM2TQdfE2I8Wa7LrY7tmBWOpf8syxTNdGlnMvUsm/fPlpbW2lqavLfC4VCXH755WzZsoWvfvWr7Ny5E8uyMuZpaGhg/vz5bNmyheXLl7N161YikYgfQAdYvHgxkUiELVu20NjYyNatW5k/f74fQAdYvnw58XicnTt3csUVV+S0Lx6PE4/H/dddXV0AWJaFZVkF3RfDSa0v3/U6jo1ybEzNIJ6w6OmLYWrB8WxiweWzzZZlY9s2tmVhaSPvBWtbDn0Jb/mxhPdz1dTI7mNiCdv/vwa4jo3rKizLwrYslGMDCtu2SWRtSiKRwEwLyA63zU5yW21bB9fBse0J/10spJH+Xk+2uOUQt+KETRPXsXOmG8qhL54Y5nd2am1zIcg2574/UhLBEuIUELMcDrX38of97QDMn1VOdUmQ+z53Pt0xm7pIeMhg6+yqYrR8Rw0VBadp3tP0P55Xy8wvhDmjppSWzl6MYX4mmqZREjI40TNBDRVCTBupTPSBAmCpzKuBBhbN5qQF8vIJoiul6E04xG2X3P5RQoh8OEoVNIhOnoMFKqX8muipci4ysNvU0NraCsDMmTMz3p85cyYffvihP08wGKSysjJnntTnW1tbqa2tzVl+bW1txjzZ66msrCQYDPrzZLv33nu55557ct7fuHEjxcXF+WxiwW3atGlE80eT/275oPBtmSj5bPPzbw47y6D6OnVAp+f4YZ7beGjY+XM+b0MqxNXT3c3B17cA0LI7c769wIlY/7wAz/56AwPdDg+3zUfxaiS/8xG8M+IWn3xG+ns92TqHmNYFfLhr+GVMtW0uBNlm6O3tHdVyJIguxDTluIp43MbUNVo6+ni7pZvdh73TzGVnVdNYV8beIz2EgzqzK4e++DQLMPDnpz9Wy4797dSVh8e8rFORpmnoGoSSN6UKLa8HG6VBc9ja6UIIka2/JnpuAMxNK+WSPnWgUFl6Jnt+QfTMwbqEECPnuuA4+ZdgGU5qwMDhWGkl+oqlnMuUlH1tqZQa9noze56B5h/NPOnuuusubr/9dv91V1cXs2fPpqmpacLLv1iWxaZNm7jqqqsIBIbvMbXnSDet7X3MKA/T2tXHGdWlnDGjZNza1xWzMHWN4mDhQj35bPOxnjj7jkaZf1r5qNYdSzg8/NEOONFJoKKOT1+1gI4+i5jlMrc6vwcl7b0J+MMLAEQi5cw+/1xsV7FwTiWdfQle+bADgFmVRcwPGPDqZv+z8xb9EZGiAA0VRXlt894j3XT0WVSXBHnrcDcfqyvl7AHKo04VI/29nmzHeuK8fqiD+vKiAad3x7ws40+cXjVoCdSpts2FINvcv82pHk0jJUF0IaaRD471UB7Skv+P8vaRHmrLwxzvjvOvOw8RjTsETZ0/mjeD2rIQIdNA16GyZPy7FN5w4Sx6YjaXN87Ia37T0KgtD2GOpDjdNKVp9A8kmrwX1Ri+nAtAOGgQ0Kdf3UUhxPjyM9EHqYmeCqSnZ58PGERPC6rlFUQnFUSXwJsQo2W7Lo4qYE30AQbhG4iVNhJxkQwsOqXU1Xn1p1tbW6mvr/ffP3r0qJ81XldXRyKRoL29PSMb/ejRo1x22WX+PEeOHMlZ/rFjxzKWs3379ozp7e3tWJaVk6GeEgqFCIVCOe8HAoFJCwTlu27DMNEME90wCQWC9NjuuLa5vS1GKGAQKSn8OobaZtNw0AwDwwwQCIw8zGQpzR/M3FZgBgKomIuTXG8+NL3/GKRpGrphomuKQCCAkVBouomugW6YGEbm/ZHSdHTDzFnXYNusGSaartANE3QD3cz97FQ0md+pkXCxvJ+nMfDvWiCA1zPKMAiYQ98LT5VtLiTZ5vyPK9mkWK4Q04TjKo73xOlNeBcP/98vXueOX7zOX//6Hf7rv73Bv79/AoDGmaVUlwTRNI26SJjasonJDDcNnfmnRagszi9gHzB0ZpaHBx0s5FSiaRq6F0ZPjiiv0NAGHHU+W8g0CJjyIEIIMTJDZaKnBudKG6Or//0s6aUc8qmNrJJZ6BJ2E2L0XNfLCi/UsyiVZzmXjCB6UILoU8kZZ5xBXV1dRnf3RCLBiy++6AfIFy1aRCAQyJinpaWF3bt3+/MsWbKEzs5OXn75ZX+e7du309nZmTHP7t27aWlp8efZuHEjoVCIRYsWjet2TrZQwKA34WZ8VwrNmaSvnCI1fsLoG5B68J46brhK4QwwNstg0o83qf+mjl2pgU/RGPA6Y6TjN/jXQnKImxQxy0neHw/M0DUcR2UkcwhRCJKJLsQ0EbMcehMOtuPSa8OeI14h7DcP93dTiRQF+NxFpxWkPMtIednUGkY+6dMigwZourcPFQpXJeuk57EvQ6ZOUB5ECCFGKG57N62uyr0hTtVCz75xVEpxoidONN4/wJOdFijI50YmlYleqAxaIU5FluPmnT2ej3zLuaTqoesa/lg7MrDoyaOnp4f33nvPf71v3z527dpFVVUVc+bM4bbbbuP73/8+8+bNY968eXz/+9+nuLiYVatWARCJRPjKV77CHXfcQXV1NVVVVdx5550sWLCAK6+8EoBzzz2Xq6++mtWrV/PjH/8YgFtvvZVrr72WxsZGAJqamjjvvPNobm7mvvvuo62tjTvvvJPVq1dPeGmWiRYydTr6EsQsZ9wShbyg88T3QlUq9cBt9J9PH4hcKe/fkYyrkH68GSiYr5R3Pwq51xkjL4GlkvdlqYD/CD4qxiwadwgM0WPd1HXsEf7+CJEPCaILMU30WQ4xy6XXcjicNkbCglkR3jvawzc+dTZn1ZZwwWmVgy9kHOnJmt75ZE+LTJqWVtIFDVcpND2/ci4hUx9y0FghhBhI3HL8/2ffgLgqmc2VFaQ70RPnnqfe4oLTKnj860uB7KywfGuiS2aXEGORSAbRR5LBOSSV3/c3VRM9YOh+0oRkop88duzYwRVXXOG/TtUYv/nmm/nZz37GN7/5Tfr6+vja175Ge3s7l156KRs3bqSsrL/O8w9/+ENM02TlypX09fXx6U9/mp/97GcZpTEeffRR1qxZQ1NTEwDXX389Dz74oD/dMAyeeeYZvva1r7F06VKKiopYtWoV999//3jvgkkXMHQs2yVmuYxXZ+DJ+splDzY+8s/3j6OSHUzPl+PkXnOkPq+8CLq/ruwguzPC8VhSs8pD/4nnuore+NAPogzdu2e2x7HXhzg1SRBdiGmiL+EQtx0SlktLr3eF8InTK/nGp+bREU1QUxYiYGqUF03O1z4VQJcg+silP4BIZZYZeZZzMQ2d8DB14IQQIlsqEx0GCqIr/Klpk1q7YrgKPmzrf5JrpX02n2wghUK5Us5FiLFIlYooVBZ4vsGxRPK4ETR0zGQQXQYWPXksW7ZsyFIbmqZx9913c/fddw86TzgcZt26daxbt27Qeaqqqli/fv2QbZkzZw5PP/30sG2enjRiaQ+qC22kgedC8TPRx7DujOA5XhbxSJaXPph59qFH4cfQB2ynqzI/P5xU1r1Key0mRsJxSbgOReZwcQ0lD3JFwUkQXYhpoiduo5SXkX446l0iLJhVwfxZEY53x5lTXUzQ0PMqATIeNDT0ZEkSMTKpDPRURrqrlFfOJc+dObemmJAE0oUQI5AaWBRyM0nTy0Skd9xOZaGmBwcyssLyCaIrcFASeBNiDPwgeoG+R/mGlVLrDZhpmegSWBIig6lrdMetcVv+ZH7lVHpUecSf7c8atpNjOngP7UdbE72/FnqqbSp5D+VNz1q/O7J9l6qrLoe4iRe3XSxHUR4a5l5Y0zKSOYQoBAmiCzFNdPVZFAUMHNflcDIT/eMN5VSVBKkqyW8wz/HklR/RJIg+GlrqH82vF6xp3kOJfJSFT62Rt4UQY5caWBQGCqL3l3JJv3lMZZDFLTd5o6phuYNntA9GsrmEGBvLH5yvMMvLt776QJnokgUoRKZQwKCrz/bPk4XmKDevgYALzYuf5zcI8WCfT89ET/07kqpU6dcZ/WVc0mZI7u9UgD6dixrRQz+VXFB/TXQ51k2UhO3iOO6w47wphZRzEQUnhXKFmAZc1+uqFDJ1LMelJdmTfsGsk2dwnlQpl/G4WJzuNDT/AYSWHFFe6ssLIcZTeia6lXUDkrr5zL5RttNKSCTSsslS8s1Ed10ZWFSI0fKCTgpT1yahJnoqE13DSD7plyC6EJmChk7cdjLKphXSZI0ropKl3sZUziV5zWC7rpc45I4sOD3UOCypaxZvWNEBBkd3R1Z+asAgvZgQCcfN61GNoWn+w10hCmXUQfRHHnmEpUuX0tDQwIcffgjAj370I5588smCNU4IkZ9UfVrT0Nl3vJe4q1EU0DlzRulkN82nAbqu5TUYpsjklW5JBdBVMogu9eXF6Iz1/P3SSy9x3XXX0dDQgKZpPPHEExnTlVLcfffdNDQ0UFRUxLJly3jzzTcz5onH43zjG9+gpqaGkpISrr/+eg4dOpQxT3t7O83NzUQiESKRCM3NzXR0dGTMc+DAAa677jpKSkqoqalhzZo1JBKJke0QkcNxlZ/Jmnqdzk0eh1JdmVPSA+axRGpwsJFloqdqL0s5FyFGx0k+hDIMraADDI50YNGAIeVcCknuvaePoKlj2Wrc6qJP1oMrpRjTmCZKZQ8oqrBdd0THMXuIIDqqvyb6QNMd5Y74AX6qh7C3vBF9VIxBX8LG0IYPZRq6Rt84jj8gTk2jCqL/3d/9Hbfffjuf+cxn6OjowHG8X8yKigp+9KMfFbJ9QohB9CUc3j3SnczY8wJXAUPjzZZuABbOrhi2i9NE0jUNw6vsPdlNmXI0vMGeNM3bf345F9mVYoQKcf6ORqNccMEFPPjggwNO/8EPfsDf/M3f8OCDD/KHP/yBuro6rrrqKrq7u/15brvtNh5//HEee+wxNm/eTE9PD9dee63fHoBVq1axa9cuNmzYwIYNG9i1axfNzc3+dMdxuOaaa4hGo2zevJnHHnuMX/7yl9xxxx2j2DMiXXoWOuQGv/0qo1pm6ZX0+VI3LemB9XyCaV5gfmRdqoUQ/ZTyeieauoajCpeBN5JM9KDRXxNdHoiNndx7Ty+G7l3Lp5dNK6SBSpVMFXbWeA4jHSS1s7e/1nx2R5z0CukDlahyUSMKhPcnE0zNfT2VReOO/6B2KIYumeii8EYVYVu3bh0PPfQQ3/72tzGM/sHqLr74Yt54442CNU4IMbjehE1PzMZOZhy5SqGh8VYyiH7Z2dWT3MJMmpaqiz7ZLZl6tFQpHPozHrzMdNmZYmQKcf5esWIFf/VXf8WNN96YM00pxY9+9CO+/e1vc+ONNzJ//nwefvhhent7+fnPfw5AZ2cnP/3pT3nggQe48sorWbhwIevXr+eNN97gueeeA+Dtt99mw4YN/OQnP2HJkiUsWbKEhx56iKeffpo9e/YAsHHjRt566y3Wr1/PwoULufLKK3nggQd46KGH6OrqGuuuOqVl39gPlIlO2jEpJT17vTdhA5mB9Xyy47wyMRJ4E2K07OQ1oaFrBauJDvl9J1PBioDURC8oufeenvqS58lCSo1ZMhn8Um+jDeCnZaLbySQx1yu0nvcyj/XE0tqTHjBPfb7/3ik7+O06uYH34ZuspKzLBHNdRW/CyStZ0NQ1LFsGqxeFNaog+r59+1i4cGHO+6FQiGg0mvdypEu4EKPnuF7N2fRu9XHb4YNj3ndw2byaSW5hJk0DQwdJRB+5SFGAOdXF3oMIvJ+1mcfTdyGyFer8PdTyW1tbaWpqylj25ZdfzpYtWwDYuXMnlmVlzNPQ0MD8+fP9ebZu3UokEuHSSy/151m8eDGRSCRjnvnz59PQ0ODPs3z5cuLxODt37hzztpzKcjLRnaybDwUayi8v5c/n9n+uPxM9c4DS4W6Ek/fLZK9SCJEfx1U4CkxdL2gAO5/vZGoshICRVhNdIktjNt7nbjHxgoZOV6zwQXQ3mRk9WZno7hhi+AqVlYGe/EP+2eiZNdH9BXv/pLVNqdzyK1551Pyj6Kl55RA3sRKOi+W4eWei28rNe2B7IfJhjuZDZ5xxBrt27WLu3LkZ7//617/mvPPOy3s5qS7hX/7yl7nppptypqe6hP/sZz/jnHPO4a/+6q+46qqr2LNnD2VlZYDXJfypp57iscceo7q6mjvuuINrr72WnTt3+k/qV61axaFDh9iwYQMAt956K83NzTz11FNAf5fwGTNmsHnzZk6cOMHNN9+MUop169aNZhcJMe4sV2E5rn+xoJTimd2tWK6iOqQ4Z+bJUw8dSGZSSx3v0TB0jUhRgL6E42eim/rJU6pHTB2FOn8PprW1FYCZM2dmvD9z5ky/hmtrayvBYJDKysqceVKfb21tpba2Nmf5tbW1GfNkr6eyspJgMOjPM5B4PE48Hvdfp7LWLcvCsqzBPjZmqWWP5zoKpacvnvE6ntX2hGWjXO94ZNs2luUdj6y04HtPXwLLsvzP+stKWH6Zh4FYloVr29j22H8eU2mfZ5O2T47p0PZEwsKxLYIBE8d2SSQSY+q5ZtsWysnvOxmLe9MDhuYVRwYcx8W2LCxt8ODUdNjv42m8z91i4oVMg564je24BS2/mRrcczKo5GPwUSeiK5VRE91xvW3RSPbCzSMTKz1Ymp5pniq7kiqRCbklb1xGnome/sRAgukTI+G4JByXstDwoUxD13Asr7Z+cPTDQQqRYVRB9P/yX/4LX//614nFYiilePnll/mnf/on7r33Xn7yk5/kvZwVK1awYsWKAadldwkHePjhh5k5cyY///nP+epXv+p3CX/kkUe48sorAVi/fj2zZ8/mueeeY/ny5X6X8G3btvkZbQ899BBLlixhz549NDY2+l3CDx486Ge0PfDAA9xyyy2sXbuW8vLy0ewmIcaVnXwKm8rw6YxZPP7qRwBcO8c96Up9aHgnspOrVVNPqnzCSVTuXkwhhTp/Dyf7+KOSdfyHkj3PQPOPZp5s9957L/fcc0/O+xs3bqS4uHjINhbCpk2bxn0dY3U4CumXiH/4w3ZOKxm47S9/0P//E60a4CUwvLB5K60Virc7+t8DeObZX2Pmcfz6IPmnEKbCPh+MtH1yTOW2v7z5BQBSRQ1+/XZhlpvPd/IPx7zve2fbCd7cfRww6Ols4/nnfpPXOqbyfh9PE3XuFhMnaOp0xRLEbJfSQgbRAdToA9ljWrdK9SYb3cqzBzR3UqVhNC3vJQ6UiZ5qT0Ym+gDBfuWqEfXecccwiKoYvbjl4uT58MnQNGxXZfxuCTFWowqif/nLX8a2bb75zW/S29vLqlWrmDVrFv/zf/5PvvjFLxakYcN1Cf/qV786bJfw5cuXD9slvLGxcdgu4VdccUVBtkmIQopbDo7j1QXT0Nh3rJe47VJbFmRhde9kNy+HnqrrfZIF96eS1K7zap1KFF2M3Hifv+vq6gAvS7y+vt5//+jRo37WeF1dHYlEgvb29oxs9KNHj3LZZZf58xw5ciRn+ceOHctYzvbt2zOmt7e3Y1lWToZ6urvuuovbb7/df93V1cXs2bNpamoa14fmlmWxadMmrrrqKgKBwLitpxBeO9QJr/fv2/MXfoK2d//gt72lM8ZbLZ1owIJZFcwoCwHwyrNvw76Dyc8s4spzaynacwzeftVf1lVNyykKGgymsy/Bqx92UFMWYv6syJi2Yyrt82zS9skxHdq+cMnlvH2kh9JQAEcpPjG3ckyZrl19Fq982M6M8hAfbxj6Oxnd+RG89yb1dbVctKCeR997g2BpJZ+68mLCQ3zvp/p+f/LJJ8d1HRNx7y0mVsDQSDiKmOVQmkdGbb78QPYkRNFTJUZHG1lOZJV/c91UBnr+Wd7pQfD0fZD+Py8hKTeI7qhRhP/TPjCSUjBi9BKOm3d5WEPXcJyRPRwRYjijPmKvXr2a1atXc/z4cVzXHbDb9VhIl/DJNZW7VeZjOmxfbzyB7VjEExa6Bp1RL+eopiSIpvWelNtWU2IS0tWo2zYdfm5DGW77bNtGuTaOq6G5zpTaD9P5Z1fIbZuI/TOe5+8zzjiDuro6L5CTrN+aSCR48cUX+R//438AsGjRIgKBAJs2bWLlypUAtLS0sHv3bn7wgx8AsGTJEjo7O3n55Ze55JJLANi+fTudnZ1+oH3JkiWsXbuWlpYWP2C/ceNGQqEQixYtGrSNoVCIUCiU834gEJiQ4M1ErWcsHJV1d6J5AbhU23XDQtNMb6wL0/S3x1X9gbqE682vtMzgnW6aBAKDX34aCQW6idL1gu2nqbDPByNtnxxTue2aboBuYJomruNimAEC+XT/GIRpgWaYoJnD7hM3GdkImSahoPc9dxWYgQCBwOBB9JSpvN/H23jfe4uJlUoqilnOMHOOjD9WVkGXmv+6x7Lm9Gxh2/VKcIw0u33gTHSStdUhFX0dqCa6Ul4Vqrjt0B61qC4e+piV/vHssWTE+IklHPLt264lBxSzCznKtjjljSqIvm/fPmzbZt68edTU9A9euHfvXgKBAKeffnqh2iddwifZdO9WOR22b9s+79/jh70utKWO9zBnOmzbYKbztkF+27fnA9gzAW0ptOn8syvEtvX2jm8vkkKcv3t6enjvvfcylrlr1y6qqqqYM2cOt912G9///veZN28e8+bN4/vf/z7FxcWsWrUKgEgkwle+8hXuuOMOqqurqaqq4s4772TBggV+abZzzz2Xq6++mtWrV/PjH/8Y8MYzufbaa2lsbASgqamJ8847j+bmZu677z7a2tq48847Wb16tZRhG6OYnXmzYWXdaSoFaArQMjK5rLSblL6Ed0OZnf3jDNOlNnWzPOK6pEIIoP87p6F5A+UVKCM1nyzLRPLYETB1zOTYB5IBOHYTee8tJo6haUTjhR9cVI0mo7og62VMAfxEWiDaSZbgUEqhtNFloqeOff2DiSo/9Oq1NasmerJuenfM5khXjMrw0PGc1KCnL+w5yoO/e5/VnzyDi+ZU5ddQMWrRhE1gRL2rVM51rBBjMaog+i233MKf/dmfMW/evIz3t2/fzk9+8hNeeOGFMTdMuoRPrqncrTIfU3n7WjtjHO+JE43btPdZLJxdgaHrPPnEbuA41TNmAi1TctuGM5V/bvkYbvuOdcd546MOFNBYW85pVUUT38hRms4/u0JuW6pH03gpxPl7x44dGWXOUufBm2++mZ/97Gd885vfpK+vj6997Wu0t7dz6aWXsnHjRn9AcIAf/vCHmKbJypUr6evr49Of/jQ/+9nP/AHBAR599FHWrFnjl2y7/vrrefDBB/3phmHwzDPP8LWvfY2lS5dSVFTEqlWruP/++0e1b0S/eFZmXHYQzLvvzK1Rmj6gV19yGVZW9o8zzJ2wUgpXSeBNiNFykmX+tOQgKoWq6pDPg63U9z1gaH7ZOfkuj91E3HuLiefVRbfzShLMV385l4IsboTrVmNat2VnlnOxHe/RnT6C5aVfh7gZg4z2B/lTkfTsQ5ObbL/jKv//Q0nt6wd/9z4AD/1+H9++Rgb6HU9KKaJxZ4RBdG3YBA4hRmJUQfRXX32VpUuX5ry/ePFi/tN/+k9jbhRIl/CTxXTaloFMxe2zVZzuhALNQOGAbmAYOl0xL2BRWeL9Tk7FbcvXdN42GHz7TNMB3UQHzMDw3apPRtP5Z1eIbRvvfVOI8/eyZcuGrLWpaRp33303d99996DzhMNh1q1bx7p16wadp6qqivXr1w/Zljlz5vD0008P22YxMtmZ6NlBMDd156hldrF2BgiiZ3/WHiYSl8obk9sdIUYnYTv+ODReyYICZaLnsZxUED0kmegFNRH33mLihUydvoRD3HYJ51HuKB8KVdCHZyPheg0Y9Rk8kXascJQi4STLuYwgEz0jcK6y/0OyF90gdeOT2elOcoDR4Y55cmSbeHHbxXJcQiMoUaZrmpTbEQU1qiC6pml0d3fnvN/Z2Ynj5P8LKl3ChRi5aMKmN+EQNnU0TfMGXdGhK+bVUq4oDkBikhspxkcyc0Kh0HUZoFWMXKHO32J6y85Et53cILquabi4Gfem9gDlXHI+O0w2q59F5+ZXwk8Ikcly3eRA7uAW8IFUPrHwRPL7HjB0jFQQfTKiedOMnLunp5Bp0B2ziVuFC6K7fhB7EgYWdQcesDNfibQH+LaTLOuW3JR8j2T2AOVcID2g3l9NOzcTncxM9DxWKUe3iZVwXCzXpdQYOIyZegASTAuym7oE0UVhjWqUmU9+8pPce++9GSdtx3G49957+aM/+qO8l7Njxw4WLlzoZ5rffvvtLFy4kO9+97sAfPOb3+S2227ja1/7GhdffDEfffTRgF3Cb7jhBlauXMnSpUspLi7mqaeeyukSvmDBApqammhqauL888/nkUce8aenuoSHw2GWLl3KypUrueGGG6RLuDgpReMOMdvBdhUBXcd2XVyl6OrzguhVxdMzy1ek0zAksCRGoVDnbzG9xbMy0e2sO03HVaB5gZ30WqMZmejJILrlZi9ruEz01KBoKq+gnRAik+2AoXuBIreAmegD1RAGeOb1Fl472AGkl3ORTPRCknP39GToGq5yiRUwwKeUIhV7nniZNchHKv1BvKMUjkqVVcn/emCwgUUhs5RLqp55Old5iQFeIDb9kwPzy8OICZOwXWxHDVrO5YFNe/h/frqdEz1x/z1D04hZMtCOKJxRZaL/4Ac/4I//+I9pbGzkk5/8JAC///3v6erq4vnnn897OdIlXIiRsRwXy1UEda/7X1HQwHJcv6YeQG15GNUxue0U4yOVO6GhkER0MRqFOn+L6S2WnYnuuqQ/nnWVQgfsrKDaQDXRc0rBDHcfo7y/XFLLloOdECMRtx10zeutiPJ6dRREMmCU/gz/YFsvX//5K5xeXcwL/+UKv6ZxRia6BNHHTM7d05dCoy9RuMFF+2t/T0Imep7Z24OJO9k10R0/Ozzf7Ul/aJiRiU5/0FzzS13lfl4phZ1HJrrfHjm8TaiEPXj/qoTtsvX9E9iu4s3DXfzxOTMA72GVZStcV3pyi8IYVSb6eeedx+uvv87KlSs5evQo3d3d/Omf/invvPMO8+fPL3QbhRBJCdvFtl1qSkMYusZL7x6jJ24Rsxx6k1l/tWW5dfrFNJIMKkmJAzEacv4W+cjORM8OgqUy0dPvY1LZWyl+JnpWOZd8aqKr5F8SexNi5CzXy9LTk3WEC1YTfYDQRWeyF2Rb1KsjmEgGwYKGhml41ymFWv+pTM7d01fQ6E+EKgSVLH8yGefPkQa8s1nZveCc/iz0fJeYXkLOj3OnZ4ynxb6zj02O6n/fcfN4ICCHtgkXs5xBe2O/d6zHT+Y43Nnnv28aGo5yc3pVCjFao8pEB2hoaOD73/9+IdsihBhGwnaxHEUooPOdJ3dzIprAcl1uuHAW4NX8qioOcGSS2ynGh+Z3QUQy0cWoyflbDCe7JvpAA4vqmgZaf010xWCZ6G7OZ4ei/JtYGV5UiNFwHBcz5D1s90ohFEZ/cKz/AiQVNE/9m17OxdC9XC3JRC8MOXdPT0FDpydm47jK770xFhOdgR6N24QDht92/0H4KGQ/dI87rn9RkO8y08dgSF1vpI6C2T1psg+OqQx+2+kvIzMYeTY4OXriNqY+cB7wOy1d/v8/6ugPouuahu0qbNclOLocYiEy5B1Ef/3115k/fz66rvP6668POe/5558/5oYJIXJZjourHJSCE8msn1cPdLD0rBoAysImQbMwA9OIk5NK1kMvxIW2ODXI+VuM1PA10ZNhNJV5HEqvZ9o7aCb60HeebuqGeQyDkwlxKrMdlRZkUIXLBB+gd0gqczTh/+vNEDClJvpYybn71BAKeEH0mOVQEhp1fqMvlXU9EedPpRTvHe3htMoiqktDfhb8UFo6+wgaOtWluT2nczLR7bSod57b4w4ysGjqdao05kC9dFJhc8d1/dryQ5HrlImllKI34QxaD/2d1v7Blw+nBdFNXcNJlukRohDyPlJfeOGFtLa2Ultby4UXXpisJZX7i6hpmowSLsQ46Ynb/J+X9vHukf6TRHk4wLHk4BmRooDffVZMP6mfrJYc0E+IfMj5W4xUbk30rBtNlTwGaendpVVeNdGHC6h59+BKBuwSYpQc+jNaU9nohZD6bqZLPSRzk+WcLL+cS1pNdPkij4qcu08NQUMn4biFC6IzcSWU4rZL3Hb877if+T3E6jt7LUpCJtUDLc/JDFsnHMevX55vn5qBBhZNfTQ3qJ75WddNBtEVaeOyDKx/0dnXR0ru0cZJwnG9seAGCKIrpXinNTMTPfWzMHQNx1EZpX6EGIu8j9T79u1jxowZ/v+FEBOrozfB/hNRXj3QkfG+rvfXoiwNmTJgxjSn4f3M5ccs8iXnbzFSOZnoTnZmuus/1Eu/gUy/eU0F4rM/O2wQPVUuooC1nIU4lRXqazTQQHtW2vfbKzmYLOcimehjJufuU4OmaSgUMbswIwCrZAmniTh9ekF01x8w3C+bMkTA23LdQdtmZV0vxB2XsGmOKOM797ohK7Cv9SclDXSNodxkMD2POuxpi5TicxMgYbskHJeSYG4I80h3nPZeywuYu4po3KErZhMpCiS/Y8OPySNEvvIOos+dOxcAy7K4++67+c53vsOZZ545bg0TQmQ61N7HiWTGebquPpuu5MBOxUFz0ME2xNSXymzQ0bx6xELkQc7fYqSyM9Gzg2CKZA/rtGxxlTVfqpxLbimY4Wui65o24CCGQojhZZf8LVw5l9y3EulBdMdNy0TXMJPZgq4E0UdFzt2nDl3T6Y0XZnBR7+s2UZnoDnHL9Y8xrjt88N5xcsdKSckOolu2S5FJXgFtf/k5Pee0jB5u/vFR5Waau+kZ9coLqA9GpWXdaxm98rLqrouCidtuslxZ7g5O1UM/a0YJ7b0Wx7rjHO7oI1IU8OeRTHRRKCOurB8IBHj88cfHoy1CiAEc7Y7R0ZugLZqgN5F7Nu+KWUQT3oVXScgY8MQipg+vlAtSE12MmJy/Rb6Gr4nudZH1bhxV2nz9n+sbZRAdAE1NaJd0IaYTI2vkvELG0LO/k9mZ6KljR8BIy0SX7/GYTOS5+/TTT08e2zP/fP3rXwfglltuyZm2ePHijGXE43G+8Y1vUFNTQ0lJCddffz2HDh3KmKe9vZ3m5mYikQiRSITm5mY6OjomZBtPRiFDpzOZEDVWqbre7rAVvccubrnEbCdtAE/PUA/ObNcd9JiQXRM94SgvIK3lfz2QHSdVaRH41DJSh8jcQdMzg+FDDiya9kdD7skmQmrsjYHK5exJ1kP/WF05DZEwkDm4KEqC6KJwRjU87Wc/+1meeOKJAjdFCJHNdRUfHIuy73iUPsuhozeRM09XzKIn7gUrikMGgwxYLaaB/prommQ5iFGR87fIRyoTPXWcSQ+EK9WfzaWh+TVFlcqcr7+cyygy0dFQeWS0CTFVdfZaGePbFFIg/UJQFa4menrPkxRrkEz0QHpNdMlEH7OJOnf/4Q9/oKWlxf+zadMmAD7/+c/781x99dUZ8zz77LMZy7jtttt4/PHHeeyxx9i8eTM9PT1ce+21GXXbV61axa5du9iwYQMbNmxg165dNDc3j/v2nayCpk6f5RC3C1DbfoAM6/HSl3CwHdVfzsXP5B78M7arBj0mJLKuFyzbRUuGqPPdpJxlp8YlVV670kvRZS8zNdioq7xHEcMeulIjqabdk8nRbvzELWfQxxVvJ+uhf6yujIaKIiBzcFFd10jI2BGiQEY1esXZZ5/Nf//v/50tW7awaNEiSkpKMqavWbOmII0T4lSXcFzilkN7bwJT1znanVvOpSdm0xPzMtFLpZzLtKehoWtIORcxKnL+FvlIZZMWBw2icSfjplSp1MBZJEuX99dAHbicS1ZN9GHuhBXKD95PVCBAiIkWsx26Y1ZBB6FLZX8aaQPMp5cZGPPyB8jLtGyV9n/XH2g0IxNdguhjNlHn7lQN9pS//uu/5qyzzuLyyy/33wuFQtTV1Q34+c7OTn7605/yyCOPcOWVVwKwfv16Zs+ezXPPPcfy5ct5++232bBhA9u2bePSSy8F4KGHHmLJkiXs2bOHxsbGgmzLVBIydXp6bWKWS8g0xrSsVD30iSj/3JOw/MAz9AfPB8vgVkqh3MGPCTnlXBzXH8B8NAOLem1S/dcpXtp4WnvImtdN9rhJXesMvp70aboGEp4df9GEjTlAtmDMcth3PAp4meipseLSg+iGpuWUKhRitEYVRP/JT35CRUUFO3fuZOfOnRnTNE2Tm3AhCiRueTck5eEAj718gKdebwHgpotmcfk5tax57FVc5ZV8ASgJmVLmYxpL3WfrmtREF6Mj52+Rj9SNRknQJBp3MrLJ3eSgZbqWmx2WPl+f5aCUGlVNdC/DvXBlKIQ42ViOd33nuArTyO98HrMcDnf0cUZNyYCB91QAKj3IUMiySF5wLnNZg9VED5n9mejuBGbGTleTce5OJBKsX7+e22+/PeP37YUXXqC2tpaKigouv/xy1q5dS21tLQA7d+7Esiyampr8+RsaGpg/fz5btmxh+fLlbN26lUgk4gfQARYvXkwkEmHLli2nZBDdNHQcVxG3HEir4TwaqXP0eLMdl76Ei6b1PyxPL4UyEMdVuOReF6Rkl3OxHIVOMoD+/7P33vGWlfW9/3uVXU/vZXpnYAZpMgyIqDBDERGJYokEbwzxxkRDkJ83xpjgvUZzvYmYYDSKxKhYYhJUUKRagRnKwDCV6X1OP/ucfXZb9fn9scpeu51zphfW2xcv5+y9+l7t+Tyf5/Od5k7Vut953f2S+z+BqOjU9y0BohiLMxmlcS6eUF+m1IccF4QQZDSLqFopou8YzGALaK+P0tEQY4brRA/GuaiyVBFVGBJytByViB6sEO69FB0vF0VISEgRzbKwhODwWN4X0AHmtNUxr72OREQhb1j0jzsien1cDcXVsxwnE91xo4eEHCnh8ztkOngNjbqYChNaqRMdStyzfhaqqHSZO0WgypzoU4jothBOYVF3SHVIyNmIZQtMy8kGnm5jTDNsJgompi2IVBHeDVfICoryEsevsKcXh1CyzrJMdL0kE70odoRu9GPjVDy7f/KTnzA2NsaHPvQh/7Prr7+e97znPcyZM4c9e/bwmc98hre97W2sW7eOWCxGf38/0WiUlpaWkmV1dXXR398PQH9/vy+6B+ns7PSnqYamaWhacURuOu3ENxiGgWEcnzzx6eKtb7rrtSwTYZnYVu3iocIyyeZ1jMSxOdFNw0RYFpZlHtfjUr7PBd3C0HVUSVDQDXRdd/bPtmr+JrppY5kGplH92Glm6fFRhE1EFpiGhWFOb3/MssiOg6MZLEtgGDqmaTi/g+yK+WW/h21aWJaFZRrY7n4E97nkeJiW+5taJRGbhmEg7DMzW/VIz+uTiW5a6LpORJGxrdJ739bDYwAs6arHtky6G5yOqMPjBUzTcLQRYVHQbHRdL7l3ns77fKII97ny8yPlqER0gAceeIB7772XHTt2ALBo0SLuvPNO/uiP/uhoFxkSEuKimzYRRfIbIy/tS5V877l7GhMqecMi7cW5xCKhE/0sxitco8ih8Bly9ITP75CpKDrRncZ8MJLFc7lJEgHvlUO5UJbTrSN2otte4PpJctOFhJwKNMO5NrxLy3vfq+ay8/CzemtcGF6USrDAvCRJx6+wp2e7LFlnrUx0qSRWJhTRj52T/ex+4IEHuP766+nt7fU/e+973+v/e9myZVxyySXMmTOHn//859xyyy01l1UeW1TtHXaqaKMvfOELfPazn634/IknniCZTE65PycCLzN+umSn+H7DHthw9JtTQj/w6KbjtLAA1fZ51z7YBeydgGcHZN4x22ZHtPYyUsCBKjt6aL9MsGRf5uBWUm7piJd2T2/7xoZKl3HnjzbRFhOoh4viesb9/1eHJKDYaZE5sBUzDSPu3y+7fVdT/s5CwXOfP/H4Y9Pb0NOYIz2vTzWvbHd+8w5ziL3rB7FskCUF3bR59YVnaYkVp/3F1urLONP2+XgQ7jPkcrmjWs5Rieif+cxnuPfee/nYxz7GypUrAVizZg1/8Rd/wd69e/nc5z53VBsTEhLiFJva0pcmHpHRTYuv/HInGw+Nl0zT0RBFCCfmZSBddGU0xtVQXH0dEHaUhBwt4fM7ZDqUONFxC4a6bVIv/1TCUdGDuavlQlnesI64sKhtC6cpKh3HgoghIacZBdPGFsU4gb7xPLpps6iroeY8AjcOocZ1oZuVDmWZ4ydgV8slNgLXtx7MRFflEjG/VnxDyPQ42c/uffv28dRTT/HQQw9NOl1PTw9z5szxhf3u7m50XSeVSpW40QcHB7n88sv9aQYGBiqWNTQ0RFdXV811fepTn+Kuu+7y/06n08yaNYvVq1fT2Nh4RPt3rBiGwZNPPsmqVauIRKaOX9k2MEF/Kk9HY7zmNON5A0WWuGROC/IxvOcfHsuz/sAYnQ0xLpnbetTLKad8n3O6yct7Uxi2oKMhxrk9jXzo2y/xwlCKi5Yu4H2rFlUso6BbrNs3SiyiVN22Z3+yGQ4d8v9uX7CcuTOb6EvnWdbbRJd7/AbSGrIMHfWximU88r1XYGCo5LNRXeLKq1exfyRHKqMzmNFpTKic123Czs3+dMmZ56C0JmmIqUxoJuf3NvDKmt9U/Z01w2LdvhQZ3URZtxlcB/yqa68jopy5TvQjOa9PJqNZnfUHUnQ1xEuecUII9r+yDjC5/OLzmes+Q7tfW8/h8QLKDOccKhgWed3k4jmtxKPFjpPTeZ9PFOE+F/fZG9F0pByViP61r32N+++/n/e///3+ZzfddBPnn38+H/vYx8JGeEjIMTA4UWAspyNJsOHgWImAfteqxeQNk876OGN5o+Ih3XyMOXohpznuO0O1oiohIdMhfH6HTIeCUSwsCq4IFxDREZ4TPZgDSoVgntetysKiU4noOLc66QgyUENCzjR008a2wXKvmYJhkcoZLLBFTQEtWCCvGuXRSQBIxy6ij+cN+tMFOuqjFS74oBPdsIpxLlFFLunwD53ox8bJfnZ/61vforOzk7e//e2TTjcyMsKBAwfo6ekB4OKLLyYSifDkk09y6623AtDX18emTZv44he/CMDKlSsZHx/nhRde4NJLLwXg+eefZ3x83BfaqxGLxYjFKkXTSCRyyoSg6a5bUVQkRUVWaksviZhEVjexJJlY5KjDApAVAyErSIp6Qo6Lt8+KLYGioEhgIaNGIrj1xNEtUXXdui0hZAVkFVWtNH6VR1bbSMiKiiQryIH9KVgFIshV12FXySMXAmRZRZJV9qUmuOdnW2hJRvjUDUtLp5MUkBSQFZAFsqKU7HMQC5mHNw74kaoeqhohMsmIojOBU3lN1cKWTJBVFLV0uw6P5UkXTCKKxMKuJmRXG5nRkuDweIG+CZ0LFJUIMhlTIBSl6r6djvt8ogn3maPe/6O6Q1uWxSWXXFLx+cUXX4xp1s76CgkJKWLbAt2yiSoysiwxUTAYmtDoTxdoTkaxbcH2gYw//RvntvDWJZ30jeeJqQpDmQJNZaJ5U/L1dSN8XSI5cS4hIUdD+PwOmQ6a6ca5BJ3oLl6chFOfobSIl1UmmOf1Kk70KdzltqeiCynU0EPOSoQQGKZTVNS7HjTTpqBb5A3Lv+4q5wPLrl04z4thCiJL0lEJ2Fv70jy1ZYBfbRtk/YExbAF3Xr2owj1anolejHORUaRQRD9enMxnt23bfOtb3+L2229HVYvnYiaT4Z577uH3fu/36OnpYe/evfzVX/0V7e3tvOtd7wKgqamJD3/4w3ziE5+gra2N1tZW7r77bpYvX84111wDwNKlS7nuuuu44447+PrXvw7AH//xH3PjjTe+LouKekRVmVTOpmDYJCeJQpkKr6P7RCO8IuOyc48RQvgdeXqNAo62ENjevO57RBCjZg2V0pFpzr2w+k7W+ty0nXU+v3cUgFTOqLyXChBS8RhONRjukVf7SoorT7b+kGOjoFtVy7W+1u84iRd21JeYC2c0J3iRFIdSTnFRVZawLOF3XIeEHAtHJcV88IMf5Gtf+1rF59/4xjf4/d///WPeqJCQ1wObD6d5Yc8ofWmnB3swrbH58Dh53UKVoCGuMuhGtdxx5Xw+8ub5jGScvyOqhCRBe0PpW1bLsbx1hZz2eC+bSuhEDzlKwud3yHTw41yijoBSUVgU4Rex9r4SCMyyFmfeOPJMdIETFSOoLRaGhJzJGJbAEjY2wr8edNMmb1pk9UkKDwqBsCuLe3oUzEoRXaL29LX41bZBrv+n3/GPT27n5f1j/vyHxvIV2lx5nIsnKEVVxyDimdHDOJdj42Q+u5966in279/PH/7hH5Z8rigKGzdu5J3vfCeLFy/m9ttvZ/HixaxZs4aGhmIM0b333svNN9/MrbfeyhVXXEEymeSRRx5BUYoRCt/73vdYvnw5q1evZvXq1Zx//vl897vfPa77caYhS85zr1pn2JEgcMTiE/349LR6RZKw3fuSd52XC8setsC5h1H9+V4+n9cJ75ZJCSyndqxVrXcMw7QRCLJa8R5bXnTZxgYBNk5tlqkOYflIOwDDOrbfL6Q6Wd2sOhL7tX4nNP+cntJIp97mBOA8t8CJORMUC3CHhBwLx1RY9IknnuCyyy4DYO3atRw4cIA/+IM/KMkr+9KXvnTsWxkScpZh24KJgkEqqzM8odHdGGf/aA7DFKzZNcQPX9zPey+Z5Qvs89vrsIXzAIlHFeIRmWRMZXZLnb/MmCqTiB5bRfeQ0x9Jcgp2hYQcLeHzO2QybFv4LrK6mPNMCQplnpMMqHAFeQ6fmCqjmfZRieiWLdwOw9oFFENCzmQs2xHPbdsrFCowbYFm2GQLJtSIRReAhTN9NYLuT820eHRjH+f2NNKYPLLm3pbDrrOvs54/vGIeT7qOdM20Kq7J4DrLC4uCU8PFtkTozjwOnKxn9+rVq6ueY4lEgscff3zK+ePxOPfddx/33XdfzWlaW1t58MEHj2k7jxe6afOLTX284/zeY8oiPx7ISOQm6UibDkFheKpirceCJ9TLioSNcy/zrnOjhtvXc6ALIap27pU70b33hyqG8Zr3lMnEdVsIslpR5C6f1BbeCDunU6NcZC+Z1q61D+G97ngj3N+tWvt3a5/zvDqnu/TB6YnofWVxO+GzKOR4cFQi+qZNm7jooosA2LVrFwAdHR10dHSwaVOxDHRY4DAkpDrDGY3PPrKFnUMZLpzVzH0fuJDPP7qVHYPF+JYfvHjA/3dnQwxVda4nVZZojEcpGDbzOorV6BNRxXcGhpydeL9umIkecrScrOf33Llz2bdvX8XnH/3oR/mXf/kXPvShD/Htb3+75LsVK1awdu1a/29N07j77rv5wQ9+QD6f5+qrr+arX/0qM2fO9KdJpVJ8/OMf5+GHHwacjNj77ruP5ubmY9r+1zNBJ1iymhPddZJ5zxuvERocXl0XU9FMnbxuVuQ0T+VIFcLLRA8Li4acnZi27Y/aMF1B3bIFUUVmJKszt7268GULUVO4EUKUiDePb+7n357dyxUL2rhz1eIj2r6RjA7A1Us7+cCK2Wxya/PorpMzSGWci/N91B1Wr8oyhlVZGyHkyAjb3ieO+3+3m//3+Da+s2Yff/euZZzTfXKLlAaJqjLpgnFMy/Aj007049O1osturJtlF+NcysVwf9tcIbuWk7xcgPYj4qQyJ/okt5OaTnTbRgjIBDopyif11+Hu12TUWk8tF37I0WNYAsOyK2rB5XST/aM5gIrrdoYrovenC5iWjarISFTW7gkJORqOSkT/1a9+dby3IyTkrGY8ZzCYLjCvo47+dIE1u0bYNuAMP3ppX4pfbh0sEdDLsfGG1ZtEZJnOxhj1cbWkR1Yz7JIiTiFnJzKEnSUhR83Jen6/+OKLWIEhrZs2bWLVqlW85z3v8T+77rrr+Na3vuX/HY2WxlHdeeedPPLII/zwhz+kra2NT3ziE9x4442sW7fOHxb+gQ98gIMHD/LYY48BTq7qbbfdxiOPPHIid++sJjiU3MtmDmadew7FA6M5Nh8e59rzup3PKQrkDTGV0axe1Yk+mbPLWb77/6ETPeQsxbQEtuW6tG3hC+l1MZWsblIw7KojC4VwXZZVrgtnGcXrdMNBR/hOF8wjdt6lco6I3lbn3JMTEWdbdKvymgyKZQXT9tfliR3ee2kY53JshG3vE0djXCUZVVi3L8WN//wMH75yHn9+9SK/E/lkElVlcrpdVTCcLsFrtFru+PHC61CTJcm5/7gjamCyTPTJ42ZqOdERlHTgiUlG5NTMRLecJZTEuYjS9dlunJwzIk6a9B2kVsdgrQ6EkKNHt5yosPJrcsdABls4ZsPWutI2RGtd1B8VOTih0ducQELya/6EhBwLJ//pEBLyOkMzLTYfHmf74ASqKjOQLrBnOFsyzdd/u9v/typLfP5dy/nkf28AoCkRQZKgsyFOfzqPIkvEIwrxiMKY29ABJ3tWDUX0sxpJkpAl6YS9EIeEHC86OjpK/v77v/97FixYwFVXXeV/FovF6O7urjr/+Pg4DzzwAN/97nf9YmQPPvggs2bN4qmnnuLaa69l69atPPbYY6xdu5YVK1YAcP/997Ny5Uq2bdv2ui5Qdix4eejOs8ZpxJcLYELAfb/awfaBDAu66rhwTgtQdMDVx53Xy7xu+840yXWSTSWm2dium3LyBmxIyJmKaQu/roBp2X60S11MJZXTOTCaJatbzG+vLykY79UJqObg9JaBO40XyaKZFsI+sliH0azzbunV2Yl7InqVOJegczQXEKciaqmIHg6hDzlduW3lXK5e2sVnH9nM45sH+PpvdvOzV/v43+88j6uXdp3UbYmpMqm80wF9tCK6LZxItPJRI8cL07JBtn0hXJElbNMp2DhVJroX4yKm6UT3M9GlypiaWlr1pCK6KM1EL5+y2OkgQEw+Gq7Wu0wY53L80QynSH25zrG134tyqRw9IksSPU1x9o7kODSWp7c5gSJLNTt4QkKOhFBEDwk5wRxO5fmbn25m51CGv7rBZlZr0i9y4eENRXr3RTO59Y0ziasKX3n/hfzzL3dw/bJulvU20ZyMoJmlrr7yF6xTneUXcuKRZSkccRByRqHrOg8++CB33XVXiYjz61//ms7OTpqbm7nqqqv4u7/7Ozo7OwFYt24dhmGwevVqf/re3l6WLVvGc889x7XXXsuaNWtoamryBXSAyy67jKamJp577rmaIrqmaWia5v+dTjsv4YZhYBjHNox6Mrxln8h1HA8m8s6xiakykigdmm0YBqYpELbpRz6kJjQMw6Cg6b7AVue6aDMF3RfRY6pMwbAxTHPSY2AaJtgWwrIwzWP7Tc6UY16NcNtPDSdj2zXdwLZNFCQKmk5BlzFMAzkqIQuL3UNpbBs66yMENHQM3cAyTAzTwDBK3wPymoFpOeLQvuEJJlyhqGBYWJaBphvTfnfwitg3xhUMwyCqOBe2ZnjXZNElrxlFQWo8YOzAtjAMgfeaqmmTX8tnwzkTcubS25zg67ddwlNbBvjbhzdzaCzPh7/9Etee18U9N51HT1PipGxHRJExLUHBsGiMR6aeoQqWXYwiORFy7lBGxxQGzcmo3xkohONEL2ai13ai49ZVqSZQ14p/c+LdSpdTM/u8xuembWMLyJQUFq3cPhkJgXAKpk4iotcSy0Mn+vFHt2wElXFVflHR7uqFRGY0J3wR/Y04HT7VCnCHhBwpoYgeEnKC0Eyn1/Sfnt7BziEnquVLT26nORn1HeRXLGjj2V0jgONAv2pxB8MZHYSgrS7GX7/9XBJRha7GGJIk0dkYL+mJj6oyF81u5uX9Y/Q2xUMn+lmOhNOzHsa5hJxJ/OQnP2FsbIwPfehD/mfXX38973nPe5gzZw579uzhM5/5DG9729tYt24dsViM/v5+otEoLS0tJcvq6uqiv78fgP7+fl90D9LZ2elPU40vfOELfPazn634/IknniCZTFaZ4/jy5JNPnvB1HAt9OQAVyTbZvnUzoDA4NATtpdueKSiAxMCerTw6vgXDduYDMCZGAJlXN21hJCUDErJtARIbNm3m0ZFNTIeNe2Djcdin0/2YT0a47aeGk7Xt293/AHJl3720t/o8a3ZX/9zjmXUbAUfozmZzjLz2PI+/Nv1tOjziXNuvrX+Rwi442C8BCtrEKOue+WXJtAcOyThBc7B5+07/3089/hiSBJbuLGvt2mc5OI2L+Uw+Z0LOfK45t4vLF7bxT0/v4Ju/28Pjmwd4Zscwf7FqMR+6fC7qUbrDjwynyPDRYgsbCemERaKblo0hJL9IqCw5saNeNBXUFpht1+ot7Mo8cnByy8Fp3+qmXZqJHoxzEbUd5zUz0a3KbSsXyYXr4rcEKHJtoR5qO9FDp/Pxp9oxtYVgmyuiL+2pXsfAKy562DUvKrKEZogTWnA35PVBKKKHhJwgNhwcY1t/hp9t6PM/Kxg2/YEq0dct62Yoo1EwbG69ZAbn9DQwNKHRXh9l32gO3RT0NMX9G31TotSVoMoSH7xsDgs66nnjnBbXmR4OIzubkZGmLHYTEnI68cADD3D99dfT29vrf/be977X//eyZcu45JJLmDNnDj//+c+55ZZbai6r/MW32kvwVC/Hn/rUp7jrrrv8v9PpNLNmzWL16tU0Np64gmKGYfDkk0+yatUqIpGjc5idDDYeGodXn6chGWf58oWwazNNzW3AEKtWrSJnCl7ak0Jb8yoAyd6F3PC2RfSn8/D87wCYOWMGr4z0MXveQnZoQ5DLUJ+Mk5vQOOecpdxwxdya639p7yiG68Sb05Zkfkd9yfdeQz2qTi1mnCnHvBrhtp8aTsa27xvOsms4Q0xRaExE6GlO8OrBFD2NRbdrXzrPks5GZrYWPzswmmPbwAQXzGqhvb40/3Ukq7N+3zDa3vX0Se1AytkfKULLkou5eE7rtK4ZgE+texqwePuqtzCnNcn4Cwf4zz1bMaNNXHD5Bb4wAfDQyMuQGgags3cW9B0ioki8/e03APD3W37L+HiBi964kkvmtlRbnbOdZ/g589Of/vRUb0bIcSIZVfnU9Ut514Uz+PSPN7FuX4rP/XwrD718iM/fspwLZjWf0PWrsszEMRQXtQM56E5u+PFtNJiWwMJtbUrOe5iwHQe45Y1aq5mJLpBxC5RXdaI7n8VdEb3oRK8Ux2s60WvFudh2RVHJiimFl/FuV13ndNYTxrkcf7KaUxMuyKFUnoxmElVl5rZVN8DMKBPRVVnCdLP7g3XlQkKOlFBEDwk5AeQ0k49892U/V3JxVz3bByoLhy7pbuBv33EeqazOjJYE8zvq6WlOUBdVsIRgz3DWL+xWDVWRaUxEuPmCGQiEI6KLcJjS2YokgSRXFw5DQk5H9u3bx1NPPcVDDz006XQ9PT3MmTOHHTt2ANDd3Y2u66RSqRI3+uDgIJdffrk/zcDAQMWyhoaG6OqqnWMai8WIxWIVn0cikZMi3pys9RwtluskTURVohG3sKjbWI1EIqgINLt4DzJsiUgkgpCKUQ6NbodvwRKY7rwxN19dSPKk+y8pKjIC2ZZAViqmHZwoMJrROaeG86gap/sxn4xw208NJ3LbTUlGVSIoqowlyUiygiyryErxfU9RIliSVLINkqwgJBlFqbwuJNlyvhewpb/4vlkwbISsoKgqkUhlsdJyCoZFTnfeIzubkkQiEerijmCvWTayopasO5hckHfdsxGleI17IySnuu49zuRzJuTs4pzuRv7zIyv50UsH+MIvXmNLX5p3ffVZPrhiDne+bf4JW29MVUgXzKN2ywpXCBacGFuVadvYkuyvTJYcQdsKOtFrFN10jOhOXEpVJ7p7Q4lHnGNQkoleEudSfX7vu2oYlmAiX9o5US7k2wKSUYWYLWPYNpN5ysujZzz0MC7kuJPRzArR+zU3D31RZ33NESJeh++hMcfAqMgSmu4kBUzjcRgSUpOTMSYpJOR1Rd9YnqdeG/AFdIA/etN8Pv62hRXTzmuvoyUZobkuyuzWJIosUR9TkSSJGS1JOhviJCa5y0cVmYgsUTAsFFkOe1VfBygyYSZ6yBnDt771LTo7O3n7298+6XQjIyMcOHCAnp4eAC6++GIikUjJ0P6+vj42bdrki+grV65kfHycF154wZ/m+eefZ3x83J8m5MgpGE4DMKbKqEr1ooB5o9hI9AqIee4rCaiLqv6yvHljqlJ1WUG84eESTqO5WhvVtETJ+kNCzjQ0w0aRnWg20xQYbt5rEEWS/CK/HpZ7fVS7grxlDBUglTN876lu2diWmHaRXu/dNaJINLgmjrjrYK9WLDD4mVewL1ivxxM3wsKiIWcisizxvktn8/QnruKWC2cgBHx37T6u++dneXlYquqmPlaiioxmWhXX/3SxvYfoCarMbfnFQQFJckVxJ1/cz0Q3p3aJT1ZY1CtmbPlO9NJjbQvhF0wup3bBT5t0wZx0WoFT4LmlLlqxzmrLq/55eK87nuimjW7aFXXgvDz0pVWKinp4IvpwRnO1EglLCMwanTwhIdMlFNFDQo4j/WN5rvun3/HxH6wHoLUuyl2rFnHjG3r44Mo5PHD7xSXTt9fHmNNWxwWzmmmrL3VGNsYjLOluoDlZ25ETU2WiikJOt0hElNChfJYjuf8LNfSQMwHbtvnWt77F7bffjqoWHZaZTIa7776bNWvWsHfvXn7961/zjne8g/b2dt71rncB0NTUxIc//GE+8YlP8PTTT/PKK6/wwQ9+kOXLl3PNNdcAsHTpUq677jruuOMO1q5dy9q1a7njjju48cYbaxYVDZkaL4s1FlFQ3eGz5Q3NvB4Q0Q3nO9NtNCuyRNwtLJpzHT/gPK9gKhEdbEvw7K5hRjI6tqhs6Fi2cIpMnSCBICRkuli2IKebU09Yhm65IrosYSGqitOKLFXkwNq2I4Z74tPQhMZut+aOd131550XhNmtxeHtBcOeNNs3iCeitySj/jtlwr2eDdOu0OWMEhHduS8ExQ6v0z8U0UPOZNrrY3zpvRfw/TtWML+jjqGMzrd3KPzhd15m73D2uK4rqsrohih5zh4Jli1Yv3+MrX3pE6Kjm5bXmVe6cNO2A5no1Z/Rpm37Lvlq9yTvnpd07zl+nItUOr0QYNdws9u14lwswXheL/2sTOx3I9s5mMrxxJb+SX+DycT6kOOHbtkYVqWIvtUrKtpTvagoQGNcpd7tDO4fLzgiukVFrE9IyJESiughIceRp7cNMh4YKvYnV83nvW+cTTKq0pqMcl5vM43xopgkSRJ1seINvpyGeGRSYVyWJeriCqYtSETDy/n1gOy6PkJCTneeeuop9u/fzx/+4R+WfK4oChs3buSd73wnixcv5vbbb2fx4sWsWbOGhobiy/C9997LzTffzK233soVV1xBMpnkkUceQVGKo3O+973vsXz5clavXs3q1as5//zz+e53v3vS9vFspGAGnOiuAFbeWCwEnOBeY9lz9iiy5DtX87rlNyinJaID6w+N8dVf7+KHL+6v3kAWwslkDUW5kFPMaFZn52DmiDp0bFtgmI6IrkgSti0o6FZFwXBFruZEd4Qrb3WaaTGWc945ddNGRiLnavrtDTG/wz1nmNOOdfBE9Na6Yua65wrVzEoxPigYZVwnejQwKrLWPSQk5Ezk8gXt/OLPr+TP37YAVRI8s3OE1V/+Lf/89A604xTjocgSNsJ/Fh8pfeMFvvG73fzdo0dQTfgIsITbmSbwy5dKFCNdwHsvKM6jmRabD4+jGTay5MxXftsUQgREdKdd7EWmOMsPTOv+V02Ir3WvMW2bsbI4l/IOTM/E/7EfvMIPXzzAf7x0qPZxCEX0k4Ju2hhWaYZ5RjM5MOqU4l7SVVtElyTJz0U/NJZHlpxrK3wehRwrYSZ6SMhxxBta5PH25T10NcYBZ0hrd1OcBR31vHJg7LitsyGmIsmQiISX89mOJDkdJ6ETPeRMYPXq1VXFpUQiweOPPz7l/PF4nPvuu4/77ruv5jStra08+OCDx7SdIaV4TvR4RKnpIi2PcxGi2BhVZMmPIcsfRZyL18gdyxlUG3FrWDaWLbCECF9iQ04pmmmR1awjKlJm2DaWEEQVGVl2RKCCaaGUi+iS5JzntvCvQy8H2BOOhHA6tHTTRjMtVFki74ro9TGVREQhq1sUqojftUjlaovoulW5nKCjL+u68iNq6EQPOXuJqQp/9tYFNIxu41cTXTy7a4QvPbmdn6w/xOduXsblC9qPeR2yBDnt6ET0wYmC/+9yt/h0MSwbVa5u2jEtgSTbAfncEbRNqyhOmnbpmg3LGbWjSLIT/yKkintJ8D3Cc6IH7xvByZ3ot+oxVbXuNbplky4r2FoueHvb5O3HKwfGePOiqoubxIke3uuOJ5pp4SQHFc/Fba7e0tMUpzkZrTGnQ29znG0DE35xUSCMcwk5ZkLrakjIceS1vrT/71VLO+ltqawW/dc3LqW3Oc5fv33pcVlnIqqSjChE1FBZPduRJKdhrcrhrTskJOTEUNWJXtYozAXjXEzbbUAHRHS3AZzVzKIT3S0sak0i5glAdwV6zbSxqsS5GJYocbyFhJwqCoaF5orY08WyBZYl/Ex0L+e8vNaJJ7AHG/uWK0x5l5AthJudbDkRMZJEznSWUx9T/eswr1lUuZSq4se5VBPRq4jxepU4l2gY5xLyOqAjAd+6/SL++f0X0l4fY/dQlg/c/zx3/Wg9IxntmJYdUxRSOf2oYsuC+uDRxp7tHJwoqe0VxLKde1BJfQZRKh5XE6dzmoXtFiKlShSLYLI4l1LR3ctkr9Y5WOteY1qCiYpM9DInOqVirVcsuRqhE/3EUjAsDo/lOTyWp1zh8IqKntNd24Xu0RtwojuIMM4l5JgJTTwhIceRXYNONuU3bruYS+e1Vp1maU8j9773AhZ01B+XdcYjMsmYGgqrrwNiqsKirnq/QRsSEhJyvAk60WsVBSwEGpZenIvXgPYKZANMFMyAE71yWbbtCOLeeoQAzW2AFgyrapyL4bphQ1Eu5FSTKTgu9CMRTQxLYAqB4hXksx2hqFxEV2QJyxCVTkxRFNEtW6CZAs200QyBVOZE994VCoY1bUeqH+cScPd5I0sMS/idZcX9maKwaBjnEnIWI0kSN72hl6sWd/APj2/jwef38dDLh3h66yCfuv4cbr1kFvJRDB+NRxSymknesPxok+kS7Kg+Wj23YNg1HdXe87fkniJREmdjWMIV8F2nuu18ZpjCEamFVJFdbljFTHVvn4uFRSsz0Wt1ENTqqDdtQU4rFdHL97F8mwqTFDGvJcQeSadqSCm2LRjPGwxnNAbSBTKaSVxV6CirG+eN/D9nkqKiHl6cy+FxZ4SGjBx2dIQcM6HqFhJylGQ0k/0jOYQQ2LZgNKsz6mZTXrGwvebworiq0JKI+L3sx0pMVUhGlBLnT8jZSyigh4Sc/YznjJL6GieToBPdE/bMskZp3ig2RL3cZj/ORZKod2t/pAsGxiRxLv3pAvtGikXZBALdFeg1065aIMy0bWybqlEvISEnC9t2Cv8Ztl21MGgtvDgiVXGuL8t23iGrxrmI0uxWL4vYE5Ms2xG1c5qFJRwhPltFRM/X6JCqRvVM9OL7Zbkz0wgU5vNinsI4l5DXG02JCP/n5mX8+KNXcG5PI+N5g798aCO3fn2NHz1xJMQjMgXD8kd3HAnBa+1orjunU9yuGXkhRHBEjNt5LkkUzLLO9cA8tjviJmea1CrrFBSsvTay4W2DVMxEF64F/kid6IZp+3UbPCoE77Jtm1xEr358QoH2yPFc568cSLFuX4rdw1kUSaa3KUFbfcw3WoDz+3rX1NJJiop6eE50L85Flif/XUNCpkPoRA8JOUo2HBjjya0DvP/S2YzndQ6MOjfnnqY4dTUKhYKTab14Gj2n0yURVZjVmvRFi5CQkJCQM5uRrIYiSzQlIid93UUnuuznPJc3FvN6ZWPZE/tURaIh5mz3lE50IcgGomGEKLrZNLOGE91041yOcph6SMjxQLdsdNvCtGo7NqvOV0W0cTLSK53otgVWYNmenlQs3ueMAJkoGFi2TUySyLuXU33cifqD6gVBazFZJjpAQS8VH6oJRsF9UWTvug+FpZCznwtmNfPwn13Bt9fs40tPbOOlfSne/s+/4+YLZ/C2xR3TXo4kSSBJZAoGHQ2xqWcIELzWjyb72emcEzU7qj1B3A44zRVZQgsIk6ZVmlfu1HMQaJpNLKlUbCeU1lopz0SXpaJz3ZtNVImECc5T7fNMWadE+QiZ8ttkYZI4l1rHNsxEnx5B13l/ukDWdZ231kVLRjOVc2A0R96wSEQUZrfWTbme3iZHRB/PG2QKJqoso5vhbxRybISqW0jIUfLpn2xiz3CWwbTGZfNbeeTVwwCcP7PppG/Lkb5ghYSEhISc3pyqzEbPWR5Tp1dY1HALixpmpRM9mJ3uZ6KXLUs3nTgYp9hYUWT0oiNsW/jD4W3badiHcS4hpxrNdMRzVZb9HH+P/vEC8YhcdURiNdHZsgVyWV0bSZIQlDnR3X8XnejOsvKGhW0L1Khckonux7mYVtUCfNUYyVRmosuSRESRMCxRMgoFqOrCD+NcQl7PqIrMh980jxuWd/PZh7fw2OZ+/mvdQZ7ZMcznbl5GV2N8WstJqAojWZ257aJqgc9aBJ+NR/Me4RUv1q3qbt2SWCl38YoslXSwGbZdEvdiu671+phKMqqQ162KbfPcwYosEXU73YPTBKcWCGyqR7rUzioXfuRU8bPqhUWrrXP66wk7DCejYFiMZnX6xvOksgaWEDTGIvQ2JaZ1nntRLou66iti0KqRiCq0JqOM5nQOj+fpaoy7z8Qju65CQoKE+Q8hIUfJnmFnCPrPN/bxmZ9u5oW9KQD+8Ip5p3KzQkJCQkLOAk6Vc9NryMYjgTiXSUR0p7BosQCiIkvUxSpjp7w4l/JlGWZRKBQIPxPdW09waksILITvagsJOVXopo1p2URVueR6AOgbz1cUsPPIaqYvLHt4USzVKMlED0wPjjClyhKGKbBsR+wOZqJ7hUU1w5p2gUHPid5WV9oB4F2/FXEuU4joYZxLyOuVnqYE/3rbxTxw+yW010fpTxf45H9vYO9wduqZKeaiT+aGrkaJE/2oRHRnpFctt64thOsCFyC5I9BkyY9iA0o61p2/BUgSbfUxIoqMJFW+43j7GVVlIu4IFq+TTpacTnS/uDJenEvl9hXd66WfG5ZNVi8rLFp+fI7gvaJWx2DoRK+OYdkcTOVYty/FhoNjTORNWuui9DYlqI+r0xa0t7pFRZcewaj+3man4+rwWB5FljDt0IgRcmyEInpIyBFg24J0wWB4onrV9QtnNdcsKBoSEhISEjJdTlVtqqAT3StYXd5YLHGcucO2g4VFVVmmrqzuhxfnUp5zbgrbF+KCTnSAQlkMhZcfbYUNoJBTjGZaSJJERJZLRlwUDIuMZtbMy83pli8QASDAtqgqojsxSd61IRB2UUzC/S4WkdGtYiZ6rkomuhPnMr39Gs06tRhaylz0Xt2dfEWcS+WCo2roRA8J8bh6aRf3vvcCepvjjGZ1/vLHG9h8eHzK+bxc9PIc76kICsNHc915cS21HNW2ANv9f0QxzqVglt4bgqNUbFEaNy5Jle84Xgd+VJFpSHjFyQ1/+abtdNZ7mey+ml5l+6H0PgRObZfyY1m+j6I8FJ3a72K1RfTQiR5ECMHgRIFXD4yx6VAa2xZ+1vlksS212OYXFZ06D93DKy56aCyPKktYth0+k0KOiTDOJSTkCNg+MMHekWxJ7/qFs5p52zmdHBrL88HLZodDg0JCQkJCjplT5UTXAk50dRpxLl5D2WuQeGJgYyJSkndey4kezJQWlInoulk1V1VU2aaQkBONadnsHckxqzVBwbCQkVAVCd10ioUqskTBsNAMu2RERXB+zbRLhANJcgqGyjXeHYsRLs5IDVmS/M8sWxBTFQzLRkIghCAXyERPuBFKBaM0WqEWQoiqmehQFKTyAaGsVmdWsNC9t68VWfAhIa8j2utj/K9rz+Fff7OLrf0T/M1PN/O/rlvCpfPaas5ztLnoQRH3aDLRbeHcC2oVTBauDdxxojufOTnTpdPrpk3OfYZ7z20PRZIqxGZPRI+psl8PZixXFNFtN6tdViV//dVGpHnvGBFFLnHxG6Zd0uEJ1QRvUTFqJ1ujDyOMc5ma8ZzBgVSOvvECiiTR3RifVgRLzeXlDQ65BUKXHIGIHiwu6hX0Niy7pN5HSMiREIroISHTZDij8dc/2cQr+8f8obQLO+v5k7csoDERYYUEc9vrT/FWhoSEhIScDZwqjbjEie4XFp0kE93PMC/GuQA0xiP0jRf86bxM9PJGr2UTcKKLkoZ43qjiRBdODnX5ckazOomI4kdYhIQcbwqmTf94nqgikdUsIooz6iJvmhiWjSIr5A2LgmlVFY2dQqA2ddFi80uRpJqRC7Ik+csRwskAlmXJvzdYtucAFf722aKYiZ4IZKJP536SzhcLAbfUlRY19kT00lEo1cWiSKCwaNwX8qvnK4eEvF6oj6n873cu44uPv8aLe1P83aNb+dhbF3HNuV0154kfRS56cHTI0XQ2O3EuYJqiam60J4gLUfRtK26sVBDNsBk2dXTLIhEtlZwUWaoQ6b33imhARE+7TnRVll0nuiDiFRYVVd4n3Bot4IjxE4HvxvOG/11DXGWiYFaMpLFF5eiajFFxiIDa978wzsUZsXQwleNQKo9u2bTVxSpGBhwNngt9ZkuChnhkiqmL9Aac6IosYVmhESPk2AjjXEJCpsn9v93NS/tSvoAOTsbWshlNXDynhYvntFIfC/ulQkJCQkKOHUucPpno0yosWi6iJ0qfh54jtSIT3bZ9EVFAiYO3XHizbee/ai62Q6mc76I9ERQMi7ETuPyQU4Np2b5QM51pC4bNgVSenGYRUWQiihMz4AlCWc3EMEVVEd3JURclTvRYRCFSQ1xQJAnNdX7brvtTltwRGbYjcDmXmwAh+VEFqiwRU+VinIthV8QoVWPUPb/rY6o/csTfTncbtcB+1RbRi/vjFzcNRfSQEOIRhb+6filvO6cTW8A//XIH//3ywZo1CxJHkYsevC6PxhUtbECAVVbY2P+eyjzyaqK4ZllYtjPSzLn/iJLpDbP0vuRnoitFEb1g2M6oH6k48kXg5aJXjq8JCtjlUSHe+0FMlYl7hUvLnPrlHfkAGXPqehWl2/D6daIbls2B0Rzr9qfYNZQhEVXoaUocFwEd4DU3D/1IolygGOdyeKyABNjCDjs7Qo6JUEQPCZkGw5kCD67dV/H5nNY6epsTRBT5mIYnhYSEhISEBDlV7bCgE91zj1tuRqpHvjwTHeEL4V6OemPAJaTKkh8NUy7mWa47FyqLkRUMq9SJLpxGtBehESRnWCe08Tqc0fyC4iFnD6M5nR0DExXn0+CExniuVFw3LCeTd6JgotuW/+5nWcI/b8dyBhHFcWWWC2NaILvcoykRobsxXnXbgsKUU8gPP87Fdp3pkiTRnIjSnIyQdUX0uphTpM0vLDrNKJXRrCMylbvQoRjRUiqiVxchgp0Cnhu+vCBpSMjrFVWRufPqRfzeRTMA+Pfn9vJvz+6pGk1yNLnoQTHbOAq3reXGpFi2XVUo9gqLmpaNFMgQt8rvd4aNJYTf0R5MRVdkyfnOruw0j6oyiYjij2hJ5w0kSXJy1APvCoJqI9uKf5cLt140TH1MRXbvwdXuYeWdAdkafaxhJnoR2xYMpgusPzDm5P0L6G1KkIweX3NhMQ99+kVFAbqb4siSYwAZyxkQiEULCTkaQhE9JCSAEMJ/QBcMi3V7RykYFj968SBZ3aKnKc5dqxb7089uTZyqTQ0JCQkJOYs5VS/4wVzSRKTYAApuTqEsE12IYuPWEwgb4sV5VUXyPy93fllCFJdXXljUsErEe8utTuY40QPF0yzH4Xsi3a6ZgklGM31ncMjZgW7apLIG4/lSpWTXUIb9qdJOE9O2kSSJ+phKOm8SVWU/6sCwBJppkTcsklEVS1QWLnPOWeezX742yGcf2ewL39VQZAndjUgQXia67Ino+E70ZFQlGVXJaM65WR9zhOtEwAVeTaArxxPRW8uKikJRkJqOEz0aOtFDQiZFkiQ+dPk8PnzFPAB+sv4w9z61vaIgcTAXfbqYxyHOxRaOI726iI5TENmmpFpo+bZrlu0XA7Vsu6Rkp9f5aJU40YvvHpIkFXPR3XuzcJ3x3r1QlHXuAyWifIUT3b2/1cdV/32k/B5mi0oRvVacS+hEdxjL6Ww6PM6rB8fIFEy6GxM0JSLHvUacZQu2DRx5UVFwzoXOBqez+tBYHiYpnBsSMh1CET0kJMATWwb4xye3k9NMvvHb3fzev67hK7/cyU/WHwLglotmcMPyHn/69iMo9BISEhISEjJdhF3p2j4ZeCJZPKL47nEAr12umVaJOGhYNoKioytYWNRDlYPRMJXr9OJhBKJEpHMynovrst0MVrkszsV0h3mXD3mvNUT+SBFCMJ430Ez7iIbVh5z+5HXH5TmS0Uo+T+cNRiZ0JgLilWE69semRIQZzYkSR7lh2RR0G82wSUaVqkU3NcPynZs/fHE/L+1Lsf7AWM1tU1y3nOUJRwI3zqVYZDfoBPXcql60oB/nYlZ3lJbjiUzlRUUhIKIHO9BqONyjVZzohbDzKSSkgpsvnMFfXLMYRZb49bYhPvfo1ooOJy8XfbrPs6AIXC5sg/M8m0xA9O4tphAV7nJnfqcrcHCiwH++dMC/d5bfY3TDue+YlrOcoKiqyjKmECWd4X6ci3v/8ET0f3p6B5/7+RZsK9BBILwCqN68Fr/3tef44mPb/OVFy0T0sXwxrkqRqtd7KR8NB7XjXGrVsni9xITkdJPt/RO8sj/FQLpAW12M9vrYCRuZv3cki2ba1EUVZrUmj3j+YC66JIUiesixEYroISEuo1mNu360nq/9ehd/+dBG/u2ZPQB85Vc72T6QQZEkPnDpbBZ21tPT5FSXXjm/dlX1kJCQkJCQo8VGTMs9erwJusHUQIFAr32cKZQ6Z72GiCesBwuLegSd6JZd2XDx4mFEmQusoFsEJ/fyUGVZKhHyLdvJXM0bVonQMOoO3w4WQ/TWdyTD4zXT9otFeiJiRjNLYm0mI6OZDKQLU08YctLJutnmwxmNgmH5v29jPELBtErEdc20/BiAiCIznjfY1j+BLElMFAxGczq2EERVGUtU5gnndBNVlslopl90dyxf22Eqy865bdpuZ5JwhHUEvrAuB1py5SJ6Mc5lmk70nBfnUimiV8tErxVnUFJYNDp1YVEhBM/tGqkZmxBy8rjnnnvc6Izif93d3f73Qgjuueceent7SSQSvOUtb2Hz5s0ly9A0jY997GO0t7dTV1fHTTfdxMGDB0umSaVS3HbbbTQ1NdHU1MRtt93G2NjYydjF0463ndPJX799KVFVZt2+FH/9k02kA/eFI81FD4rA1TrPRrI6OwcnKj73cOqOOJ34VlVB2HGB//tze3liywB/8r2X3U9L0S3b7QSEPUNZvvPcXvrd56AsUdOJ7onfnoi+fzTH83tGOTSeR7csX8QnUFj0p+sPsW5fiu+/sB9wDPLB9xcojXOp5UQXiGnHudTqmKzWcXE2oZs2+0ayrNuXYvdwlmRUpbsxUeH8P9685ka5LOluQD4Kl3tvs+NEP+wWF51uzFlISDVCET0kBOeB8NVf7yLrDoV9+NXDFQ2bNy9uZ0aL0/P5zT+4hPtvu4TupjDOJSQkJCTk+CPcIdUnGz8TPaL4+eZQdKKXi89O0TB70sKiqiz7zq9qbXLTdqLUHEd7sWGTN6wSJ5zXaFUkyWngu3+btuOaM61ihIYQgv7xvLOcMhfscEZj7xHkm+d1C91wXPCekLF7KMPgxPSE8bGczr6R7FnfuD7TsG1BXrdoSkTI6hYD6QJ7RpzzojGuUh+L0D+u+edk3rBKRmd8+ant3P1fr3JwNM+B0Tzb+9OosoQsSdg2FQKUI9hL7BrK+J+NT1KsVpGL57nA6ViTJQnbjzUQJWKC18FVVxHnMj0n+tHGuZQ7D0sKp6rFbajFKwfGuP3f1/HlTUoY+3IacN5559HX1+f/t3HjRv+7L37xi3zpS1/iK1/5Ci+++CLd3d2sWrWKiYmiKHvnnXfy4x//mB/+8Ic888wzZDIZbrzxRiyr+Nt+4AMfYP369Tz22GM89thjrF+/nttuu+2k7ufpxCVzWvm7dy6jPqaybWCCv3xoA0MTTgfekeail4/Sqva9Nsn1aAsBkuREnFaZX0JCgC+I5w2LQtm9EYr3HVsI/vbhzfxu5zD3POx0uDgxNaWCsxeVFnPvW8HRbOCI+wXD8suJBkuVeu13D0WWKuJE0u79sSGQiV6+f0JUjrAxa9w6jSqGADh7neiWLegfL/Dy/hRb+9LISPQ2xY977nktXuvziooeWR66h19cdDzvFO0ORxWGHAOhiB7yuiedN/jUQxv41rN7AZjdmsR7D3jLkg5akhGuWdrJ/333+f48CzrreeO8llOwtSEhISEhrwdsUVk062QQdKIH28TlInqd63IFR1gzAwI3VCksqlR3oktIvvht23ZJA9ZZbvFvL75ClnELnwl3mY4T3bSLw9TH8wbDrou4XMAzLJuxvFEzjqKcvGFhI4ipCumCTsEtTpWbphM9r1uk8+YRud9DTjy6ZaPbFjHV6eTZMZhx8lKhmH1eMHwHo2bavlCkm7YfxbJrOENvc4Le5iQdDXG/aF7w3DUsG8MWRBSZXYNFEd0zbNz/u9386292lWyfIklO55ArRAlAlh0By7bdwqKB6YuZ6OVxLtaRiej1VUR0VxjXzco4l+C9AEpFdL+w6CTXysGUc8wHCxL//MtdNacLOTmoqkp3d7f/X0dHB+B0TH75y1/m05/+NLfccgvLli3j29/+Nrlcju9///sAjI+P88ADD/CP//iPXHPNNVx44YU8+OCDbNy4kaeeegqArVu38thjj/HNb36TlStXsnLlSu6//35+9rOfsW3btprbdbZzTk8j//f3zqe9PsqBVJ6/fGgDBcNyxeDp56KX1Aupct2bVqXbOog36kWSpKrvID986SD/+MR25rTW+Z+9tC9V0ukOzr3CE9EPuyNvvPurQ6lI7xUf9u41zWUiumZaxU48dzYv8q58OxVZolaqSH084r+nVDrRKzPRa2nir5dMdCEEo1mdTYfG2XBwjIJu0dOUoPEE5J5PRtCJfjQU41wKqIocRoyFHBMnp+soJOQ05QcvHuRbz+1jj+tIu3xBG9+8/RI2HBhjS98Et14yk8EJjbb6mD+sDJyGidc4CQkJCQkJOd5UK5p1MghmokuSRERxiniWx7k0JR33LjgidbkrtaEszsVzzJY3PBXZEQp1V2QMfl2e5WxYTmFHWXJESq/h7BQu80R057P+8YLfQM9WiaAp6BZZzSSqVgqG5WQ1E82wKWCRKCik846APllRyCDpgkFWN5komDRXcfmGnBo0w8YwBZG4THt9DMsWqJLKXvd7RZYQwulYsmyBYdq+ULRjcMI/v3ZXGdUgUXquO3EMFq3JKDuDTvS8wUTB4OFXDwPw/ktn+++bsiw5xf0s4f9bVvGjYoRNiYhREecScKLXil4JkjpKJ7rT2VC8Fo60sGheL877wLN7eccFMzh/ZvOU2xtyYtixYwe9vb3EYjFWrFjB5z//eebPn8+ePXvo7+9n9erV/rSxWIyrrrqK5557jo985COsW7cOwzBKpunt7WXZsmU899xzXHvttaxZs4ampiZWrFjhT3PZZZfR1NTEc889x5IlS6pul6ZpaFoxXimddpyphmFgGCc3C8hb33TXa1kmwjKxrcmfGTObovz9u87jfz20mcEJjbW7hnjzonZismAonWNGU3RK4TLY0VXQK4+NpukYuomm6b4jO4hpmAjbBAk03cAwFH9fbQHP7hoFKHn+/W77IG+cW2ouyxYMdEPFMi3/PQLg7v9cz4zmOLdePANNMzAM536V15ztjCpgWyYNsdJ2dk4zKGgGumFgWwbYNqZhYhgGmlF6XBVZotZRqosWBfaKwqK2haaXHi/Lrv47GzXuabppnfTz8XhRfl5ndZODqRz94wWE7dTLiCgy2BYns6tgLKfTny4gAYvaE1NeR9XoaXCeq31jeYRpYtiQL2gI2/kdz9Tf7Gg40vvX2UCtfT7aYxCK6CGvW14elvj2mi0AJKMKd69ewgdWzCYeUbhsQTsXz20losjUxyNTLCkkJCQkJOT4Ik4DJzo4jVHDEr4byxPOG+IRZKmALRwx0hPp1KpxLpL/ebmIrsoSpukUHyvopc0yzSh10OqmQJZw4zJKneiy7BRhNCybgmExOKHRGIswBKQ1AxEobKaZNjndcYZXy38Gp3F9eCxPV2OcsbzBN367i20DE3z+XctojKsUDCcj3bIFiiyhm3ZJQUUP07JZu3uUrYfTzGxJMLMlcVLdWyG10SwnLsjr+FFkCbtMVFFliYxmuk5ym4TqnNdbDqf9afYERPEgQeF6OKNhWZVO9PG8wUhGL/nbF9Hd6BZLCCR3UbIk+YV0vUKjHtkaIrpli2mNuhjJ1s5E987t4KgOTxSLRxW/4CmUZqInIlNnogdHdNgCPvlfG3j4z95U9XoKObGsWLGC73znOyxevJiBgQE+97nPcfnll7N582b6+/sB6OrqKpmnq6uLffv2AdDf3080GqWlpaViGm/+/v5+Ojs7K9bd2dnpT1ONL3zhC3z2s5+t+PyJJ54gmTzyQoPHgyeffPKIpp9uiNjFzTJPZGWeWLed2dnXABgH+jZNYx3jMl7YwIaX16Hvrv4e8dhrUy/rld3wSuDvfEC7NPJZvLEwrx0aYTZDQFH43rJpA8kOZ931ikLKcqbdNpBh20CGm1r62bAHNrjT79vnbHd+5DB71x/EGJJKljd0YCfDxg5+s7W4DRv2O/NvOVg6rWSbjKVSUEVK14f2YeZkQCKXL5RMY44c5FCWkmVZovrvvO9Q6Tr97Rwa4tFHH634/Eyi1nmdO8nb4bFh1DnW3QnB0Na1DB3FMmwBiqRg2rBjw/O0xeGJwDVwpNfy2UC4z5DLHd1ZHYroIa9LdNPmZ/udF4zV53bxidWLWVKWsXWiC2SEhISEhITUwvaTP08eQogSJzpARJYpYPsC2UShGOcSUWQ000YzLT/btHphUdl3vFUbAi1JjvidL3OTlTvRTdtGkRwXmSXw89JNy0lHdaJhnJxrzbCpT7ouWN0ZBu7tk+Nch1ROZ1ZrdfFlPG+wYzDDaFZnLKuzuS+NELDl8AQzW+qoj6kYlhM/E1NltvSN09ucoLMhXrKcgmnzzd/tJpUzWNBRx9KeRj9D1HbF/5ATjxCC4YxOQ1z1z4PpCMtRVSadNzDcInleLNHmvqKI3jdeIKebJdmwgmInj2Za9Kc16mMqWc30ow3AFdGzRRF9LKczO3BOSjjniXCjFWQ3q9gSTpHdak50LxM9Him+x2b1qd1WKTefva1qYVHvmBUFb8/FGZFl/14AEFErnej5aYjo57XYHNZivNY/wdd+vYs/v2bRlNsccny5/vrr/X8vX76clStXsmDBAr797W9z2WWXAVR0AgY7KGtRPk216adazqc+9Snuuusu/+90Os2sWbNYvXo1jY1Hl5N8tBiGwZNPPsmqVauIRKY2W20bmKA/laejMT7ltABvn5XjiR9tYOu4QsfSS0lGFQYmCpw/s4X2KnFLQe7ftwZSTvTFOcsv5Ibl3SXfbzo0zkTB4BLXLFbO7qEM+0ZyKJJEa32UZTOa/H3+/sNFAcqOJADnXjaqScS75sHu/f73MxcupbWnAc20aN6xndRwqVgVnXsxM1vjLO1xlv/0f26E/j46Z8xm7gUzGdgzCru3+9OrbbNpWtTJkp4mNh8eQzMFizvrmdtex+5f7YIDxSioSCRKW1s9uydSFfvXPXcRSW0YJtJISgQC7x1K60ya2upg+07/M0tQ9Xfe+Ph22L+3Yvl1Ta3ccMOlFZ+fCXjnddviS5gwBI2xCPXxUy8X/mbNPqCP5XO7mHvB/KNeTu+2VzmQymP3nEdDW4KL5rYSlcQRXctnA0d6/zobqLXP3oimI+XUXxUhIaeAH79yiBFNojkR4cvvu+CkFcUICQkJeT1wzz33VDjGgk40IQSf/exn+cY3vkEqlWLFihX8y7/8C+edd54/vaZp3H333fzgBz8gn89z9dVX89WvfpWZM2f606RSKT7+8Y/z8MMPA3DTTTdx33330dzcfOJ38gRzKjLRg1mgMVeAU1zR0PvGc7smoypR1RHOCqblu1KLhUXLMtEnEdGFcJzc5UKbZtolw60Ny8mh3j2c5e3Levw8VNOy3WJnjhhvC4FN0WGsm447vSieCpJRJ5ZFd7c/riolztes6z4eGC+wfTDjR+scHMuTM0yaEhHG8wa65XR3jOcMJCTa62IlwvhgukDKzdR+aV+K35vQiUVM0q54Or+jrkJ4Dzn+DGU0Nh8aJxFV/WNeMCzkmoP+HbxzPKtZWJZzflu28IuceQ7sfSM5lvYUhTwJyT93x3IGWc2kuzHO5kPjJfON5wxGssWIivF8pdhtCYHixjvJspPba1mVnWxeJnpMkV3BX/ZjFLLa1B0Go9NwogfjXLz7RUSV/OMEpXEuiahSMV85Xl56aww+fM053PWfG/nKr3Zw3bLuo86/DTk+1NXVsXz5cnbs2MHNN98MOE7ynp4ef5rBwUHfnd7d3Y2u66RSqRI3+uDgIJdffrk/zcDAQMW6hoaGKlzuQWKxGLFYrOLzSCRyyoSg6a5bUVQkRUVWptfenNfRwKzWJAdGc7y4f5y3ndMFkknBFFOur6QEiCRXTG8ig6yiqCoRtdJJLWQFRVFJxlSyho0tyX4nWi7wiC6vc7A/VVpoW7dAkhWQJOpildtsCgmT4vbp7vM8FnGOUyRSeqzyhkDIirNMWUWRBZKiEIlEEFJpZ4AsSxUFjz1iERXFvUdVxlxJFYVELVH6Owsh2DWUrVlAVLem/o1OV7xoLcOW6G2pKylcfSrZNuiM4Vja2zTta6gaM1oSHEjlGZgwmNveAJJCJOLs46m8j5wqwn3mqPf/tLba3nPPPUiSVPJfd3exN1UIwT333ENvby+JRIK3vOUtbN68uWQZmqbxsY99jPb2durq6rjppps4ePBgyTSpVIrbbruNpqYmmpqauO222xgbGzsZuxhyivjBS8458MHLZoUCekhISMgJ4LzzzqOvr8//b+PGjf53X/ziF/nSl77EV77yFV588UW6u7tZtWoVExMT/jR33nknP/7xj/nhD3/IM888QyaT4cYbb8Syig23D3zgA6xfv57HHnuMxx57jPXr13Pbbbed1P08YQgQJ7k+VTCqIe42mr0MaE/LzvgiuuKLZcE4l6ITPRDnokhFJ3qVjgFJcnPKywqA6qZV4hY2LMGP1h3g4VcPs3M44wvyBdN1qCOjmRYTBaOk8WcjfIHeK0JaF1MpGDZ7hjO8si/F9oEJ300PjqCYUBW6mxIMTxRFzr6xPLph8ciGw/xm+6Ar0Ntops3QhOYXivTwimEBbDw0zmv9aV49kGLvSJbRjO7nUBf32aZvPI84FYH4ZzimG+VTTl632D3oRA8UdIsth9KMZDQyBaskeqQaMVVBN20ymsHBsRxf+MVWHnr5IFndIhFReIOb3V2ei65IEpppI4Sgf7yAKjtZ/l4euie4T2gmg4HzyytiGsSyHcFckhxx3nOiS2UyundtaqZF2j0PvY6jqfL7B9MFf5RJ1Ux0pVJENzznuSL78U9ASWfUdJzo3ndRGW5c3s01SzsxLMEn/3vDtAqihpw4NE1j69at9PT0MG/ePLq7u0uGw+u6zm9+8xtfIL/44ouJRCIl0/T19bFp0yZ/mpUrVzI+Ps4LL7zgT/P8888zPj7uT/N6R5IkrlzYDsBvdwwDzrU0ktWnfDYEO57NskLeti0wTWcUS63FWLYzIiARUcjrTgeiR94s3i9zZdf03rJ7YMG0fDOAVaXYZsG00Qzh74/m3Qfcd4/zeppory92mmR10ymq7E4vSQQi3UqX72SiV7+3R91C0lAlE53ifc2jXCu3bEFGMyveV7z73mT3unJ+vW2Q32wfPGHFSPO6VVbMdXK8Xa2PR04bAd2wbHYMOM/Nc46xU3WGW1y0bzyPZU+vVkhISDVOaxEdwkZ4yPFnz1CGzYcnkBC875KZU88QEhISEnLEqKpKd3e3/19HRwfgdIB/+ctf5tOf/jS33HILy5Yt49vf/ja5XI7vf//7AIyPj/PAAw/wj//4j1xzzTVceOGFPPjgg2zcuJGnnnoKgK1bt/LYY4/xzW9+k5UrV7Jy5Uruv/9+fvazn7Ft27ZTtt/HCztQOPNkoblRDZJUzDX2HOReE88rLJqMKiXu1PI4l2BhUUWW/eWYVdxbqiyT082Kxqdu2r7by3bFb2/9mYLpC/K6aaPIEqoikdMtxvMG8YCQJ1EUES3bOa4RxcmW3jOcRZYkDqVy7B7KYtuCgmExUTBJRBUUWWLvSHEYet94gaxm8Z01+/je8/vJ6U7BSG+v+sZKBfDtA8V30nTBZCxn0NOUpLsxQUYzOTia94+dEIK9w1l2D2UnzZAOqcSyBdsHJ3itL10hMu0ZzjCWN2iri9LmFhDdO5Ilr1tTRvcpsoQtbPK6zW+3D7F29yjfWevkPy/pbmBhZ727jqKAlMrp6Kbtd7CM5XU/p3yn66i7YFazn2ceFJ/KnegCsG2nRoInpAsc0UiUiUTeOd6QiPgucS8XPa9bk4pvmw8XnfVNiUpnVqxqYVFneRFFLjmOkSMsLOrFuURlR7z73M3LaYipvHpgjH97Zk/N+UKOP3fffTe/+c1v2LNnD88//zzvfve7SafT3H777UiSxJ133snnP/95fvzjH7Np0yY+9KEPkUwm+cAHPgBAU1MTH/7wh/nEJz7B008/zSuvvMIHP/hBli9fzjXXXAPA0qVLue6667jjjjtYu3Yta9eu5Y477uDGG2+sWVT09ciVixwRff2BMdJ5g0REIatXirflBEXgcpHQtAWWsCetuWJaTu0RRXYKeHv3FSEEuUBfnNfB7d3byjsSC4bTiWi7hcPL0UzLL5IMjqgOEFWcOhSJqMI3/+ASPvJmJ74jqzmivGU7N0OvDgpQ4QpXZAm5xq09pij+e0r5fCKwrd47kGWX3mdt4XZGlAn3De5xmCiUFS60bAbShQqh/GAqx4e+9SK3/9uLVd+LjgdjeZ3BdGHqCU9j9gxn0S2bhpjqi+BHS0+TM//hsTySJJ2w4x5y9nPai+hhIzzkePOT9YcBOKdZ0DXNbLqQkJCQkCNjx44d9Pb2Mm/ePN73vvexe/duAPbs2UN/fz+rV6/2p43FYlx11VU899xzAKxbtw7DMEqm6e3tZdmyZf40a9asoampiRUrVvjTXHbZZTQ1NfnTnMmcijgXzW2cx1XFz6ZV/BgWZ5qM7uUuq747tWBYFU70qCr7mcwRWfKdX9X2SZUlCoZNoWx4eMG0/Qat5TbGPaE9Z5h+A1q3bH/4dt6wyBuWP/wcIKoopN2GreUWZZQlic6GGJ0NcZqTUVrrYuwbyTIwUSCrmWhmMf5lx2BRCB/J6ry4L+XuC+wfyZLTTWQkmhIR+tKFEmdxUEQHJ9JFN22+/ttdfPK/N/D3j73mO/0OjxfYO5Ilp1k14y92DWboHz+zG8XHGyEE+0ey7BvOMZYzfEc2OILGYFqjNRn1z+m2+hhDExq6VRTRC4ZFzj238yb8+5p9PL7Zi59yooL6y8SIZb2NzO/wRHTHKTc0ofEnD67j/z2xDd2yyeommmFXnEtLuhr8ugFB8WksVzoyQUbCtB0xSsLNSBfe9Vi8loQQZNzrpymuYokyEd2wajpPNdNiKOOcsy3JaNWc/mKHWWUmelSRS9znJSJ6oCCpXcP150UIuMkvdDfF+fTblwLwD09sq3C4hpw4Dh48yPvf/36WLFnCLbfcQjQaZe3atcyZMweAT37yk9x555189KMf5ZJLLuHQoUM88cQTNDQUHaL33nsvN998M7feeitXXHEFyWSSRx55BEUp3pO/973vsXz5clavXs3q1as5//zz+e53v3vS9/d0ZmZLkvntdVi2YM3uEeIRGc2wS+5v1QgKw+UioWU7orUjblef3xK270KOqbJfK8EWlIjoHvPb66ouRzMt3zleTazUDBvLsv3vNH+0GAxnHNFZkSVfpM/ppjNCzyuy7O2PZVc8E53aKdWd1BG1dtSLoNg54N2zyzddIKruU4M7+i6nlb7HmJZgMK1VTH8wVXSIn6iRZ5mCOa3aH8cbyxaM5XQOpHJs7Uvzwp5RfvnaAD9Zf4gHn9/HT145xAt7RjiYyk3pwvdG8y3pbjjmouyeCH94rIAQlSMRQkKmy2mfY+E1wmOxGCtWrODzn/888+fPn7IR/pGPfGTKRvi11147ZSN8sh5xTdPQtGJDyQumNwwDw5i6gM/pjLf9Z/p+VGOf29CZVXd27t/Z/NudzfsGZ/f+hft2ZMs601mxYgXf+c53WLx4MQMDA3zuc5/j8ssvZ/PmzX4uenn2aVdXF/v2OQ7P/v5+otFoSaaqN403f39/P52dnRXr7uzs9Kepxql6dk/3PLFtwRce3ULBsHnDjAYM4+T5HTJ557jEVNnfzqAT3TAMJvJOgzquSr5TK6cZ6G4DWJEEpmliGAaN8QgFQ0OWQAjne9Oy/WVbpomwTWSgoFlkC86yJZzGrGZY6LqBrjvO3rym+QJBTjPQdQNNU9A1A8ktumjoFgXdpDEqY7ujDhVssnmdgqY77jfTQIpIKK6XxLZsojJEJcGegTRt9VFM0wTbIq2Z9LkN9IaYyoRm8tim4vm1e3AC3TD5yq92cf153SztrmfLwVGs7kba6qLs8eI7uuvZ2p/h8U19/Oq1AYYyzr7uHMxwYGQCy46zs2+c7f1pfrFpgL+6diFQer7kdJODIxO0NcRoS1Zm2Z4unOz7/VhOZ9fgOE0xlXRBZ3QiT9w9PINjWfKaTktCwbYcBUgC6iMSI9kCu7IG/7nuENsHnd/pqoWtbNyvMFToQwIWdSSpjyrkNY0B9zy4bcUsxnIG1y7t8AWtvcNZDMPgqS19ZHWL3cNZJrIF0gkFy3LOpbGC4Z9LC9oTNCVUxvIGQyVxLjojEzn+8sebecvidq5Z0kFe04kpIGwTYasI00Q3dIRl+fuUNyy/U6khKoHtfOd1ZOU0A03XUas47zN5g5G0M9qiORmp+N1M0yAqeUJX8frNu8VKFbl4nwCQKU4TkYoiRSav+RnpQTyna1QunjO3XNDNw+sP8dzuUT75X6/y3f9xyWlbhPdseW4D/PCHP5z0e0mSuOeee7jnnntqThOPx7nvvvu47777ak7T2trKgw8+eLSb+brhykUd7B7O8tsdQ1x7XjdCQFYz6GiozIb3KI1zKXei2/4IrlrCrWkJPK1SkSRfhLXLnOge89rr2ODWegii+U50qjrRC6aFKTxHt+J3HNvYNMQiWLYgojgd9uDEVXkOeiHgNzuG2DE4wb9+8OKKUWyKLNUUXCOBQuflCOFkmoMjok8UzEoRXXiO/tIvfLHfsKZVbDcYJVYwbJK1f9KjQghBKqefkAL1mmmxayjL9v4Jdg05I70mCgYTBZOMZvqji6aDLEFnQ5ze5ji9TQl6mhP0NseZ4RZqf63feUc/J1BzZDKy7vqrXSOeiD44UcC07ZIIv5CQI+G0FtFP50Y4wBe+8IWKwmkATzzxBMlkcvo7ehoTzLQ7W9h7UAZk6iPirNw/j3DfzlzO5v0L921ycrnc1BOdAVx//fX+v5cvX87KlStZsGAB3/72t7nssssAKhoY02l0lE9TbfqplnOqn91TnSeHc/DkVuf17JlfPUUVzemEcSADoCIsnUcffRSAQl4BJCzhbPuBw84ztDCwG7sgAxKbNqxnZFgCZMToAdY9sx8AyXTmHUuN8MLaIUAlncn6y/bwJMTXRiRAIakKsqZEXtMZ3rqWX2x1vp8wnO0DmBg4wPrn9tfcl+A3ozteAuDx14qflfrDSxnCcdw9l5JwNEiFtpigK6GzRZNLIjc2bt7MRuDVgwo7+8e55yKLqAIv7nAa2/uHnWPw1pZxtg3IjLtxNPURp2mbMSQefvoZzmsRHM7CP29S0G2JB55YxzvnVJ4v28YkEqpgV/0kO3CacLLv955fef0eWF/23d4a8/zrKwqDheL94pfbR8CNSRHA/U+u545zbEYsGM05595Saw919TC67SC2gJisoFnw1O+e4/Fdsj//9g0vMpEsrn9Lyjm/O+OC4a1riZrOtRRkYHiUp58dpj+t8MTGg6yM7GNn4PtdluPY3g1oFozYUB+BlAagokgCfd+rSJK7zwVnHSP7t/PE47VH2A4MO9tGIVNxfQJYOWf5eU3zv39lwJlndGiQgub55OHll14ks8ONYRLOfACP/OJx6qvU8PLuKTGl9Jy5uglekhVe2Jvir//9Md7UHQ69D3l98aZF7Xx7zV42HRonldWJRxSGMzpz2mq/5wRF9PKaAqYlsC0nFqqaE10IgWUX362CkSlOnEvlOufVcKLrpo2NO5qmihM9b1jYFgEnenEknKJI/qi1ohPdQuCI1wLBd91YrZ9t6PNd7B6KLFGrzy2qFDPRK/c/4ER3R9FUE9GFXXlsvQg7yxYUDLtqh2GQoFNet49/fFvBsMnrFrHIsb1E2kJwKJVn28AE2wcm2DYwwb6R3LTqVdRFFerjKg3xCA0xlYa4Sl1MJV0w6RvLc3g8T8Gw6U8X6E8XeJmxkvmDIwamk4du2YKxvNNZrJt2yQgpcDqJExGFvGExmtH9CKGQkCPltBbRT+dGOMCnPvUp7rrrLv/vdDrNrFmzWL16NY2N0+stO10xDIMnn3ySVatWnXVVe7+xbw0wQX2Es3L/zubf7mzeNzi79y/ct+nhuaLPNurq6li+fDk7duzg5ptvBpxO7J6eHn+awcFBv2O8u7sbXddJpVIlHeGDg4N+4bHu7m4GBgYq1jU0NFTRwR7kVD27p3ue/MdLB+HVLQAsueRKlvYcWyGlI+Hl/WOw8QWa6pPccMOVAHx193MM5DNYQmLVqmv4l10vAFnmLz6XzYV+mBhn9uLz2G4Nwugosc45XPymBXQ1xvj3g88zcGCc7s4OrrhiAf+0+QXi8QQ33PBmwMml3NqXpr0+xnhep7UuA9t30tqQJJvKowuZpsUXccmcVgzb5tGN/fCSo6gb9d2ce+liuhvjrNs3SiKqosgSo1kdCehsjGNbJvs3rqXn3EvJ6DYXzW1FN21e2Z+iqyFe9T0vp5sMZTSeerWfp3cO+Q3xed0ttCQjbBkbKpk+m+wlZ5jACFlTYnd8Eded18VEweDQWJ6suQUJeMsVKzDahkjlDM7pauC83ka++cxent42xEG1l8W97XzriZ3ottOlkJKbgVHOufgKdo8WmNNax4t7R/nqmtdIRhV+d/eVNCYqC0CeDpzs+/3mw+P0jxX48at9HBor8KdvnstlC9vIFCw2943T1RBHCNh0OI1h2SSjCku6GhjOaAyuWY8swX3vfQMZzeShVw6hT4zyniuW8tePbGNTSibdfh450wK20xBXOe+Nl5Ws/63p3Ty2ZZDv7Y4xHohayLcupmVOM4osUx9TWfviQeAg587uYO4FC+ke2sGO9EjJsgpyHLOlAzhISpNIzLuEtoYonQ1xvvTUDh7e0M+fv3U+Vy3u4O7/3sjhsQL3ve8NZMcL8PIWGiLQsuhibGTq4iot/TthPIXcNpdrVi/2i/YF2TOU5Zln9gCHWTCrixtuuKDk+3Te4MnNA/DqFgwhc8MN1wIwvHY/7H6NWTN6kMcKHMo5btQrL7+Mi+c49+2CbhF58ZcYluBNV72V3iqZtt859AKMjxGVK9/Lre59fP4X23j0cJSP/d4V9DSdfjGMhmHw05/+9FRvRshZSHdjnCVdDWwbmODZXcNcfU6Xn4teS6QtiXOpkYmuIFd1otvC0UA8kVkKfGbb1eNcarnidctG2MXC4eXkdQsbgeFmi3tRUc3JKIok4UWOlzjRqXTQZzSzIv5MkSeJc1Fq56ULhL+tteJcbOEcw3IRORFV/FF0E5oxpYge/G2qdTLYtiBnWH4nwpGS002e3TnCy/tTfOt/vLGkTs1kpHU4tC/FnpE82wcm2DGYqeosb05GWNLVwKKuBjrqYzTEHZG8IRahPq5SH1NrxuZ4CCEYzeocHi9weCxP33iew2Pevwv+CIa6mMLizqnfhVM5nbb6GLIEE3mDtvrSc1OSJGY0J9g5lGEoo52SqJuQs4PTWkQv53RqhIMTHxOLVT44IpHIWSMSnU37As7NOp1381zVs2//goT7duZyNu9fuG9TL+NsRNM0tm7dypVXXsm8efPo7u7mySef5MILLwRA13V+85vf8H//7/8F4OKLLyYSifDkk09y6623AtDX18emTZv44he/CMDKlSsZHx/nhRde4NJLLwXg+eefZ3x83H/GV+NUP7unWs+rB4sdKTlTnNRzwhROgycRUf31evEPtnC2fTTnuLBb6+O+IGfY4LVFVEVBVZ35m5KOyBtVFeLRSMlyABTVQJKdae28jWvSpikR4UAq7+a3ykiKiowgWHOxYAjyFqAo2LJCJBJxstUtnda6GLJSfMWNRCLYhgWSgiTLIKsoavXjWp9wtufl/WP+9gLMaaujtS6K41N3hiDbAgYmNNKForLw8IZ+rlveS1Odyq5hJ7qjsyHGzPZGViyA1mSUiOK42We1OTblLX0TmDYMTmgkIjJ5w2bvaB5mwaFxnaGMiaxo/NcrTk2XnG7x2mCOKxZWdwCeLpyMa8qwbPomDL78y91sc/Pnf7d7jI7mOiYKBjE1wi+3j/AfLx4oyap/7yWzaKt3zs9zuhuZ3d7g/ruBveufYe6MFq4+p4sntw7w41f7OH9mMwAzmxMl5xbAbSvn8ezuUX+Ugcdg1kC3ZdqTMWRZYseQ45Vf0t2IrKg0Jys7QcbzJgNpJ+pHAMN5k6b6OJKisH0wi2ULdo3kuVKS2T2UwxKCVw9OMOrmFs+tFyiqiqKoWEgk3etOswSKGiFSxZU4YdhkXRdoW3284jdTDYjFIu7xFiiKiixL2O79IhZRS2oQJGJRfxmmkImpCoZlYiJXPR/y7rqjcuU58+ErF/DY5gFe3j/G3z6ylX/70BuPORc3JORM4k2L2tk2MMHvdgzz9uU9jOVtv/BmNfQSJ3qpSOjVA3FyvSvn9Qqae/FMsiS5n4FN9TiXRETx3b3OPM6zUTedAqayJPlC+T+99wKe2DLAzzf2kdUsJIqObk8Ib6936jJ4wnKdu59ZzQR3W7RAcVVVlkpqNYCXiV718BBVazvREaDbpfUkqovookJEV2SJRFRxipvnDDobJu/wCwq4+Soi9d3/+So/39jH05+4ipktRz5KMqdbPPTKQYYzOr/Y1M+tl8yacp6HX+3jb9YpCHaUfB5VZRZ11rOos4El3Q0s7qqnoz52zPdiSZJoq4/RVh9j+Yymku9sIRjJ6Bwez9PZEJuyU0I3bUxbMKc1iWELhjOVEUMAvc1xdg5lGJzQwgLuIUfNaV9YNIjXCO/p6SlphHt4jXCv8RxshHt4jXBvmmAj3GM6jfCQM5OCYfvFxbyh1CEhISEhx5e7776b3/zmN+zZs4fnn3+ed7/73aTTaW6//XYkSeLOO+/k85//PD/+8Y/ZtGkTH/rQh0gmk3zgAx8AoKmpiQ9/+MN84hOf4Omnn+aVV17hgx/8IMuXL+eaa64BYOnSpVx33XXccccdrF27lrVr13LHHXdw4403TlrP5HTn5f0p/9+ZwsnN2vUaorFI8fXQa0xbwnFGpbLONjUlIsVig0axOJgasHh5zqegK6w8RxTchjrCX39ToiiiZQwLSzhuNa/wI4BuWoznDXK6hW0XM1BnNCdpjKuVyxcCw3IavlM1+w6M5knlDBIRhXe+oZcFHXVcOre1ZNj6BbOaARhIaxwey7vrgUNjef5r3UHSeYOD7uezWpN0NMRoSkQYyej0jecxbZs3L3LiBA+k8vx6uyPO/4/L5wGQyhlkDfjcL7bxNw9v5kcvHmDjoWIHyyuuyH8mkNPNqiLBdCgYFofH8mw5PM5wRqv4PqdZfOM3joDu/a7P7homnTeoj0XYPpjhvl/uZHBCozGuMtftuPj5xj7W7nZc4BfNbq667lsumgHAhoPjfoRPNTGjMRHhQ5fP9f/2hp0PpjVM4RTHE0L4RWYXdznfB8/zulixAOje0WIhzcG0hm2DbTuOcIDxvMFE3vCvpVcPjbH5sCMYLGgUyLJEXJUxLJt41FuuXbWor2Za5HWLjNsB0FpXpdNDomRYvCeWecJYRJFqFhYFp8YCVBeKgsuLKpXbp8gSX3z3+UQVmV9tG+In6w9VXUZIyNnKlQvbkYAtfWmGM7qfi14Nr3C2R7VMdAF+wc9yPMHc00YlyXWhe4W9rcqnZ0SRS+5lnoNbt5x7jiJLGKazrmRMJemJ4rqJoFig0xPRm5NOh7hXiLjefZ7bwik2btnCL3DufV7NiV5L4I0qSk2HtCf+Q/E9qLyzQeC8C5W/y8hIvtA7lp/63S3Y2VHN6b3+4BiaabO1rxg+NzShsW9keoWW9w5nGXZrr0y3OPOjmwYQSHQ1xli1tIs/fctC/um9F/CjP17J399yPh9+0zzetLCdzhoj+Y4nsiTR0RDjDTOb6WmqHMFUznBWo6cpTnt9jJZkhLgql7wzenijoQbTmjMyYxqxNCEh5ZzWTvS7776bd7zjHcyePZvBwUE+97nPVW2EL1q0iEWLFvH5z3++ZiO8ra2N1tZW7r777pqN8K9//esA/PEf//EZ3wgPqU7BsJjw8khP67M/JCQk5Mzl4MGDvP/972d4eJiOjg4uu+wy1q5dy5w5cwD45Cc/ST6f56Mf/SipVIoVK1bwxBNP0NBQHK557733oqoqt956K/l8nquvvpp///d/R1GKbpTvfe97fPzjH/cLiN9000185StfObk7exwZy+nsGio2djLayXXJFAKZpB5BJ3oqINw1JSJE3e90y3aLg5VmWHpitqrIqG4RrdoNFuE3hJMxFVWWMG1BQbewLOe7XMA1lDctcppJKqdju0VFoSj22ULwXy8f4okNCp/onqC5Po5p206DuErbTwjBeN6gMRHhxb2jgCOU/9GV88lqJqZto8qyv12Xzmvl5f1j9I3nsYUjoN94fi8Pv3qY767dx/ee3+e7c+d31BFRZLob41i2oDkRobMxjmXbtCQjpHIGli2Y15Zk5YJWfrTuAMMZndfGJXYPO3USnn5t0DmW7vrXHxib7Kc8bbBswZNb+rFsWDG/je7G+JRDvIPsGsywfzSHsGE0q/OGWc0lw9JHcxob3aJ2f/OOc/n8o1vZN5IjlTNor4/xX+sOAnDtuV3c8eb5qLLMRx58iYG05o82uHB2S8V6wRHMe5ri9I0XeGqrM2p1Rkv1xvw1S7vYOZhBCOf3fq1/goF0gYjknI8DaWfEgipLfmdMUyCOZ1ZLkl1DGQxLlAgeA+kCFk7xPe/9NZ03GMnq/jQbDoz7QvT8RkFEkaiLqYy7HUEABcMpyldOQbcpGMUOqta6ylE6iiyVdKzlDYu6mOoLYxFFLhHRo2rp7+uJ6LVcf564Hq1h7VrY2cDHr17IPzyxnc8+soU3LeyYtLBiSMjZRFt9jHN7G9l8OM2zO4d58+IORrLVc9HL4ynKY0KCz99q9wPbdp6dOwYyzG2vI6JI2MKZr1aci6pINCZU3PqPNMYj5HSvve1so/d+EJElP54lp1nIyH58ipdr3pyIYgnhd+xFleJzN69b2EKQDRgMJgpGiTMdJs9EVxWp4hnkueeheAy9e2d54oeTh44v8ntIEiQjCiNQUjelFsHfqpqInnPf/yYC+9o/XsCybea0TT4KzbIF6/YVDRl7piGiW7bwn6WfuHohS2dUfy6ejmQ0k7gqM6s1iSxLJKMqbfUx+scLJKOlgo9XXLQ/XXBGO4bFRUOOgtNaRgwb4SHHm9Gs7j8kqxU3CgkJCQk5dn74wx9O+r0kSdxzzz3cc889NaeJx+Pcd9993HfffTWnaW1t5cEHHzzazTxhTKeuSjXK3cUTp4ETXQk40UdcJ3BdVEFVZCKeE90dRguUDJNudN1pqiz5n9cS0SWKQ7JjqkwiojChmRQME0s4YnpQhMvpFrIs+cL/vpEsTYkIzckoed3ii4+/xkv7UoDE09uG+L2LZ/mCggi0mUazOvc+tZ2tfWk002bFvFZfoPRznQ2L5mSUpoTKH105D1mSWD6zyc+LBScX9v1vnEVLMspvdwyxZzjrC5sXzHKWM7MlwYzmBLJ7TPO6xTndDazZ7Yj215/fwzk9Tcxrr2M4o/Prw87xbUpEmCgYSEi879JZPLh2P1v7JsjrFjuHJuhpStBef3qKimt2D3PXjzZgC8EVC9r587ct5JJ5rUiSRE43SUSUmteKaTn59Y9t7uf5PaMs7Wnk0zecQ0+T4wbvbIzx3M4RTFvQXh/jDTOaWDm/jd/uGOaxzf1oRgc7BjNEFZkPXjbH79S4cXkvDzy7B4CGuMqCjtpVWi+e3cLPNvb5AvaMskxvrwNHliQ++paFALzijiYZzer+NeC50L0OFYCmZPFFtK0uynAmynBGK3E+9qcL2LZAt4ojKcfzBqlcUUT3olzqogq9SZOIIlMXVTFt4bs+aznR84YrSrmCTTUnuiw5I0yiioxu2b7o7YlfEUUmohR/w3Inuiew52uI6J6AP9lo/Y9ctYBHN/azpS/NPQ9v5l9+/6LaE4eEnGVcuaiDzYfT/HbHENee101Gq56LXiGilz1vDctGRkJgV81Et4RgW3+aL/xiG82JCPf/wSUIIRDCuddVE9EjikxjoGOzoyFKf7pAKqfz1V/vckaLuauKqnKJE12WneerEMVO9MakSqZg+R32kiRRH1MZyxuOe11AJiA6TxTMElc31M5E9+5T5XEuiixhW6IkE93bzorCojjHo/zYyrJjAIDiqKHJCP5W1ToYs+59cSIQE7bh4BgD6QIX1Oj49cjppj86CaYnou8YnCCjWcRkwezWI4+POVXYrgFiUWd9yYiIzoYYh1K5EpMFFJ3ofeN5LNvGrNabFBIyBae1iP56b4SHHH+GXAEgEZFRz6gwo5CQkJCQM4E//d7LvNaf5qGPXlHyQj8dglEuUNp4Ohl4gnQw39hrdNoCX1z2hMGYH+di+Q1PJSCmdbjCbrDAVHnD00ORJV9ki6ky8agjouve8G333x5ZzSQRUclrFgPpAvc8soWFHfX8w3vewM82HHYFdIfX+jNIkiPSy5LEk1v6SRdMrlnaxVd/vZO9Izl/2uf3jPr/vsQV0TXTpjmpEo+oXDS7hWRURZEkml0XOTjialozePfFM3n3xTMZzersHMwwMFHg6qUdgPPeGmy7xyMyb5jVzJrdo3Q3xlm1tIv2+iiLuxp4cW+K/Vln4svmt/LWJZ3kNJPzZzfz4Nr9HB7L8/L+FKNZnXTeJDqzVMg4HTAtm394fLvfcfLMzmG2D0zw7//jjURVmb7xAt2Ncea01ZU4mT32jmT524e3+GLKhoPjfO3Xu3nfpbOwBczIJXhulxPJsnxGI4MZjUvntfLbHcM8vXWAdXudc+DqpZ0l+ePXnNvF917YR8GwuXBWM4os+TEIZSZqLprjiOgeQSf6cEYjr1v0NMX9ERsA3W7xy+GM7u/XJlfQCBZHaw7cH1rrojQnIhWRNX3jBWwhSAVMII6IXinSLO1pQJY0VNcZLklFN2U+IGQF0UzLLYTn3GtaquS0e50EUdUR0T3Bx7vmo6pcUrC0Ms6luA3V8ONcJnkvjygyX3z3+bzzX57l5xv7eMemfq5b1l17hpCQM5jBCccl68VYXL6gjW/8dhc7BjOkcjqS5Iis5SJ6eTZ49Ux0p/5JtfuBZQu2uPEhXiSJJ6DboroTvVxE9zp0+8cL7As8W71p61xncE63UGWZgmk5RUjdaRrjUTSjULJ9da6IntctR0QPFHCuWlhUqi6ix1TFyWmvcKI7JUF1s3h/S0SLMTJBbPd4lBsCZEki6d5vj1REL3eiCyH8+2XQTPEPT2wjlTN410UzmNdeu/M3r1tsG8j4f+8ZzmLbomK/g7zkPi/nNIgjGi12qhnLGTQnIxWjxJqTUerjETIF039nhaKInsoZZDVnpGNIyJESyoghryuG3aJSRypshISEhISETIUQgsc397NrKMsvAsLbdPFEdK/5ktVOrojuDacudaIX41y8fE2vweyJZbWc6L930UzuXr2Y/3nVAr9RFhwC/cyOYX63w8kCV2XZbzTGVIW4FwFh2hiWTU630MzivFnNoi6qkNVN9o7ksGzBtoEJUlmdVw+OAfAeN9N6/2gOw20cFwyLh145xBNbBvjkf29g70iO1mSUe2+9gL+87hz/2M9vr6OtPua69QTJmEo8IiNLkiPgR2U6G4uFw2a3JompSiAWI8qFs5tZMb/Vb4yXI0kSN1/Qy7sunMH/fMt8epoSSJLE0p7GkumuWtzBzJYEF81p4fwZzXTUxxDAw+sP8c3f7ean6w+xrS9dNf/zVOD9xj9df5j1B8ZQZImPvmUBrXVRBic0PvXQRr76q138zU838/Xf7ubVA2O+oDCeM+gbd7Lkn9s5giUE3Y1x3v/GWUjAr7cP8U9P7eChlw+y4cAYrxxwrpnFXQ0s7mrg4tktXLGgDVs4Dm1ZgpsvmFGyffUxlZve4Hz21iVOLv1wRmMwU/CFYY/lM5qK7kVZosf9zXO6iY2gqylWEq0CTueRLDkxR474LfzOGW90A5S+i7bVx0qc6Z747ono3rUHjog+WrZOgHN7HIE+IhczyhPRYtY6VbQC9/T2Ram2GnEusiz58U2e4KP7TnSpxIle3iHi3U+qOdENy8ZwRYzJRHSAZTOa+Mib5wPwmZ9uYrxKR0JIyJnOSEYjpsrEApnOLcmoX9z42Z3DjpBcZaRauZhczYkuSZI7iqqKE90W1MeKz6uhjIaFk4deMC10u7q7uzFRnKejMVZ1W8C5lyRjRSe6IkvopiAXeNdJRBQiilyyfd42efee4PR53UIvLyyqlHZYe0QVCQEVIrFX++VX24bYdNjJpfHunWaFiC4QVHGiS8V9S0/DAFGaiW5WfOct3zNTmJbtd54GY/+qMTRR4EAq526X81v0pQuTzvOyazyYV1ubP+0wLBvNtJjbG6MergABAABJREFUVudn8XtEVZmuxlhJfj4455L37O1LFzDCTPSQoyAU0UNeVwy4D5BQRA8JCQkJOd5kNNNv+Px0/eEjmteyBevdOJclbmHCiZMsohfMKpnogTiXoojuNGijrnCmmbbv5gk2TpuSEf7sbYuY1ZqscKLbtuCzj2zhwef3s31gAlWW/EZ3TJX9BpEnfOuWVeKyy+kmsixhCdvvIAd45cAYW/sdJ92bF7XRFnMavHuHsxQMm4F0qcOtPqby2ZvOY2FnPVcsbOdP3rIAVZa4emkXh1I5BiY0YqpCXVQlHlGIqjKWsGmti9HVWBQc57XX0duUIJXTsWzH0ZbK6sRUxXcDV6OlLsaqc7tY0FFPsyuinttbFNEjisRbz+nk4jmtLOluJKrKLO11zo//eOkgrx4c50cvHeTLT+1g/f7UtLJYjyfBSICCYbFzcIKntg7w2z6JLz65A4AblnfzJ29ZwN++41xUWeLVg+M89Moh9gxn+a91B7nzP9az4eAYpmWz8dAYa3ePoJkWL+1zhOfzeht554UzeJfbKbK1f4Kntg5y79M7ODxWQAJWLe1ifkc9M1oS/MHKudx76xu48fwe/vStC33nmbe9mmnxwRWzefDDK7hkbiuW7Qzj72yIVTjB4xGF83qbAOhujJM3LFI5nVROZ05rkvnt9chyqQiiKrKf2d2fLrBzMMNoVicRUXwhDPB/b3DiXILO9PNnOOsczxtkCiZjgfgWwxL0jTvvs14RU4Dz3M6XqOKcpxFFKhb1dGNbav2GXv5wS5U4F0WSkIGIa9PPlznRVVn21wO1C4tWiywICuuxSeJcPD5+9SIWdNQxNKHxf36+ZeoZQkLOIDIFp3NucXcDvc2JkhEnb1rYDsDvdg4TjygVnXdQzYlenonuiKq1CotatvA70wEOuvUobAHpfPX3EVUuc6LXxaoK2LLkLN93omsWipt17rneo+4oGsXbSG+Z9c4ImR2Djrs66ETPG1aFYK/WiHOJus/i8jiXag7tulpxLsKJdCl3+UsS/r5NJ4ov2GFb3sGYC9TD8QT54MjEQ6n8pMt+YW8KIZznilcMe88Uwvs618Qxr+HMEZVHszpdjfGaNTJa62IoklTROV4sLloIC4uGHBWhiB5y1tI/XvDzW7OayUC64Me5tCRDET0kJCQk5PgyFmjwrt0zQv/45M6fINv6J8jqFvUx1RdRMyfdie6K2AEnuiei2wJGXBHdK+zoRThophUQ1KoPA/ad6G7DfXBC8xuOv9sxhKpIvsgWdTPRAXTTGdZsmKKkeJgtHFGuqyFRIhz/9NVD6KZNQ1xlZkuCuW6DcNdwBsMUDLiCe2tdlG/+wSV89fcvYm57sUjX9ct6+M+PrOTyBW10NsbpbHAcwomI4rsDExGFlroIvU1FcfbcnkZ6muM0xJ1IjvGCTlMywsKO+gpRMUgyqpCMKHTUx/yOg8Vd9f5xXNJVT1tdjERU8Z1xbwgIsW11UWQJnt01wucffY2X9o5yMJU7KQ3DrGbwgxf2M+jmdn/zd7u59etr+dMfbuC/9yqMZg2aEhHuWrWYhniE65Z185Gr5iPh5JVev6yb+pjKobE8/+/xbewaynD3f27g//vPDby8P8WrB50IlDcvbueCWc3cvnIun3n7Uv7i6kX0NsV9N/bc9iRzO5zfsKMhTjKm0N2U4CNvXsA1bmfIobE8QxMah8fzjGR0crrlGyrSBYOGeISFHQ1+Dm5ON/0OgkvntgIwqzVB3rRIRBVmtyWZ3VpHS12UWS3JiniVbtex3j9eYO1uJ3Lm4jktJS5tx3Hp/M6tddESUX1eex2tbrRK/3ih5N4CxYzbS+e1MqPZydpf4B4DWXbEqIj7H0BBry2iB0eStNZViXPxnOjutnsjZLzColFV9l3qQMm/oRjnUjAqnane6BNFllCq3zpKiEcUvvju85Ek+K91B/nN9qGpZwoJOQMoGBYTmsHCjno6G+L0NCdIRGX/PeDyBW0ossSe4SwjWY2MZlZEJJVfY+XPAcOy/egS73YwmC74ozocx3lxGftGc06ciy1qRpQ4TvTivSsRVWiIVY6+UmW5pE5DVncKLVuW7Qv03neKLJUUAH/bOV2A48IvGFZJ0fWCYfn3ouK6qhcWjboO93InerX4kqQf5yKVdBZ7GfHl9Shl8Ium1upwCBKMcyn/HYNF1D1BPh0Q5g+P1RbRddPmVbfw+MLOeua2uSL6cKbmPEMTGvtGckg4cS7DGedZ2Teepz9dYHCiwHBGYzTrdCCP5w0mCgYZzSSnm6dEiM7pJooMc9qSNeNnmhIRGhOq30nsMaPZeT4PpLWwsGjIURGK6CFnJVv70rz//jV89Hsv0zee5+X9o/xs/WFSboMrdKKHhISEhBxvgsX+hICfbZi+G92LcrlgVrPfAD3ZcS6FQGFPD1UJONGzjgDtDd2Ous5U3bT9IbG1GjPlTvSDqWJW6jM7h5ElKZDJXnSi65aTiW4JUdKwBCfSRZEl35ULsNt1W53X24gsScytd0X0oQymsP2OgNZklK7GeNUMaFWR0UyLrqY4589s4vyZzciyhCQ5YkEiqlIXVZnV6ojosgQLu+ppiEe4YFYzb5zXyiVzW7lodoufj12LZFSlpS5S4qSqj0WY6eZ7XjK3pSIew3MkNicj/MWqRfzpWxYSU2U2HU7zj09s5/ndo2w6NF7S6D4RfOO3u/mrH2/iju+8xKMb+/jSk9sZzTp5vbPqBO+9ZAbf/INL/OzWmKrwx1cu4KsfuIh733sBf3HNYj59gxOh8/yeUT77yBb60wVMW/DA7/aw383TvXJRB/GIwsLOepbNaOK8mU185Kr5/hD/N8xs9t/rElGF7sY443lnREAqq9NcF+Xcnkba6p3/n9WaYEIrHpucbtLbFKcpGWGBm1mumzZ96Ty2ENywvIc/uWoBv3fRTNrrYrxxbivn9jT5v0tnY5yIKpWIIr6Ini6K6JfNbys5fpIksbCjnqgqM6etruTdtKcpTq/X0J/QSu4tULx+Oupj/PP7LuSf33ehL5grshOvosiyv40F066agQzFzrqYKvvCUTmqLPnH23PAGiVxLkEneuk9IOiGL8eLZ3AKzFbfvnIuntPK7SvnAvBXD2086Z2NISHHG9OyGclqzG2r853D9TGVGc0JxnPFzusLZzUD8OKeUQqG7Ref9KiIcymzUVu2YEIz2T6Q8UX0oYzmPyssW5QIuk9tHeC324ewbLtilA44OrciS/7oNHDipKq1syOKhGnZvtCc1UzHnS4E43lnH72OYkWSkAJW9IvntNDZECOnW/xux1DJNT9RMP26GR6qItfIRJdBVL6nlDvToSjoQ2l0i8AR0iud6BJ17nCa4POlFtokmei5sv2DUmH+8HhtET2vW7zmjsZb2t3Awk7n+bt7kuKi3vvnos56kqozGm5pdyOLuxqY25aktzlBe32UpkSEZFRBVSQkJCy3IOzARIH+dJ503jgpgroQglROZ2ZLsqTeSTmKLNHTlCBnlF4nngFiIF2ouEZCQqbDaV1YNCTkSNk7nOUfntjG2t0jDGd09gzn+Nj3X2Frf5qsZrG4y3mQVGs0h4SEhISEHAvlbtSHXz3MH105f1rzeo2Yi2Y3+4L0yc649pzewWxJ1c1EtwSMTpaJ7hUWrSWiu41Uz9V2MDAceTijs2Mw44uQMVXxt8EwbSzX+ZUvOx5ZzaSjIVbVleVFcHhDk3cMZDBMm9FM0Ylei5xukogoNCciSFKpQ7YlGSUZVZBliTfMbEbCcQ177vy6Kg68yVBkiXN7myrc6retmMWP12zl3RfOqJjngtnNfPamc0lGFS6c3YJu2sSjMl/55S629KX5zE83cd153dywvIfzZjT6xemOBz94fh/LZjSxfGYzD7/q5P6/enCcO/9jPbaAN85t4c63LmD4tbVc8dZFtNYnS+ZvSkZ485ION25EZmZrgkc29PHcrhG/SCjA01sHEUBXY4w5bY7Dui6mcuHsFvKGxeyWJB+/2mbNrhFuu2xOyfGb1ZokXTDoT+ed49veSGdjnNmuI28ko3EoVcC0bHTLJh5RaHWL4XW6nRnnz2pix5DjXu9qjHPD8h4Oj+eqnjcNMZXGeISMZtKqOt93u8d8za4RDqTyqLLkF6oN8n9uXkbedcUHxYDupgS9zQk2HU4zkC6UdGwBfo54S13UF8pt9xr0OnxiEakkSkVUC0WnOMLEKwhYjYgi+yK6J6YVM9GLYr0kVd4DYpHahUW9e1wicmS+rv/v2iU8tXWAg6k8X3zsNf73O5cd0fwhIacLthD0TxSY0ZxgXkddSbRIT1OCw2MFMgWT+rjKlYs6eGlfit/tHOaqxR1kCkbJdatXZKIX/xZCYNvwtV/vZNPhNEu6GpjdliSnW35BTMsWJbFLA2mN7z6/j9XndTE0URkfoyrFzmWPiCI7f5dFjkQUuSTOxRaOOG1ZxXx37/kpyxIiYEVXZIkrF3Xw3y8fZMdgpkREH8tX2S73HlhOTJURVCksWuW9JVi0NRgHYtdwojudCe7opiMsLFoR56JXOtGDI+76xmqPckwXdHYNOa7zC2Y3+8vaM5mI7uahXzi7GRijtzlBJDK54dC2nax80xZMuJFjgxMaQxknMq8uqlIXVUqKbh8vxvLO6LFZrckpp21ORoirCgXD8t8rvTiXoQmtIgIpJGQ6hCJ6yFnDszuH+ch3X/KHeDUlIqQLBi+5DwaA7W6l6o6GKEx/lH1ISEhISMiUeKOdzuluYMdghg0Hx9k9lGF+x9SVmvxGzJwWthxyYiyCQ5ZPBlo1J3qVOBevoRgU6MwpnOieGA+O8yzoRAd4buewv/6oKhOPFAV6w3KGX2fLjkdWN5koGH52fE9T3HelL3NF9N46ZzuzusXBVJ5R19XXUkUMHc8bxFRn+HxHQ6yqIB50li/sbOBTN5xDT2O8oqjVkVAt7mX1uV20pzYzo6XSyR5TFS6e00o8IjO/vR5JclyLMVXmO2v2s380x0OvHOJX2wZ57xtncec1i49p+zye3TnMp368ia7GGP92+xvZM5z13cOmLWiti/CP73kDPY1RHn0NmhLR6lmzgeOajKr82VsXsmb3CELAfDfv2nPfnT+jqeSciqqyH/dzsdbCvLb6kjgecDqBFnc1YJiC+rhaIQ43J6M010UYzeoYts3ctrqSYnrgjAZY0hVh46ExUjmd+piKUpb96yHLEt2NcTYfHgc8Ed353faNOuf5+TObqp5PMVXx407Knegz3IZ+/3ih5gjKaqYQr8Mqpip+tEresEqK+gbpd+sFecP+qxFRJBpizjYMT5Q70YsiekSRK8QrbxuqZaJ7nwUFq+lQF1P5+1vO54MPPM931uzjxvN7uXRe6xEtIyTkdGBoQqO9PsaizoaKZ0Gd60bfMThBXUzhsvmtRBSJg6k8QxmdjqzO3Pbi9JNlolu2wEZwyO103jOcxbYFhmn7HWK2EFVHjIxmHYG0HG97g/dFRZZL6jv406pOnItToNt5p8jrTueel4nuObmdOgwSthC+o7zBdbsXDKtklF616BRVqRHnosoIISq+qxZD19VQfPYG3cq2l4le5n5XZMnfxumMjpmssGhwhIHvRA+MLOufpEjoK/vHMCxBXVTh/JlNDLr368lEdE8ruWh2E/RNuemAG/OFhKo4z9yOhhhz2+tI5w1SOZ2htM5wRsfGJhlRqYupk0bbTRfTsskbFstmNE3rvaY+ptJSF2Uko/vT+8/WdKHqcykkZCrCOJeQs4Ith8e54zuOgL6ws55Pv30pj/zZm7hr1eKqD9GLZjef9G0MCQkJCTm78SIXFnTU+5EbD786daTLSEZjrxtdcdGsFpKu2FY+xPdEU6jiRPcETEsUYxy8OBc/b9mw/UZmLRE9oKFjBZzo81wB9Jldw74QH4xzMSwbzbCIyFJlQ1MzOew6slrror7TNxFR/OUqEix0s6J3D2cZzToN0bYyEX0sp2PaNuMFA9206WyYPIYFnAb53LY6WutjxNXj+0qddMWEZKS632VpTyMLOxt81/Gs1iRXn9PFX799KR9+01za66Okcgb/+pvdPLrRaRUbln1M+Z/ecgbSGn/+H+sBuHBWM3etWsT89jq+cMv5zG6rm2QJ1bl4bgs3Lu+hMa7y51cv4i1LOkq+q0ZUlVnY2cCMlkRVgbkhHmHZzCYWdtZXCPnOEO84hm0zsyXJgs7qnVxNyQjzO+rJ6SYTBZP6qEp9vPrv0ZiIEFFlX1i+aHYzF81u5vyZTdz0hl7+51UL/GnLi5x5ePV6oopMa12U2a7L7tBY3heZ4mWO7daAiO5lnns6RUwtZqILUft+0udGA8yZ5LeLKLK/7yNurJPnho8GstfL89ChWGNhsjiX5FF08rxpUTvvvWQWAP/rvzeEYkjIGcdIRiMekVnc1VCzI6mnOU5dTCWjmSSjKpfMcTqL1u0bJaOZJed9eZxLUER3nN/F/HGvE9GL5ADn3uRdp14kFUBWt3wRPVhXzBOfg050CefeWU5EceI/JEny3ej96QKCosva66hTFAlJpqTjLx7otA+K6NWKaUfk6nEuUdeJXlFYNPB3b1OcT6xaTG9zsfPVCMa5COEcy7L7uCwXHfnlHf7VMEoy0UuXFSws6onowf0czmglOe3BbXtxr1OQe0FnPU2JqP8udDCVrxipAE7Hy0a3/six6iMRRaatPsbCzgbeOK+Fi+e2sLizgYgqM5rVOTyWJ5XVj+k9ZCSr09kQo6tGMdFyJEmiszGGYVv+Metxo9JyuuXHFIaEHAmhiB5yxjOeM/jMTzeT0y2WzWjkkT+7gjuunM/stiR/9Kb5fPm9F/DhN831p2+IqZzT3XDqNjgkJCQk5KzEi3NpTkZ45wW9ADy8/nDVxk6QV/aPAU4RqKZkxM/izOu13aMngqpOdFcUs0UxxqHcia6Zlj9sXJWpmm1c4kQPiOhvWtCOKkuM5Qy/kR6LKH5hUc20KRg2UddNDgTcXpafDdrbFPczpy+d11oi5nti5EC6wJjb0RGM5SgYFgXTYnFXAxfNbmFRVz0tdVPXTom5BRUTUfm4D1n2jnE1JzdUdlZIksSctjounN3Cey+Zzf979/lcNt8RW+7/3W7Gcjq/3jbIk1sHODCaq9qYnopndgz7/9456Izsu35ZDx9580J++MeXsWpp1xEvExzH9N3XLuFrH7yYtyzp5FZXGAVYMa+t5nxNiQjn9jbWPPb1MbWmU629PsbirgYWdU1e+LWrMU5XY5xUTqetPlqzk8iLdBnJ6IxkNGRJ4rM3LePvbl7OHVfO9yN1xvMGh8bzVYX0OW11vHVJB7+/YjayJPnix0C64F97c1qLQrcqFzN4oSiYeedMTHUKl3pbXMsdOT0nuuxfd962+E50tRgbo8pSxb75mehV41yOzonu8VdvX0pXY4w9w1nufWr7US0jJORUkCmY2AgWdzVMWqsrGVWZ2ZwgXTAQQnDlIqeDfs3uEfK6VXJdTy6iCyYKhu+gHsk6dSMsS/jPA9193gLcceU8P4M9b5j+87knIK57987gSJ6CaVUdseN0sDnr9jpHf/TSQUD4ArE3WkdxY9SCrz/evbxg2lM6vVVFKum494ipCqJaJnrg7yXdDZzb00hEVfxOguA9TQhnL8oLNSuSRJO73zndmvK9L+hEz5dldlctLBoQ0QuGXdWBXzBsNh9OA06x87qYSmdDjGRUwbIFB8pGAAJsOpRGt2za6qLMmUY8ynRR3c7geR31vHFuK5fMbWFJdz3xqMxQRmM4c+RFPQuGhSQ773RH8s7lxPCp/jtkTFX8OjQHR8NogpAjJxTRQ844TLfIGDgv5C/sGeEVN0v23lsvIBEoipSIKtx4fi93rVrif9aYiNRsBIWEhISEhBwtnkDbkoyy+rxuYqrM7uGs36ipxbpAHjrgu7TyulXRUDuRVHOie43IrCH5ztOGskx03Sw+lxVZripKljjRA3EunY0xv4im15B3hOliR0LBtIgosi/CebnVOd3089B7mxOcP7OZr7z/Qv70LQtL1t3rRmsMpAt+R4cXg2HZgpGszpzWOnqa4rTWRVnY2eBHbExGVJWJqNUjPk4FsizR0RBjcXcDKxe0c9c1i1Flia19E/zNTzfzJw++zJ88+DIffOB57v/tLv946qbN0ITGgdFczRz+g6M59o3mkKTikHtJgne8oYeoKtPZGK8p+E+H3uYE5/Y00pSI8Ma5rdx8QS83nd/L8hlNR73MyYhHFOZ31E/5OyuyxOzWJJ0NsUmFLi/SpTGhUp9QGc1VutssW5DRDLoaYlUzc2VJ4q5VS7jlopmA09HTEFOxBX6R1XmB6JrmZKQkOsW7V6juZ4osIcmS3ylXU0R3I5Amc6IH8369OBfveo0EnOiyLFUUavOOcTUnev4YRfSmRITP3bwcgPt/u5sNB8eOajkhISeTgmExoRks7Kins3HqUU/dTQnq4xHSBZM3zm0lpsoMpDX2Def8PHEArewaM8tE9LFscdrRrI5hCUw311oIgWGJwDWp+qNIcprlj0Traiw6gBVZQghR0q7WLbtmwW6vS+8Dl85GkSVe3p9i91CWjOu29jrqFFlClqWS9x/vvSSrmf67Si0mz0QXFTpAMM4lHlGw3c+8wurBe5oQQI1MdM+Bn9PNKQts6tMsLJrVLSxbVDju96cq41mymuFH1144u5l4REEKdMjuGaqcx4sSvGhOS9VjdjxQZInmZJS57fVcPKeVC2Y105hQfTF9OsVIhXDe1WY0JSataVONeEShoz5GJlDw1XsvDBamDwmZLqGIHnJGMVEw+NuHN/Od5/YymtV5eX+KRzYcxhZOj+uirkqHuSxL1MVUv+f+XRfOqFqFOyQkJCQk5FgIOtHrYyrXnOs4c3+6/tCk8/mNmNmOO8sTKXO6yUk0otdwojvPyzG3dlddVPHzj73/103b385YRCaiVD5jg050w7T9XNb2+liJMOgtw4tbSeV1WpJRVFnyRTjPQRSMc/EKRc1pq6sQ5HrdobuDE1qFE31wokCnm+V5pA1Ir9hiMnr6lRiKRxQumdvKNUs7ASdWyBNU9o3k+H9PbOfzj27h19sGuP+3u7jrP9bzoW+9wOd+toVX96d4ae8Ij23q4/vP7+P5XcM8trkfgKXdjfz+ijkAXDCz2S+geaxEFNnPqY9HFP7nVQv46FsXnJCiZEeK07FSXzVHP8is1iQr5rexqKMBVZEr3P5jOZ3WuihdjXEK5tROxaD44U0ZvFZay4Qqr4agF03gXbueuSRbMMnrFgOBPN2cbvr3rTmTONGdqIIaTvRAJnq1bOFi7YRK4cu7phPHkNm/6twu3vGGXmwBn/yvDUc1yiIk5GRhWjYjWY25bXXMbJme8zcRVZjVkiCjmcRUmRVu/v/LB1J+nQ8odTdDqYhu2YJUQIgdyxWd6Jbt/GdYth8PUxdViLsdYAXDYtitidKUKD7vZEnyr+u3LemkORHhykUdflxGkKgiIbk55z1NCS5f4Iwy2tY/4XfweSK6LEkoUqmI7gn6Xm2WyYiocvVMdEWu6kSXy0V0W6DKsv/eEizQaruZ6uXCryJLfkdrPlAnphaTieij2dJ9zBTMkkx0gIOjlQXVX3OPZUSReOPcYo0IX0Svkou+zn3/vLhK4esTgSJLdDbGuWBWC2+Y1UxDXGUgnWdkCjE9XTCpjynMak0eldjf3hBzC8I66/DeGUMRPeRoOP3e+kNCamDbgk//eCMPv+pkcqZyOj/b0Mdu94Fwy0UzJp3/k9cu4U0L21nYVV91iFdISEhISMixEHSiA9z0hl5+vqGPh189zCeuWVh1HtOy2eDlUbqNGE+UzRsWlm1zsjwP2iRO9HHd+f/W+qJw5+UfB4ceB/ORgwTbrH3jBadYqOQ0Oue11/GrbUP+9zFV9oXy4QlHRPecalCMOimPc6mFV0RqIF3wG7atdVFSOZ1kVGFhV70vAh4p8zrqfKHhdEOWJT761oU8uWUQSwjesqSDWy6ayU9fOcTTrw3y3bX7+e7a/SXz7BrK8v0XDpQuR4IOtzjnVYs7+NjbFhJRJG5Y1nPCtn1uex0ncRDGpDiZqlO7RT0a4irNiQgTeYM297hZtkC3bM5pddz2e0ey5A1ryg6Yue11bHALDQPMDzrRy0R9T3DyBCFVlpEg4ES32DWUwbRsutz92e8WPm2IqyW5xuXIUrHw6WjOybT1rqWoIvv3gmrXfrAAcTl+nMsxFr695x3n8uzOYV7rn+Brv97Fn1+z6JiWFxJyIrCFoH+iwIzmBPM66o5o9E5XY5yDqTzpgsmbFnXw2x3DvLQ3xfsuNSgYFvGI4j/DPcoz0cdyRSE2lTOc0d3CEdBN9z+vYysZVYlFiqNYUlWKcqtuzjnAX6xazKFUjuZEhNmtSe68ZiEv7knx7K4RwLk3KIqzTbIisaiznt/tGObQWN4XzxvcOBdVllAkuWT7veesVx9ClaWaQrUqy1VH8SmKhICKvPRg5593L1JkyTcEGAEnumnbjhjrLj+qOh2mMbUoohcMG920Jy18qQU6PMrvjQMTpcJuumBUxLd4kXhBnt/jHOt57XUlowG858buMhFdCOEXFT1ZIrqHIkt0NcZpq4synNE5kMoxMFEgpsg0J0uj0yxbkNUNzu2pXqB7OjQnIjTGI2Q0k6ZExH8v7EsXIEz5DTlCQikx5Izhqa0DvoAO8M+/3Ok/DM6f0cS7LpxcRG9viDGjJYGCVLXYSEhISEhIyLFQbGQ6Dam3LOlwXTaa31Ap57X+CfKGRUNcZWGHU+DQc6LborLg1Ilkskx0z4neVlccyh2tknUcV5WqQpokSX6jaN9IMcpFkSXmtZcWdgzmVQ5nNGwhyLoxIxFFIqK6ETOaSV8gzqUWnQ0xN6tZIIQjCNbHVPKGxfyO+mOKY2mMR45agD8ZLOtt4n+/8zw+fvVCvvCu5Vx3Xjf/993n8/5LZ/kdG+31Ua5a3MEHV8wuKSaXjCq0JCPYAgbcPNxrzu0iGVP5i2sWc94JiloBpyPnaCM+TjWyLNHTlEALuM3zukVdTKWtPkoi6pzfE4XJc30B5gUiVmKqTHegs6i1rHifH6kUcKL//+zdeZwU1bk38F9tvS+zb8ww7JvsoILgroiIGvW6RINLjLlJ1MSoiUaviea9RhOvRo3RqEkkxhiyKEYjURHBDdlBQHYYmAFmZ7ae3qqrzvtHdVUv0z3TM8zSPfN888lHpru6+lR1dVfVc57zHJ7njKCQJyCDMUCOyqrUg+jFnXRC6et0WSRw0MoZnPAGY8u5dJaJLnVWzkXbB7aT/KxzHWb87NJJAIDnVu/H3pq2k1ofIX2hvi2APIcZYwucnc7FkIhF0rPRZcwoy4LNJKCxPYhdxyOZ3PE10WPKuagspoyUNpk2g8IY1HAWejCkGOuwmQTjWuBYsw8qA3iwmN8dSYgNdHPhEiiiwOOc8YUxmfaSyEOIKvc0IvzbVtXkMybidIaz3Hmeg9nExQSv9YC0/n4Os5i0PKvIJ77XF3kOSJSJzkVnovPgOK1cmf4ZRddE3328Fff+80vUh8+Jl00twfwxeZhS6kZWVEdka3iS8ve/qklYvkvuJBM9vnRLmz8UqRsf/q3US9npFJVhW5XW4ToxXA9dNzJfz0T3xLym6oQPDZ4AJIHrs9JpXREF7bw2o0ybiNtmFlDT6seJcM1+QMvMz7WbY85/PXmfQlekpIseRK9ppYlFSfdRJjrJCKrK8Mv39iR87vwJBbh6dmmXPZM2kwiHWQSHjrNyE0IIISerqV0v56JlAJlFAYsmF+Nvm6rwzvZqnJEgVqsPpZ0xPNvISrNKghasAtAWkGOyv/tSZzXRW4wgeqQt+g1m9I27xSQkvbEVOA4KGI6c0DrA9RuiDuVcRK1MCs9pQYCm9mBMxqpeM/5okxftQQVc1LoA7WayutUHjmmv4TnteT1zK8tqQntQy0bSg/WDFc9z+NqMYQipzMiSy3OY8dDiSfja9GEQw0OrHWYRVpOAH1wwFrWtATjMAsySAJ4DXvz4EJauPYwCp9mYaC4dyqyks2ybCVaTCG84eO4PKcixm4zvTJ7DjKpGLxhj4DgupjRKtBFR3w23VYLLKoEPT7gXX3eYdchE5yDyHCzhMghtgRBkRY0pEaXXWi/qItOe57XAmNMiotUfQqMnGNVmzshEFxOUcurLiUWjXTatBO98eRwf7q7Dj9/Yjje/ewbNgUTShicQQq7DhHGFzh4f7wUuC441++CXFcwZmYuP9tZh0+ETuGRKEfIcZqMjXOA5o0RLSFEhClpmdnNUcLbFpwV5eQAhpk0u2h71HbWZBONaoCp87nSZENNpLAlch4xvk8gj1y7BKomwmCLLmkWtPIoeGDUmTm7xGx3ZTnPkIsluEnHCE2mvXs5FZ5EEyKpqBOCjRWfIxzwezlDvbGJRiyQY2er69U90TfQdx1tjgvszyrNQ4LDAbhbgsEhGhnyLT8ayDVV4bvUBTCxy4s3vzYt5z5iJRaP2eyCkoD1u/oo2v2yUcxlT4MCXR1uMUXg6bzCEPeHOw5nDs2I+Jz1RIb6cy+bKEwCAycPc2v7sotZ8XxIFHsVuK/IcZm2OliYvalp9MIsCVMZQnmvvdsdTvBy7GZLYjmBINRIv6tuC/Vo2kQwOdAVM0lZdmx+vrTuC+jY/3tx6FAfr22EzCVgyp9xY5oKJBbju1OEYne+IyZxLRB+6YzeLfTZxBiGEkKErvpwLAFw+vQQA8N5XtUhUqndL3KSigJa1rd+8tqaQrdpbEmWi6zeXDB3LucSfdwWOg9OcPDhgZKI3hLNfw4E7t1WKqe9sCmes6aUw6j0BY8JLqyTAEe40128YR+bbYyaIbA+E4LZImFDoAqAF6oZFZarn2CV4gyEMy7Ke9E1ZJrCbxQ6TYtpMIk4flYtZI3JQlmNDtt2kTb7ltGDyMDdG5DlQ7Lai0GXFA4sm4vVvnY7XvjXnpCYPHUqsJgF5DpMRDAkqSszvgkUSIIq8kSmqT7AWryzHCv2S1W2VwHORkgHxNdrjAwEir32P9N8Sjz+EmlY/vqxqNpbRM9G7yvATwjWKs8JZqA2egBFIkkQe44uckAQOo/MdHV7bH+VcAO1383+/NgVOs4gvq5rxx88qTnqdhPQWp1XEuEJnpxMUd8UiCSjNtsEbDGF+eK6vzUeaUB/+7dBHh5iN+UoU7Klp1QLqLDYTXWXa99gkCGCqFtRtD19vmEQeosAb6zkeDqK7TZEyboDW6aeqDO2BELzBEDhovzsTi93IcZhiRphYRAHZdskIBmfZTMiySWCIZEjrZV0A7RylMDXm9dGskgCrlDiBTuT5hJnoAs8BXMdkuuggup7EoJVz0WuiR35cPXG1ySWeRyCkGJn2+ja3+mS8vkErl7Y7wciY6Jro0aN0/LLaITM9OhN9XJFWe6S6ObbkS2WjF/VtAXAcMHd0Xsxz+oim2tZATIDeqIc+vH9LuXRGEniUZFkxc3g2ppZmwWoSUJJlQV4vJJMYpdb8Mgqc2kjIoKKitesy+4TEGPx3DiQj+QIhfP2ldfift3birF+twb3/2A5Am837smklxnLnTSjAtDI3Ruc7UgqMjylwYHyRM62HXhNCCMk80Vlc0QHh00flosBpRosvhD3NHc9TkSB65CaG56KyR/0dhwH3lUSZ6PFB5vIcW9LnppS6YTMlDxAYQfS4THQgknFrEiI3v3od7vq2gJFtZjEJcIRvtPXb2umlWTHv45MV5DpMGJatBc59QSWm3IvLKsFhGfxZ6L1FFHjMGZ2HMQUdA6QkuWy7KVw/lwEsNtvaLPKQeN7I5tZHnsQziwJKwpO36sG3Aqf2vdG/H7r4jFCR5yByvPF9bvOH8PzqA/jFij3YUKFlIOqllboKovM8B44D3Fbtt00Loocz0XkeI/Ps+OzH5+GOczvO/aB3cCUq5+LvhYlFoxW5LXjwkokAgP/7YC8OJ5hIj5D+ZjcJGFvg7NbcCskUuMxw20wYkWeD06yNDNl0uAl+OVKKRQ9+y4pW41wrLYUOZUWqW/wQeA4qU8PXMCGjvQBiRrEAgNvEYI3KCDeFy7k0+2Q0e2Vw4IwyYfqIMmNZkUdptg0WiTfKz+glXfQOOYcldvnoKyZLh0x0PqYt0SSBSzixaLJyLtF/6+WnOC4ysia6nIsnLkvcJGplZyzhfa5vc4tf7pBRHi12YtHIcn5Z6TBqpy0QqYk+sVhLDoivm67XQy/NtqLQGXucuW2SMZl6dDb65iPNAPq/Hnoq9GD6rPJsjCt09koCJM9zKHJbEQiPztBHYNX5KTkgkxxuaMdvVx/AD5ZtHbA2UCSRpJ3DDe249dVNOFiv/chHX3R/+6xRmFaWhVy7CU6LiIsnF6HAZUk5M4rjODhPovYpIYQQkoiehc5zsdlUAs/h0nDn7+aG2HNVXZsfVSd84DhgelQmuihwRsDN4xvYTPTorLPFU4rwX7NKI8/FdUifMy6/005q/UZVLyERXYdZH9od/Xo9yF3fFpuJ7owr3zYtXGIE0EpahFQWk/Urq2pMJrrDLKLIae500i9CTpbDLMIkagEjsxhb490k8DCJPGSFGcHvZFeyw8MdV3q93RvnluNr00swPeq4B2InEQS0gIEkRjrkPAEZx8J1dLdUNkFWVOPvLmui8xx4PhLIb2iLKucSnqPAZZUSBjqMci6dZaL3Yv37a08tw7wxuQiEVNz3xnaoNFafDLDhuXaURXVAnwyzKKAsxwZZUTFndC4A4PMDjfAEQlHn8Ej98ICsIiCrUFSGlrhO+fo2P0SeA8dxWhA9EJlUNHo9OpsIWKKyvyWRh8IYOE7rxNNqiWu/ASahYxDdZZFQ6LIYweURubGl3KLnJzEJPDhEJgiNP19bTLG/qaeNzDH+LSSpiS6EOwPjwwbRmenWqHIuEt9xYlFPXPkYkdd+3/S22MLb3OYLdahRHy0YM7GoavxO+YKhDr+Vbf6QkcE/uUQLojd6gjG/bXpW+cQilzGvTjT9GksPorf5ZeytaQWQnkF0nSTwvVo+LssqwSLy8AZDKMkKB9E7ztFK0oweOL/k2U9xzv+twRPv78W/th3vUKKov1AQnaQFRWW4/43tmPn/VuKc/1uDtQcbwXPA8zfMwIJJhQCAS6eVoMBlgUnk8dKSWXjpG7OQbacsMkIIIQOvyRsZohzfsauXdNnRxMVkJm0JZwGNK3DG3DxKAm9kZrYOcCb6wslFuHBiAZaMUfDU1VOSZqlnWSVMLHakFESvbtUyqKKzX0eFb/CiA/j5MeVcomqiR92YizyHSeHMLH0brBIfk9EmCRwKorLOXVYJdgtNC0T6lt0kwm4WcaI9CLMkwBb13eE4bdi/rKiQFRUmgTdqmsc7dUR2zHFe7LZi0ZTimMAOAKgJctlNIm8Ewjz+kFETeW9NG/bXehBSGSwSb5RpSUbgtKBUdDmX6IlFO5NKOZeTnVg0GsdxePzKqbBKAtZXnDBKKpCuPfbYYzj11FPhdDpRUFCAr33ta9i7d2/MMjfffDM4jov5/5w5c2KWCQQCuPPOO5GXlwe73Y7LLrsMR48ejVmmqakJS5YsgdvthtvtxpIlS9Dc3NzXmzgo5DvMcFtNxhwVWyub0NweQCB8Dtfrhysqg19WEQipUBlDW7hTXg9u17cFIfAcGLS5TfTrE/37GP/dtgqxGeGmcE10fcJhjodRforjOCP7GYj8DlgkIaouemzHgiuq1I1J5CEJkYlItclCo9oiCTGTM88fEylhIgl8wg49UdC2tdNM9HAGvMBxRvA2pEZnoseVcxE5cHykw0Hv5E80mWi0YFyAXQ+ct/pDxnP659TQFvm9HVfoNOaLaWiPlPHZeVwLiM8uz04YdI4Pom+raobKtJJhvTFCIlNoE3xrE3vro7zqKRM9LVWEA+eLnokEzr863gqB53Dm2Dw8duUU5PbTnFHx6A6CDKhVu2vx83d24Ui4JiOgZeKMKXDgp5dOwplj87FgYhE+3l+POaNyjWWmxmXfEEIIIQOpKZyJnigYNWWYG+U5Nhw54cWqPfW4avZwANqNLwDMLM+KWV6MqmPc1slw4N7EGEuYiV6WY8Pz10/HihXHwzelkUBd9I3nRacUAuA7DagZ9dXDqyh2W9Ho0fabNrEVjzEFDjR5g3CYRRS4Ipno+s24NaqcCwBMKnbFBPa9wRDcNgk2kwhZ1m5i7WYRWVH36tlWU4f6qoT0Np7nkO8w43izH26r2KFzzWEWUdPihxxikKKy0uMzKKeWZuFP3zwVAVn74gQVBYUuC+raArCaIiMsEsXgLWJUXeMWv7HMnpo27DzWAgAoz7EnzNqMpmVvRuqx10fVRDd1FUQPfz/1bMvo/eCTIyNMelNZjg0/umg8fv7vXXj8P3tw3oSCmJJOJLGPP/4Yt99+O0499VSEQiE8+OCDWLBgAXbt2gW7PZI1vHDhQrzyyivG3yZTbCDjrrvuwjvvvINly5YhNzcX99xzDxYvXozNmzdDELTP+vrrr8fRo0fx3nvvAQC+/e1vY8mSJXjnnXf6YUszm0nkMTzHhhOeILKsEpp9MtbsazCym/Xvk6Jq5/VASIGiMqMUycg8O3Yca0GLT4bDIsIT1CYd1ju69I7q6OAxAFhFFvNdlQQeigqYTNpkmhwQ81uSG5Xspv8OaXXJYycX1TnjMtdFUSt5ZRK1oLhZFIxgs1USUN0SKWmSHXXtFR9wj24vwDr8FscH0flwp6EkdJxYNH4iU4nnEeKZce2j77uuEiCiM9EBLYhukQS0+yNleQpdZnjqQ8ak6DynZetn20xobA+istGLAqcF9W0BY36L00fnIpH4IHo61kPvLwVOM441eVEczkSv93fxAtJvDtV7sGJHNd7dUYPd1a3G4wLP4YzRubhkSjEWnFIU00E3ECiITgbMPzdX4Uf/2B6TN3PvgnG4YU55zDBsUeRx/sTCmNcOhYnACCGEZI5Ek4rqOI7DpVOL8NyaQ3hne7URRNfroc+Iu4mRRD5SzqWfguhaAE/7t7kbAa3zJxTgeLMPl00fBn9IMWqIJhI9ZFrgOeQ5TUYQPcduwp9uOQ0Cx6G6VbthjK6JXpatRcG1ci6Rm2W9lEuzN4iQyuCXFYx2xNbuzrOb0exTYZW0G/A8p4lKuZB+4bRKcFjEmAxLnVkSwMAQVFTYzDwCIS3oxQsc6tsCsJsFWCUBCmNwW004FvBBURlEnke2zYQmbxD+cOAFAFiCr55ZEozRIXogBgAO1LVha5X2+1Oe23WZCa2cSySI3uiJKueSYiY6oGW7Rpdg8EWNMOntMTc3nTEC/95+HFsqm/HA8h145eZTe6Wu7mCmB7R1r7zyCgoKCrB582acddZZxuNmsxlFRUUJ19HS0oI//OEP+POf/4wLLrgAAPDaa6+hrKwMH374IS666CLs3r0b7733HtatW4fTTz8dAPDyyy9j7ty52Lt3L8aPH99HWzh45DvNyHOaMKs8G6v21OHT/fXGRJt6trjCGBSVoc0vIyBrY1U4ACNybdhxrAXeYAgefwghhYUTAbTvhx4oj/9q20TAZo4NonOc9vsgcBx4xAav7eaOI9e0gLW2UGm2DQLPGZnpsSPItA5Af1R9cIvEG0F0i8TjlBIXvjreihnDs2J+h/R2xdOW4TpMLBodVLeIvJZRz8PI6JYVFY2eAJragx3qnOsdoPq1j5493hyXiR5SVISUSHZ7h0z0oAKbSUFAUYznCl0WHKxvx9Fw2S2XVQLPcyhwWdDYHsTRJi9mj8jBhsONYAzIc5iMUX3x9McPxQfR07iUS19x27R5cXLDgdh6H0dlvwbQwXoPVmyvxrs7qrEnahLedAucR6NIJBkQnx+oxwNv7gSDNjnoxGInrju1DLefOyZhAIIQQkjmGIpDwvVyLtlJyiIsnloMAPjsQCNOtAcRDKnYflTLBJ0ZH0TnedjDNUk9/r4NosuKii+rmvHK5xXGY+ZOSrLE+8H5Y/H4VVNhEniIPNdpVmp0tlex22LUEtXZTCIUxmAzi1BUFlMTXZ/wzGISYDPxxrqmlWahwRMAA5DrMKHYbYE77jNwhG88Zw7PgkXiMbbQ2a1tJKSnHGYR2eGREfHMIg8wLSPRLAoQOC2YxBhDUFFwoj2oZSeKPLLtJvDQykFZJB7FWRYUOC1o9mmdUCFFhZigqroYVRqqJSqoIysM/9lZAyBSc70zAsdBAGfUZa9vCyAUDjro2ZqiwKHAZe7QkRZd4im+1m9f1EQ32sxz+NV/ab9Na/bWY/nWY73+HoNdS4t2jsrJyYl5fM2aNSgoKMC4ceNw2223oa6uznhu8+bNkGUZCxYsMB4rKSnB5MmTsXbtWgDAF198AbfbbQTQAWDOnDlwu93GMqRzksCjLMeGmeEg6IbDTUb2s15aRFW1znFPQEFDuMPaYRGNYNSemjbc+MoG/N8He6GoDHI489xuFsAYg1mI/V5aBcBhji49F87Y5nmj3jgX9TtkN3f83RP5yBKSwKM0PEKE5zqOSLFKfEzZquga7VaTiIcumYRLpxXj1nkjY4LoosAlHJkzKt+mlWqJy0SP/sskCuCh/eZF10Rv8gbR0B40frN0FlHQJooOv7/eEVDXGohZ//W/X4/zn/rYGPEXH0RvD4bgC2oBdD1LXZ/48li4A1Qv+1esP96spVBvOqwFxCcVu4xrx3gj88OZ6PUeKCrDtspmADCOn6HELAoocJqNefIaAkAw1LHcGOk7B+s9+M2q/Vj49Cc4/8mP8eTKfdhT0waR53DWuHz88qop2PTgBfjzrafjutOGp1UAHaBMdDIAXl9/BP/z1k6oDDhjdC5evnF2h5MZIYSQzDUUh4RHyrkkvtAbnW9HqZ3haDuwYkc1Jg9zIxBSkWWTOmQOiQJnZHD1diZ6i1fGlsombD7ShE1HTuDLqpaYwFa2TepWgLmuLYCQosJllSDyqZVzAYDS7MSlFQKyCpskwhMIGUH0tkAIJ9q1/WuVBAg8j6tmDIM/pCLPaQLHAZNKXMhzJJ4nxWkWYDOLuP2cMWjxyyjLsaY8ITkhJ8MiCRhb6IQjQWDDJPIQBB4BWYXDLKLVJ0MNT4wriTwsooC61gCG59qQ5zDBauLR5A2iLMcGsyigyG1BdYuWne4NKrCaBHjj3kPkOVhNib+TzeGOv/jJ/RLh9YlFwx1U1S2RrHYp/HshCTwKE9TW5TkOJpFHMKR2CKLrf9tMAlo7vPLkjSlw4gcXjMUT7+/Fz/+9C2eOzTd+V0jnGGO4++67MX/+fEyePNl4/OKLL8bVV1+N8vJyVFRU4KGHHsJ5552HzZs3w2w2o6amBiaTCdnZscG5wsJC1NRoHTc1NTUoKCjo8J4FBQXGMvECgQACgUhgsrVVO2JkWTZKd/UX/f36+33jZZl5zCxzwm0V0eILYe3BRgCAOTzZb0hVwakKAoEgapq1Xwe3RYTLon1n9azPioZ25FpFNLZpQVmXRYQvEIQt7mfLKgK5dsHIHhd5DgJTwIEDz0JgKgclJEPmwrXZo2LisqJAlmUwVYGqhqAq2rVNea4VR054YTUJCIVir3d4pkINyVAVAYGQEpPlbhGAErcJi04pgMgxyIgEpXmoCCmR35q7zx8NTyCESYUOHGrwgGOxAWy/HHlfkVOhqCrUUMh4P39QRn2LF8GQakxyHr28yKng1BBkGbCZ9JE/kV9jBmBHuHzWjqomTCt1dwiiN7T6YBM5qGoIgfDvYp5D+72taY18LrIso8itXWdWnWhHMBjEliMnAAAzSt1QlBCUBPHgYS7tNa3+ENbur0NbIAS7ScDoXGuH43mgj+v+4LbwyLbwMAk8goqKykYPxiXpgBhsBupzPljfjv/srMF7X9Vib63HeFzkOZwxOgcLTynCBRPzYxJqe6uNyba5p+sfGkcKGXCBkILqZh8+29+An779FVSm1U/99bXTKYBOCCGDzFAcEt7cRSY6AMzKU3G0XcDb244bN1AzyrI6BHRFnotkop9EEJ0xhsoTXmw63IRNR5qw+cgJ7Iu6cNW5LCJmlWdj9ogcXDy5KOWSB7KiDQ+3W0Q0e2Xku8ydntNjg+iJs18DigqXTUKrT4bNJMJuFtAeULCvVrvZt0naDfxFk4tQ4LTgeIsPk4qTB9ABLbMsxy7heJMfHAe4LOmV0UIGt+hJg6OZBO0GXlZU2M0iBI7XyrlwDCLHodBlQXsghFyHCWZRgNMi4UR70MjIclslOEwSPIEQfLKCEpcJjXHvoc2vkPx2z2EWkZfixFyiEMlE10feiDyXUqebVRK0IHowSSZ6H5ZX+vZZo/Du9mrsqm7Fz97eiedvmNVn7zWY3HHHHdi+fTs+++yzmMevvfZa49+TJ0/G7NmzUV5ejnfffRdXXnll0vUxxmLOLYnOM/HLRHvsscfwyCOPdHj8gw8+gM3W9WiKvrBy5coBed94BRKPFl/ke8h56gHw8Hu9wNGtaAZQ0cABEGBWfHA17Ud8GGjnps9xsIoHwMPUUoWaryoh+xCznFVg+OLj1RAhQAEHX8MxeA9VxXTerdoX3zrt9ccrj2DFisiIt8Ph/7oDWrskFsKKFSsSbl97+L9mVYCRN37iCLZ+rq0lCGBvs7YeANi/awcq2jjoRReK2vbCLAC7NhwEANS1xW5XY2OjsWzjnvXgOOCj/UDzCW1/7Nj5FRyFDIwB3kBUGwAc2PI5TAKweo/2d9MxrR1V9S1AgtFBf/tgLY4VMfjC63FJDK0yh1Wfrcf0XO09ArL2XGPVQQCRiViD7c1YsWIF/HXae+w5WIl33j2MA7Xa8rYTe7Fixd4O76nLNgloCnJ49p0NAHgMs8p4/73/dFguXY7r/pBnFnDcy+GRf6zDMDuDXQyXLRIZbCJgF7XOo04qFWas/vica7zAtkYO2xp5VPsiO5HnGMa7GabnMkzJZrBLtUBtLb6o7dv2xG+z1xufepAaCqKTfnH0hA87j7Xg/z7YB5UBi6YU4bfXz6TahIQQMgR0NSQ8KysLZ599Nh599FEjO62rIeEXXXRRl0PCEwXR+yqbrdETzhQyCwnXI8syZuYyvH0E2HD4hDFh17RSd8LlnXomuj/1dgVDKr6qbsWWymZsPtKMrVXNxhDuaOU5Nswsz8Ks4VmYOTwLo/PsMYH8ZJkasiwjFGJgagiqIqClPYgsq4gsq4Qmjw9mXuq0rdHx9RKXGUooBKaGEAwGwXEcBJ5DSJHBqSIY0zLV8h1mtAe8aPLKMIk8JhTaAFWBEgpnsqkhCFCT7nP9vy6TgEpFBmNa5li6Z1plckYYtT01PGMQoEJkWiYjzykIBBUwlQcPhiKHCJ9fgsPEQZZluM087BJgEZjRvlybgIMNHnAc4DSZO7ZdVWCLi08Xuy3GhHzjCuxQVAUCADWcKZqMABVOU+x1+7fmjwDPVMiymvA1IVmBqoSMQLvHF4AsRzq89KC6GM5c7av9/ouvTcJVL67Hih01+Pe2o+GJkHtHJh7nXbnzzjvx9ttv45NPPkFpaWmnyxYXF6O8vBz79+8HABQVFSEYDKKpqSkmG72urg5nnHGGsUxtbcdoSX19PQoLE382P/nJT3D33Xcbf7e2tqKsrAwLFiyAy+Xq9jaeDFmWsXLlSlx44YWQpOQd5/1BURlePbYRaG02HssqKAGqa8CbLLCPngi7WUT7tuMAjiM7Jxvjpo4C9+WWmJInjpEz0Lx/H4AAJkyaBMlpQbnAAdu2GctYReDc8y+AtOVTBAIKCkvL4R6bhwKXBQ3h0WKzy7ONEWkn2oPAF2sAAHklw7Fo0SR4AjI2H2lCltUESeAxO68F71TuRn6WA4sWzYvZtqoTXuyva0ORy4rjrT44KiuANu2aLbdsLE47bTh2HtW2ezoA7NbaOmXadOBYK3D8iLY/xsyCJPIYmefA3tpWlPoVYOdO433KigtwoLUBAFAwaQ5CqorZI3LwbvOX2NlUj6IRY7EjEMLO421Q0RTTxlPPPBdtPhnji5zgOA7Vn1Xgncr9aA4mjnHwueVYtGgS7t2wEgBDeYEbO461YsT4ySgucuBEWxDqui8BAOfOmYk3Dn9pvHZUaTEWLZoGtr0abx7eAZ/kgnvcWMjrt8JhFnDtpefCbk5+PP6tdhPWHjqBnS0iABULZozBovPHGM+n03HdH441+VB8bDuOV7ZgQz0P1Cdf1mEWkWUV4bZJcFslZFmj/tvJY+lYOrCvP+cDdR7856tavLezFvvqYjPO543OxcLJhbhgQgGyOkk66m3Jtlm/B+wuCqKTPlPb4sM726sxtsCJ7Ueb8dr6I2j2yShwmvHUNdMpgE4IIUNAug0J76tstr0VWsbS0UN7saJ9T8JlsszAaBfDgVYOW8L1KIPVe7FiRcflfeFMo+M1tcmzs2Sgoo3DoTYOh9s4VHoAOW52QYFjKLMDo5wMI5wMI50MLlMrgFagrhL764D9KW5jdAZHZfi/rQCOh/9dUQlUbE3+eq8nksHVWLkP2/xaxtTRuOUOR/3Xrmr7FQCuKpdhr9uByrrY5TYeSr3dALCxIsmCaSiTM8Ko7an7LMExvCr8sxD/1NoDidexNbxgfNuZH4i+5Rtj8aK6RftOZStNCB1uRAjA5i6+RzqXJKBV5jC/UMWE4H6sWNH1LwgLZ1au/uQzHAnHO6OzOjet+xxuU9/u9/OKeaw8xuMnb2xD6wEF9sEfI+o2xhjuvPNOLF++HGvWrMHIkSO7fE1jYyOqqqpQXKzN+zFr1ixIkoSVK1fimmuuAQBUV1dj586d+NWvfgUAmDt3LlpaWrBhwwacdtppAID169ejpaXFCLTHM5vNMJs7jjiSJGnAAn4D+d5GGwDkxpUospm0NikqIIoSHFYzBF7rTXOYJWS7rMizm1HviSQUNHhDqGvT/jabJBRn2zvM5WAVAJMkhYPkCqxmCSaTCU6bBS0BBpUxmE0mY9SZ2RRbmFySJJgZB1GUwDgBvCBg+vAcXD2rFOdOKOiwLyVJAseLkBkHsyTFjFixWUywmCQIkghVBSxRqcIWkwSOi6qRLmnzooiSCPAiRDH2OskRNTqN40WIvLYdkqiX1VPw+88rkUih24bSHN6YMNRt71jSKtrumjYIgmjUei9yW7HjWCuavCEEVQ77GrRSWSVuC4bnxU6SnmUzQZIklOc5AQD1niA2V2pBwInFLrjt1k7jK6MKHFh76AR84U7PU0flJTx+0+G47g+5LuDrs4chX21CVtFweIIKWnwymr0ymn1BNHtltIXnJfIEQvAEQjgarkOfKqskIEsPstskZFlN2t9R/9aD7sbfNu1Y7+tYWW9+zvtr2/Dujmqs2FEdM+JVEjjMH5OHRVOKsWBSUYc5i/pb/Db3dPspiE76xLEmH/77z5uw83grLJJWB1Gf9Pi754yGpQ+HbRJCCEkf6TYkvK+y2V49tgFoasb802ZiYYIsRz0L4htnTsDD72rBY54DbrvyQjgSTL7VtL4SOLgHoj0LixbNAWMMFQ1ebKlqNjLNDzW0d3hdtk3CjDItw3xWeRamlLhgPslzbnQGhzfEsOVIc7iMg4Dpw7NgEnnUtvohCjxyO5n853cVX6Dap5Vlufjs01GWbcW2qmbk2c3wyiFYJQEhRcXoAid2V7eiwGnGpMBRfNV0DOeMy8PlZ47QylZkWVHR2I48uxnNviBmlmfDmSD7Krrdoihix7EWtAdCmFWeDZOY3tchmZwRRm1P3aF6Dxo8QZw6Ihv76jyoafJB4Dlk2U2YPMwdsyxjDH5ZgTUqsKWoDFsqmyDyHE4psuPDDz+MaXtAVvDxvnpg63bjNZecMQWfLv8KADBvxiTkFzlwSokr4eSn0Q7WedDql/HbCQxHTnhx9cxhXc4t4A8qONTQjryKr1Bf04b13nxccsEkjMyzIxBSoa77EABw0fnnYt2nq/t0v58vK7js+XU41NCOjcpw/OryyV2/KAWyLONf//pXr6xroN1+++14/fXX8a9//QtOp9PojHa73bBarfB4PHj44Ydx1VVXobi4GIcPH8YDDzyAvLw8XHHFFcayt956K+655x7k5uYiJycH9957L6ZMmWKUZps4cSIWLlyI2267DS+++CIAbT6TxYsX92sZtsEiJ24uFkt4ol6FMfDha6HWcDDQbhZhEXkUuS0xQfS9Na1QmTbhca7NjJF59g7l2ayidt2iZ5pbRB6m8KSaksBBDsWOOIu+DtPHqgi8NupMDafB8xyHCyYWYmJxx+svnufAAPhlFVZJjPnts5oEiAIHgeOggsXMxyIJPKLD99pkx9r7gmmThhrPxU2IrjKmzQHBwZhY9NMD8YWyotcdCaADWnm8zuypboM3am4IffLQurYA/CEV28KZ9XNH5xoTXxrrDpfTKg1PBt3UHsSGCq1tM4dndxl0HRkVlOc4YMbwrE6XH+wcZhGjC5yQylQsuGgCrJaOnXQhRUWrP4RmbxDNPhktUQH2Zq8cDrprz0X/3eKToTJt3g9fi2KM/kqVSeDDgXUpHISPBNy1ILzJ+Hd0YN5pFvstUXVfbRve3a4FzvfXpW/gvC9QEJ30KlVlqG3z44d/34adx7WeUX+4t9NpEXHNrFJcNXPYQDaREEJIP0nHIeF9lc3W7NOG9Oc5rZ2uZ9HUYjz63j7ICsP4IheyHYkn2NSzmY42+fDd17/ElsomY3LNaKPy7Zhdno3Z5TmYNSIbo/LsfXYBLUkSRDBwvAhB4jC22AW7VduXpbld77voG80R+VomldVsQnmBE3Vtfhw94UeBywyX3QJB8kLlBFxz6nBMHpaFaWVZCIZUCIyHxWwCxwfAOAGSKMFmNkPqpKNA/2wL3HY0tgdgt3aeKZZOMjkjjNreNYfNAgUCTCYTbGYTVD4IcBwcVnPC94+bexkSgLJcBwAOpnD2aXTbeUGEwxb7ezehxI1pZVk4VOfBuRMKkes0J63bHs1iNsEjM5w5Ogdnprh9IcaDF0QsmVuOh9/ZhXUVTVj83Bf4zjmjccPpw43lXOE29uV+lyQJT1w9Df/1u7VYvvU4Lp8+DPPG5Bl15jubFHmoeOGFFwAA55xzTszjr7zyCm6++WYIgoAdO3bg1VdfRXNzM4qLi3Huuefib3/7G5xOp7H8r3/9a4iiiGuuuQY+nw/nn38+li5dakwIDgB/+ctf8P3vf98o2XbZZZfhueee6/uNHIQ6ZIyHz4eKyoyOrtbwNYrdLMAsCRiWbTUmuwSAnce0+/YitwWCqAWczXGdzSZeC4zr3xWzJMBhFmGVBJhEHiFVibn+EHgOF08uwif763HT3BEAAJHnwXNceJLOgDGJIJ/g68dz2tg1lTFYBB52U1QmuiRAErTJmWVFiQuiR4L02rp5sHCHAsdpAWSdyyrBFzWxqMoYJJ7TtjNcimNvgrlkIm2Mvd6KD3zHCyoqdh2PlJAocmvXI43tAciKii1HtHIxZ4zOgzMuIO8OB9Fz7Sat00Jh2FalfYZzRuV2+r4AYiaxH1/oTOl3fzDjOA75TjMSjzHQiAKPHLvJmIskVarK0BYIxQbdfTJavJF/a0H3jn/LCkNQUVHfFkB9W6DrN4si8FxMSRkt0G6KyoSX4DAL2N/EoaSqGXkuG7KsElxWKaV5CjsLnJ85Nh+LphTjwomFgzJwHo2C6KTXHG7w4NEVe/D5gQZ4gwpEnsN3zh6FF9YcAscBP7l4AsYUOOHopFYXIYSQzJfOQ8L7yis3n4Z6TwDjCh2dLpdtM+Hscfn4cHcdZnaSBaRPUNrklfHhbq2jwCTymFbqxqzyHMwuz8bM8uxuX9ifLA4csu0SRuTZO53MMxH9Al3gORS5LKhp1YLmRS4LBJ5DTYsfLosIs8hD5DgoKoNFEjCzXOtEURkzsuA4ACGVQRB4iClOUF7osvRrDUZCulLgNBujN7TsSQZFRYfgVWfKcrTASKLa3ALPwSIKRsCFg/Y9ePWbpyEgKyhwpd6hJPBch4BRqq6YUYp5Y/Lw0399hY/31ePZVfvxt41a6MIUl8nZl2aVZ+PmM0bglc8P48HlO/Gv2+ehrjUAl0UCDZLVzt2dsVqteP/997tcj8ViwW9+8xv85je/SbpMTk4OXnvttW63kXRkN8cevDZTJIiuf2P1ILrTIkIUeJRmxXbg7w1P3l3kskDkuHCwO/Z99K+/KVwOxSzymBDOIDe38giEYudG4Dng2lPLcNm0EhSHg8V6JnpTexBOq4jaVn942Y6/LdpjDKqqZZrbo0bt2UwiTAJvZJVLUeVcRJ6PqffOQ8uE5zntNyx6BE2WVYI/asJjxvTMdaR0bRG/iB7o7swn+yPFtwvCpXgaPUEcafCi2SfDIvGYWuruEETXs9x5nkOuw4yaFj8UxmASeMwcHlv6MJGRUUF0/bpqqNM7cXr7HMSHg9luq4ThSL1UJGMM3qASDqoHw0H4SImZFm9suZno8jN+WYWiMpxoDyZMuokl4MU9G2IecVlEZNlMUeVnItnuIZVh5a5aHIgLnJ8VDpxfMKkwpWN/sKAgOjlpqsqwtaoJ3//rVhwL14nKtkm4/dwxuPmMEZhWmgWVAaeOzAHPocuhn4QQQjLbUBwSPjzXhuG5qV0o/2TRRDgtEr5z9uiky5xS4saZY/PAc9qwyJnl2Zg8zNWt4FpfcFlFTB7m7lFZNj2IXuy2QBR45DvNyLWbIQo8sm0mZFvNcFokiDwHQeARUmMDOmo4k0wStBvkkKLCJKYegDOFh54Tki60Mgjav7Xvh5Z6KQq9d61sFgVYJQGyEoLLqtVadVsloJs3vDzPJcwWTVV5rh1LbzkV/9lZg0fe+Qq1rVqGnUXq3+/kjy4ajw9316LqhA9PrtyH608b3vWLCEljVlPs+Vj/TkVnoreEg+gOswSJ5zCzPBvcZxUQwx1susJwp7YoJO8007O+o8+nZlGAwIdiltMzv+M74PROvXyHGZ5ACA2eQNIgOgMHlWmvie4ssJoErc65ENsm/d8sJhOdg6pGAt7eQKSdbquES6aW4KO99SjJskBlDEK4nnoq1xbxI//is7uH59hQecIb89jmw03GftCTEZq8QewMjww4pcQNSeBhFrUM/2C4c8IV9Ztd6NSC6AAwttCRUuZvabYVIs8hpDLMSiHoPhSk2zUhx3Gwm0XYzSKGZSUeqZqMX46q6Z6o/Ez476b2ACprG8EkK1p8Wq13QCv51OoPofJE8vcwCTzOHJs3JAPn0SiITk7aLUs3avUWAeTYTfjp4omYNyYfuXYTeJ7DhacUDXALCSGE9CcaEt650fkO/Pra6Z0uY5F4fPusURiRa0dZTs8nPO1tHMf1eF4TPYhemq3dGER3CFgkAaMK7LCbtSw5kecQUuKD6Fpw0STwEHgOQUWNuakkJJMZgXPGerW0iFniYZEEtPpDyLJJPU5mETgOPE4uuM9xHBZNKcaZY/Pw65X7sXRtBcYWOrt+YS+ymUQ8fuVU3PD79fjrhkpMHebGmILORxARks7s8eVcwn8r4dFbANDi14LornAm+vSyLDx1zTTUtQXw2H8ik5sXuswQeO0cnKw0nJ69Gz0HisBr2evReE6rWa4H03WSwEMUALfNhLIcG/bVtiUsJRFdzkXkOSMTnQNgDXcUaNcRodggusjF1EQXeA6qyrT34GAEDQEgyybhihklaPXJKM22QmWAvipTDzozXdbIZ+GyiBiVZzeC6IUuM2pbA0bWvylcKgQAmr0ytoeD6FNL3THraPAEw+uOXO+UZFnx5VFt+VkpZpWLAo+zxuVjS2UTzhyb1+1tI+nNIgmwSAIKuxhhJssyVqxYgUWLzoIkSZAV1Qi+t0TVezfKz/hk+GUFc0bl4oJJhUO+DBBAQXTSQ4rK8J8d1dhW1WwE0Efk2vD0tdMxnXo2CSFkSKMh4SdPEniIHI+gona9cIbQh10Py0rcKRB94W8RBTQHY4ejajfSPHheq58akFXjRpqQTCfyvDbpHc/HlCY4WWaRNzq+cuymlMsfxeN5pFQzNRVOi4SfXjoJ3zlnVHhi5c7PGb1t3pg8XHdqGZZtrMJvPtqPiycXdcjmJSRTxB+7eo10VdVGb6mMGeVcXDYJosBBVLTM7hw1tiTcxCIXTGLyADoAfPec0Zg6LAunj4zU4TaJPCxxWb1CVCA+en1mkTdGyDgtEk4pccdM7hnzemil3SSBN7bLLGm10AHtWgGILeciCXxMTXSR5xACZ0wYGj2Zu9sqgeM4TChyQWUMPlkx2hLdKVCeY8ORuIzyRKIzc0fm2WNK0MwbnYc3tx4zSm2YxEgQ/YQ3iMb2IHgOmFwSCaI7LVIkiB4VvIzOUj5tRE6X7dK9uGQWZEXtciJpMnRIAo88h7nbJRqHMvr2kG7ZW9OKW5duQnWrH0rUMOtLpxbjN9fPHMCWEUIIIYOHVtIEHbKxM5meaatnonfGLPEx1xlAuFYpzxsTk8mKCotEl7JkcNBrBQs8ejUTXRJ4o7xDrt3U40C42yp1yDQ9WQVOreMsUT33vvbAJROxpbIJl0wpTrsh/YR0R3wmuj4BpxIugeYNKNBPp1lWCRLPI8irYOCQY4sE0cfkO5BtN8Gc4PsQ/bMxLMuK00flxPxO5TvMRoZ69Gt4jgPHo0MmukmM/C4lG93GhTPYFZVBFHijnItNEoz2SKLWsR7dFpHnYmqi6xnoPMeBA2CJ6nQwgt5a+XUoKoMpHJiPLqtVnGUxguh5DhMYi80YN947qh0j8+wxI+5mDM/CuzuqjdrxUlQmut7e8UWumFro0f92x2Wia/sotUlFdVoJMfq9I+Rk0J0H6ZQ3GMKqHbX4cFctjjX7jGFDgNaLq9/g3n3huIFqIiGEEDLoiOGSJfIgykTXhyKPTqF0glUSoLCONdFFIZIRy3Ncr9aOJmQgieEAuijwvXpci0KkBFOuw9zjQLhZFAZ8Tobe5LJIWP7deTjU0N5p1i0h6c4WXxM9/D3VTqHMqIdulbTsb1HgtN8bjoMjKkg7tdSNUHhC73jRnW8CHw6MR/2U8DwHU1wHHRc+R3My4mqi87CaBKOdyWhzqQEsxMBxkc4CsyRE6paHOx+jfzNNAh8ztkUrTaOXh+Fi3tdpkYx2+hTVqOGuv04XPVLOYRbx/fPGYkwXE8lPHuZGdbhuOQBk200YX+TE9nA8xSTysJkEmITIqMNTR8SO6I8OokeXiplYopXBmlDkRJ6TMogJ6U8URCdJrT7O4cePrekw03aB04w/3nwqxhQ4EAwp8Mlql7WXCCGEENI9Ui8H0wba/Qsn4IzRubh4ctdzpYgC16HAg1bTNJKJLggcZVSRQUPgtXIDIsdD6sWMb5HnMb3UjaoTXswoy+q1kiyDQU/rwxOSTqKD6DynZWdHO9asZVA7LaJR71wITxRc3xZArt2ExvYgzp9YCJUxmISOwe3YTG8eAjijRFtnBB7gwcXMpiAJPLKtpi6/fwKvzcPAwv8uD0/enms3GZntksCHS2BFtS9uYlF9e7nwxM3RkxnrQWqzyKPdHwJDJAM9ep05dhP+55KJeH71Adxx7ljw4Y6IRG44fTh2HmvBDaeX44U1B4zH3VYJk4pdMUF0juOQbZeMiZbjS7M4zZHs8+hyLnNG5uKBRRMwk8roEtLvKIhOEvrPzhq8dUQAoKLIZcGiKcWYWOxESGU4b0KBETS3SAJc3Zs4mBBCCCEpGFPg6PXyCQOpLMeGG04vT2lZSdBvnSNUaHVP9bIXIte7taMJGUhaoIeHJHK9GtyVBA5nji3AeRMK4bLRrR8hg0103W1TeGJuXUhleG19JQBgWmkWzJJWp1zvjHaYRfzoovFwmEUMz7HheIsXQoLz6rAsCwAt0MtxCNcX7/p3SuR5o5SKrsBpRn4K2dP6hKT6BKXTy7LwwKKJcJgi5Vy0CU05COFMc5VpAfHogWyioE2JrGeZm2My0bV9ZxIjJeT0zoHo64tcuwkXTynGiFw7itwWHG5sT9ohedXMUlwxYxisJsGY5BXQguDzxuRh2cYq7T3DQfosmwm1rQEUOM3aZ9AcyV6PDvJHjxDgOA6Lp5bElHghhPQPupIiMRhjUFSGn72zGwBw/amlePTKqTTMkRBCCOlnQ3niJ62mKQfGmHENooYnF9OfF4XY+qOEZDIhXF4hvjRDr6xXAGSFDapOud4gChwKXOZBNeKHDD3RE4tKIh9T4//al9YB0OqkXzK1yChlopdFs0oCshQJw9xaljcHQIoKDv/ff03FS58ewsOLJ6J+1xfh13JGiZSuiDwPjoutiZ5qJ2F0sJ7ntZFnU4a5UdvqNwLYUjgjXGFa8LreE0C+0xwzsaje8Q5owfLoEjZ6HXezwENhDByiyrnEZKKbYQ6/1mEWtWz8JNuhB/MBGHXcAS0Tfd7oPOPvQ/XtMW04dUQOmr0yLCbeCJ47w9nnrgTB8pIsymQkZCAM3bsz0oEvqOCRd77C/loPmrwy7CLDg4smUACdEEIIIf1KFHgIAheeUCx8HcIxI5vNJPLGsHRCBgOO42CWuKST7PWUJPAQOA4+RUk4YeBQJgk8laQkGS96YtFkE0d+75wxsJtF4/dF5HmtRrpJAOeJLMcYFxMcPm1kLhwWESPybKgPP8Z3IxNdErQyKj0JJwicljXPc5F/WyUBjMGIT4iCllEfUhhunDsCgZACjoudWJTnOGMeFbMoIMsm4aqZw+ANKijLsRrrUcId9XpnY/T1RY5dgt0kwmkW4bSIEDvZfj4qih6dDOG2SjG/73od9EumFOFwYzvmjc6FyhgmlbiQ69Ay9fVgOmWcE5I+KIhOAAA7jrbg5//+ChsPNxmPzcxjNFs9IYQQQvqdnl0WUrXJRDWRMhdSeMi6iTLRySBilcRev/bWMtF5BEMyfV8IGYSiM9E5AGYxNrj71NXTMLbQieMtXqP0i8BzGJlnBwBUN/sjpUx4LiYDm+NglH7R8RwXDiJ33TZ9udiq6KnhOQ4CIpnoAJBlE7WyLEZNdG1S0Pi2qNFBdF4rX2MSeZRmW+G0iLhiZikaPAG4rVoWuChwUBiDmdey9LV1x2aiW00CThnmRnsgBFHgkmaiR3ca2E2xpWNkheH604bj9Q2VmFjsAgBcNm0Yit1WCDwwscSFgqiOPT2I7rJQ2I6QdEHfxiGMMYZP9tfj5U8q8NmBBgCxw49OzVM7eTUhhBBCSN8wCTxcFgkNngAEjjPqp/JRN84mkaeJAcmgUpZj6/XRFWK4TAzHU/kjQgaj6BJQHAeU59pjni/PtSMYUiEJfMyyuQ4zvEEtICwrKlp8MmwmIWbEij4BaXTFI71OeSqZ6EI4AN+TnzWe13639NIzAGA3S7BIkaC+WRQwKt8Bu0lAbWvAeJxFzaliEXmEwmVV8hxmMMYgcBwsomB0QOiZ6kK4XjwQWxM9x24y/q1n+3e2/fpztnCnhcMsQhR4yIqCa08tw6QSF84am28s77RqNenjR8bo1z4FThoxQ0i6oCD6EOQLKjhyoh1PvLcXq/bUAdBOhmeOycN3zhmNVbvrIIdCGI6KAW4pIYQQQoYiUeAxeZgbTd4g9tS0wi9rHfv6hF8mQYDNRJ39ZHBxmHv/1kwvEyNyyTMnCSGZKzpjWmWxnWV6h3OLT4ZVEjvMtSIJPESBx4n2IBwWEZNKXDElR6JLoegELpz9ncLvCc+Hg+E9LA8rRgW3Aa3DwCIKCCiR83/076b+NtHlXHIdZqM8irZMuHSWrJW00d6HD0/unPh3MjcmiM51Oam5vr8SlWPhOQ5XzSw1AvhOi4iJxS64LB1LtiyYVIQfLxyPBZMKO30/Qkj/oSD6EMAYQ4tPxuYjTXjuowPYWtVsPCfyHBZPLcZ3zhmNCUXakKLZ5TkIBoNYtZKC6IQQQggZGCaRR4HTjCONAgKyAjBm3LQ7LSIsJsqqJSQVJoE3JgMkhAxeISW2c3lYePJJn6ygLNvaIUAsCTwknoNPVjC6wI4smynmeZ7Tssm5qNOt2yql3CHXndIvieilZPQSK1ZJgMUkQE3Sh64H61l0FD0BiyggIDEjiK5l3HNGewGgzR8ylo8OgnOcNndFsk6ELJuEZq8MAJg6zI1rZpfitJG52vYkmMyY57mEAXRAK9XzvXPGdLothJD+RUH0Qe7d7cfxs7e/QoMnGPO43SxgZJ4dDy2ehNPDP+o6k8iDY707qREhhBBCSHdxHAe3VUKlzxeeYEy78cy2m7p4JSFEZ5EEI6OUEDJ4KWps8HhYlhWKyqCoKty25IFaiyQY9cGj6Z1v0ZnoosB3CLYno2d29zQTXc9k1zPReV6bXDR5PXKN2nkM3ci21wPhIh8ZraM/1hoVRI8PmGdZTbAkmb+iLMeGshzt36LA41f/Nc14jiYzJiTzURB9EFFUhiZvECGF4W8bK7H5SBM+2d9gPJ/vNOPc8QW487wxKM229vhkRgghhBDSXxwWCbLSDpPAGzfShJDUmQSh04nwCCGDQyg+iJ5tQ22bH4UuC3Lt5oSvsZkE2M2CUXokmtb5BvR03BfPdV36pDMizxuTi+omlbiSTlNqlHPpYr15TnNMyRc9eG6OzGSOLGvyUNnwXFsX70AIGawoiJ7hZEXFjmMt+Hx/A17fUInqFj84RE4cPAfcMm8k7lkwrkMNNEIIIYSQdGeVBIhRE4wRQrpHFDitE4qC6IQMampcGZOpw9wwizxG5TtgSpI5bZEEZNtMMbXQdTwHCFznk2h2xm2VTiqILgmckY0eeSzxdozIsxllXuymzkfVx5dP0euhR8XQ8V8zh+H9Dbuw5PyZPWs8IWRQoqhqBqtt9eOqF9biaJMv5nEGYEKRE6ePzMFVM0sxtSxrQNpHCCGEEHKyrJIAs8iDMfT4Rp6QoUzktckFReqFImRQ0zPRl958KjYfaUJpthUuqwhXgixzXaHLgjxH4ix1/iTLsZhEHiax5+XXRJ6DJKb23s6owPjdC8Zhd00brj+tLLX3CXcyRmeimyUB141WceGkgu41mhAyqFEQPY01eAJoD4QwPMeGvTVteO+rGvhlBfVtAXAAPj/YiOoWP+wmATOHZ+Ps8fn42oxhaPOHMCLXRuVaCCGEEJLxLBIPsyQgEFIok5aQHhAFPjy56EC3hBDSl/RE9NEFDgQVFf6QitEOS6dxAUngkSAJHQDgMIkYlm1NmsXe1wSeT5p53pkCpwX/un1et15jFvkB205CSOagIHqaqmnx48VPDmLT4SYcbfKiKTzDc7xsm4R/3T4/pi5Xsp5kQgghhJBMw3EcsqwS6j0qKD+AkO6zSlq9Y6mfo+iiwKHAZYZ4EuUcCCHdx/McQgqDSeQT1jrvznryHGbIcuJYRF/jOMAsdF6apbd0NmEpIYToKIieZmRFxSufV+DZVfvhCSjG4zwHzB2Vi4LwcCvGGEbk2bFoSjFy7D0fIkUIIYQQku4cFhHNPpkmFiWkB6wmAWMLnf3+vpLAo9Bl6ff3JWSok3gObpsEqyTAYc7ckE++0wxF7Wqa0N5RmmODSEF0QkgXMvcXtY88//zzeOKJJ1BdXY1TTjkFTz/9NM4888x+e//1h07gFyv2AACK3RZcMLEQi6cWY2KJq8MEGIQQQgghQ4HdJMJuoiwxQgghJN64Qgf21XowqzwbAFDgsiDLZoIQrmmeqRJNdtpXMrmzgRDSf+iXIsrf/vY33HXXXXj++ecxb948vPjii7j44ouxa9cuDB8+vF/aMG9MLi6fXoKZw7Nx9exSmAQeYg/qgBFCCCGEDBZZNgk2s5PmeyGEEELiLL3lNLy+vhJL5pYbj1F9b0II6X30yxrlqaeewq233opvfetbmDhxIp5++mmUlZXhhRde6Lc2cByHZ66bgZvOGAGbSaQAOiGEEEKGPI7jYBb7LyONEEIIyRQlWVbce9F4Kp9ECCF9jCK0YcFgEJs3b8aCBQtiHl+wYAHWrl07QK0ihBBCSFeef/55jBw5EhaLBbNmzcKnn3460E0ihBBCCCGEEDKIUDmXsIaGBiiKgsLCwpjHCwsLUVNTk/A1gUAAgUDA+Lu1tRUAIMvygM1g3Vv09mf6diQzmLePti1zDebto23r3rpI6tKhFBshhBBCum+g5yMjhBBCuoOC6HHia20yxpLW33zsscfwyCOPdHj8gw8+gM1m65P29beVK1cOdBP61GDePtq2zDWYt4+2rXNer7cXWjK0RJdiA4Cnn34a77//Pl544QU89thjA9w6QgghhCRCneCEEEIyDQXRw/Ly8iAIQoes87q6ug7Z6bqf/OQnuPvuu42/W1tbUVZWhgULFsDlcvVpe/uaLMtYuXIlLrzwQkiSNNDN6XWDefto2zLXYN4+2rbU6COaSGr0Umz3339/zOOdlWIbqFFkmTwaI1PbnqntBqjtA4XaPjAGQ9tJ91EnOCGEkExDQfQwk8mEWbNmYeXKlbjiiiuMx1euXInLL7884WvMZjPMZnOHxyVJGjRBosG0LYkM5u2jbctcg3n7aNu6XgdJXU9KsQ30KLJMHo2RqW3P1HYD1PaBQm0fGJncdtI93e0ET6cyqpnc6dNTtM2D31DbXoC2eahIts093QcURI9y9913Y8mSJZg9ezbmzp2Ll156CZWVlfjOd74z0E0jhBBCSBLdKcU2UKPIMnk0Rqa2PVPbDVDbBwq1fWBketv/9a9/DXQzMk53O8EHugM8kaHY6UPbPPgNte0FaJuHivht7mkZVQqiR7n22mvR2NiIn//856iursbkyZOxYsUKlJeXD3TTCCGEEBKnJ6XYBnoUWSaPxsjUtmdquwFq+0Chtg+MTG476ZlUO8HTqYxqJnf69BRt8+Df5qG2vQBt81Df5p6WUaUgepzvfe97+N73vtej1zLGAAyOmrayLMPr9aK1tXVQfrkG8/bRtmWuwbx9tG2p0c8f+vmEdK4npdji9de5O5O/A5na9kxtN0BtHyjU9oExGNoO0Lm7O7rbCR7fAa7va5/P1+/HjP6Z+3w+hEKhfn3vgULbPPi3eahtL0DbPNS32efzAej+uZuC6L2ora0NAFBWVjbALSGEEJLJ2tra4Ha7B7oZGeFkS7HRuZsQQkhvoHN36k62E5zO3YQQQnpDd8/dFETvRSUlJaiqqoLT6UxaizVT6EPkqqqq+n2IXH8YzNtH25a5BvP20balhjGGtrY2lJSU9FLrBr+TLcXWX+fuTP4OZGrbM7XdALV9oFDbB8ZgaPuuXbvo3N1NJ9MJPpD33Zl8vPYUbfPg3+ahtr0AbfNQ3+ae3ndTEL0X8TyP0tLSgW5Gr3K5XIP6yzWYt4+2LXMN5u2jbesaZbF138mUYuvvc3cmfwcyte2Z2m6A2j5QqO0DI5PbPmzYMPA8P9DNyCgn0wmeDvfdmXy89hRt8+A31LYXoG0eKhJtc0/uuymITgghhBBCCCGEkH51Mp3ghBBCSH+j7nJCCCGEEEIIIYQQQgghJAkKopOEzGYzfvazn8XMgj6YDObto23LXIN5+2jbyFCXycdJprY9U9sNUNsHCrV9YFDbSSYZip85bfPgN9S2F6BtHip6e5s5xhjrlTURQgghhBBCCCGEEEIIIYMMZaITQgghhBBCCCGEEEIIIUlQEJ0QQgghhBBCCCGEEEIISYKC6IQQQgghhBBCCCGEEEJIEhREJ4QQQgghhBBCCCGEEEKSoCD6EPb8889j5MiRsFgsmDVrFj799NOky65ZswYcx3X4/549e/qxxan55JNPcOmll6KkpAQcx+Gtt97q8jUff/wxZs2aBYvFglGjRuF3v/td3ze0B7q7bZn0uT322GM49dRT4XQ6UVBQgK997WvYu3dvl6/LlM+uJ9uXKZ/fCy+8gKlTp8LlcsHlcmHu3Ln4z3/+0+lrMuVz6+62ZcpnRnru4Ycf7vD5FhUVAQBkWcZ9992HKVOmwG63o6SkBDfeeCOOHz/e6TqXLl2a8Ljx+/391nYAuPnmmzs8P2fOnC7X+8Ybb2DSpEkwm82YNGkSli9f3qvtTqXtifYfx3F44oknkq6zv/Y7ABw7dgzf+MY3kJubC5vNhunTp2Pz5s3G84wxPPzwwygpKYHVasU555yDr776qsv19se+76zt6X7Md7Xf0/WY76rd6Xq8jxgxIuF73H777QDS+zjvrO3pfpyT3tfVOaenx3I666trhHTXV+fndNZX58Z01VfnpnTW1TYPts84FArhf/7nfzBy5EhYrVaMGjUKP//5z6GqqrFMb33OFEQfov72t7/hrrvuwoMPPoitW7fizDPPxMUXX4zKyspOX7d3715UV1cb/x87dmw/tTh17e3tmDZtGp577rmUlq+oqMCiRYtw5plnYuvWrXjggQfw/e9/H2+88UYft7T7urttukz43D7++GPcfvvtWLduHVauXIlQKIQFCxagvb096Wsy6bPryfbp0v3zKy0txeOPP45NmzZh06ZNOO+883D55ZcnPSll0ufW3W3TpftnRk7OKaecEvP57tixAwDg9XqxZcsWPPTQQ9iyZQvefPNN7Nu3D5dddlmX63S5XDHrrK6uhsVi6be26xYuXBjz/IoVKzpd3xdffIFrr70WS5YswZdffoklS5bgmmuuwfr16/u17fH77o9//CM4jsNVV13V6Tr7Y783NTVh3rx5kCQJ//nPf7Br1y48+eSTyMrKMpb51a9+haeeegrPPfccNm7ciKKiIlx44YVoa2tLut7+2PddtT2dj/lU9juQfsd8Ku1O1+N948aNMeteuXIlAODqq68GkL7HeVdtT+fjnPSdzs45PTmWM0FvXyOku746P6ezvjo3prO+ODelu662GRhcn/Evf/lL/O53v8Nzzz2H3bt341e/+hWeeOIJ/OY3vzGW6bXPmZEh6bTTTmPf+c53Yh6bMGECu//++xMuv3r1agaANTU19UPreg8Atnz58k6X+fGPf8wmTJgQ89h///d/szlz5vRhy05eKtuWqZ8bY4zV1dUxAOzjjz9OukymfnaMpbZ9mfz5ZWdns9///vcJn8vkz42xzrctkz8zkpqf/exnbNq0aSkvv2HDBgaAHTlyJOkyr7zyCnO73SffuC501fabbrqJXX755d1a5zXXXMMWLlwY89hFF13Errvuuh60MLnu7vfLL7+cnXfeeZ0u01/7/b777mPz589P+ryqqqyoqIg9/vjjxmN+v5+53W72u9/9Lunr+mPfd9X2RNLlmE+l7el4zPdkn6fT8R7tBz/4ARs9ejRTVTWtj/NEotueSLoc56RvdHbO6emxnO764hoh3fXV+Tmd9dW5MZP0xrkp08Sf0wbbZ3zJJZewb37zmzGPXXnllewb3/gGY6x3v8uUiT4EBYNBbN68GQsWLIh5fMGCBVi7dm2nr50xYwaKi4tx/vnnY/Xq1X3ZzH7zxRdfdNgXF110ETZt2gRZlgeoVb0rEz+3lpYWAEBOTk7SZTL5s0tl+3SZ9PkpioJly5ahvb0dc+fOTbhMpn5uqWybLpM+M9J9+/fvR0lJCUaOHInrrrsOhw4dSrpsS0sLOI7rkOETz+PxoLy8HKWlpVi8eDG2bt3ay63WdNX2NWvWoKCgAOPGjcNtt92Gurq6TteX7Pvc1fVEX7RdV1tbi3fffRe33nprl+vsj/3+9ttvY/bs2bj66qtRUFCAGTNm4OWXXzaer6ioQE1NTcx+NJvNOPvsszvdj/2x77tqeyLpcsyn2vZ0O+a7u8/T7XjXBYNBvPbaa/jmN78JjuPS+jjvqu2JpMtxTvpOsnNOT4/lTNDb1wjprq/Oz+msr86NmaK3zk2ZJNk5bTB9xvPnz8eqVauwb98+AMCXX36Jzz77DIsWLQLQu99lCqIPQQ0NDVAUBYWFhTGPFxYWoqamJuFriouL8dJLL+GNN97Am2++ifHjx+P888/HJ5980h9N7lM1NTUJ90UoFEJDQ8MAtap3ZOrnxhjD3Xffjfnz52Py5MlJl8vUzy7V7cukz2/Hjh1wOBwwm834zne+g+XLl2PSpEkJl820z60725ZJnxnpmdNPPx2vvvoq3n//fbz88suoqanBGWecgcbGxg7L+v1+3H///bj++uvhcrmSrnPChAlYunQp3n77bfz1r3+FxWLBvHnzsH///n5t+8UXX4y//OUv+Oijj/Dkk09i48aNOO+88xAIBJKuM9n3Odn1RF+1Pdqf/vQnOJ1OXHnllZ2us7/2+6FDh/DCCy9g7NixeP/99/Gd73wH3//+9/Hqq68CgLGvursf+2Pfd9X2eOl0zKfS9nQ85ru7z9PteNe99dZbaG5uxs033wwgvY/zePFtj5dOxznpG52dc3p6LKe7vrhGSHd9dX5OZ311bswUvXVuyiSJzmmD7TO+77778PWvfx0TJkyAJEmYMWMG7rrrLnz9618H0Muf88mmzZPMc+zYMQaArV27Nubx//3f/2Xjx49PeT2LFy9ml156aW83r1chhZInY8eOZb/4xS9iHvvss88YAFZdXd2HrTs5qWxbIpnwuX3ve99j5eXlrKqqqtPlMvWzS3X7EknXzy8QCLD9+/ezjRs3svvvv5/l5eWxr776KuGymfa5dWfbEknXz4z0Do/HwwoLC9mTTz4Z83gwGGSXX345mzFjBmtpaenWOhVFYdOmTWN33nlnbza1g2Rt1x0/fpxJksTeeOONpOuQJIm9/vrrMY+99tprzGw292pb43XW9vHjx7M77rij2+vsq/0uSRKbO3duzGN33nmnUcLq888/ZwDY8ePHY5b51re+xS666KJO19vX+76rtkdLt2O+O23XpcMx3912p9vxrluwYAFbvHix8Xc6H+fx4tseLd2Oc9I/os85PT2WM01vXCOku746P6ezvjo3ZoreOjdlks7OabpM/4z/+te/stLSUvbXv/6Vbd++nb366qssJyeHLV26lDHWu58zZaIPQXl5eRAEoUOPS11dXYeemc7MmTNnUGRSFBUVJdwXoigiNzd3gFrVd9L9c7vzzjvx9ttvY/Xq1SgtLe102Uz87LqzfYmk6+dnMpkwZswYzJ49G4899himTZuGZ555JuGymfa5dWfbEknXz4z0DrvdjilTpsR8xrIs45prrkFFRQVWrlzZaaZiIjzP49RTT+3z4yZR26MVFxejvLy803Yk+z5353qiJ5K1/dNPP8XevXvxrW99q9vr7Kv9Xlxc3GH0ysSJE43J3IuKigCg2/uxP/Z9V23XpeMxn2rb418z0Md8d9qdjsc7ABw5cgQffvhhTLvS+TiPlqjtunQ8zkn/iD7n9PRYzjS9cY2Q7vrq/JzO+urcmAl689yUKTo7p0XL9M/4Rz/6Ee6//35cd911mDJlCpYsWYIf/vCHeOyxxwD07udMQfQhyGQyYdasWcYMvbqVK1fijDPOSHk9W7duRXFxcW83r9/NnTu3w7744IMPMHv2bEiSNECt6jvp+rkxxnDHHXfgzTffxEcffYSRI0d2+ZpM+ux6sn2JpOvnF48xlnQ4WCZ9bol0tm2JZMpnRnomEAhg9+7dxmesB1n279+PDz/8sEcdQ4wxbNu2rc+Pm/i2x2tsbERVVVWn7Uj2fe7O9URPJGv7H/7wB8yaNQvTpk3r9jr7ar/PmzcPe/fujXls3759KC8vBwCMHDkSRUVFMfsxGAzi448/7nQ/9se+76rtQPoe86m0PV46HPPdaXc6Hu8A8Morr6CgoACXXHKJ8Vg6H+fRErUdSN/jnPSP6HNOT4/lTNMb1wjprq/Oz+msr86NmaA3z02ZItk5LV6mf8Zerxc8HxveFgQBqqoC6OXP+WTT5klmWrZsGZMkif3hD39gu3btYnfddRez2+3s8OHDjDHG7r//frZkyRJj+V//+tds+fLlbN++fWznzp3s/vvvZwDScrhHW1sb27p1K9u6dSsDwJ566im2detWduTIEcZYx207dOgQs9ls7Ic//CHbtWsX+8Mf/sAkSWL//Oc/B2oTkurutmXS5/bd736Xud1utmbNGlZdXW383+v1Gstk8mfXk+3LlM/vJz/5Cfvkk09YRUUF2759O3vggQcYz/Psgw8+YIxl9ufW3W3LlM+M9Nw999zD1qxZww4dOsTWrVvHFi9ezJxOJzt8+DCTZZlddtllrLS0lG3bti3mux4IBIx1LFmyhN1///3G3w8//DB777332MGDB9nWrVvZLbfcwkRRZOvXr++3tre1tbF77rmHrV27llVUVLDVq1ezuXPnsmHDhrHW1takbf/888+ZIAjs8ccfZ7t372aPP/44E0WRrVu3rt/armtpaWE2m4298MILCdcxUPt9w4YNTBRF9uijj7L9+/ezv/zlL8xms7HXXnvNWObxxx9nbrebvfnmm2zHjh3s61//OisuLh7wfd9V29P5mO+q7el6zKdyvDCWvse7oihs+PDh7L777uvwXLoe5121PZ2Pc9I3ujrnpHIsZ5reuEbINL11fs4kvXVuzDQne27KRMm2eTB+xjfddBMbNmwY+/e//80qKirYm2++yfLy8tiPf/xjY5ne+pwpiD6E/fa3v2Xl5eXMZDKxmTNnso8//th47qabbmJnn3228fcvf/lLNnr0aGaxWFh2djabP38+e/fddweg1V1bvXo1A9Dh/zfddBNjrOO2McbYmjVr2IwZM5jJZGIjRoxIekMy0Lq7bZn0uSXaLgDslVdeMZbJ5M+uJ9uXKZ/fN7/5TeO3JD8/n51//vlGkJmxzP7curttmfKZkZ679tprWXFxMZMkiZWUlLArr7zSqJFfUVGR9Lu+evVqYx1nn3228bvNGGN33XUXGz58uHGcLViwoMO8JX3ddq/XyxYsWMDy8/OZJEls+PDh7KabbmKVlZUx64hvO2OM/eMf/2Djx49nkiSxCRMm9EmnUWdt17344ovMarWy5ubmhOsYqP3OGGPvvPMOmzx5MjObzWzChAnspZdeinleVVX2s5/9jBUVFTGz2czOOusstmPHjk7bz1j/7PvO2p7ux3xnbU/nY76r44Wx9D3e33//fQaA7d27t8Nz6Xycd9b2dD/OSe/r6pyTyrGcaXrjGiET9cb5OdP0xrkx05zsuSkTJdvmwfgZt7a2sh/84Ads+PDhzGKxsFGjRrEHH3wwpqO7tz5njjHGupe7TgghhBBCCCGEEEIIIYQMDVQTnRBCCCGEEEIIIYQQQghJgoLohBBCCCGEEEIIIYQQQkgSFEQnhBBCCCGEEEIIIYQQQpKgIDohhBBCCCGEEEIIIYQQkgQF0QkhhBBCCCGEEEIIIYSQJCiITgghhBBCCCGEEEIIIYQkQUF0QgghhBBCCCGEEEIIISQJCqITQgghhBBCCCGEEEIIIUlQEJ0QQgghhJAh4JxzzsFdd93V5+/DcRzeeuutPn8fQgghhETcfPPN+NrXvtbpMv11LUDIYERBdEJIWjt8+DA4jsO2bdsGuimEEEIIifLwww9j+vTpA90MQgghZNChYDch6YeC6ISQASHL8kA3gRBCCCGEEEIIIYSQLlEQnRCSMlVV8ctf/hJjxoyB2WzG8OHD8eijjwIA7rvvPowbNw42mw2jRo3CQw89FBMo17PV/vjHP2LUqFEwm81gjOG9997D/PnzkZWVhdzcXCxevBgHDx40Xjdy5EgAwIwZM8BxHM4555x+3WZCCCEkE7W3t+PGG2+Ew+FAcXExnnzyyZjng8EgfvzjH2PYsGGw2+04/fTTsWbNGuP5pUuXIisrC2+99RbGjRsHi8WCCy+8EFVVVcbzjzzyCL788ktwHAeO47B06VLj9Q0NDbjiiitgs9kwduxYvP322/2x2YQQQkjGu/nmm/Hxxx/jmWeeMc6xBw8exK233oqRI0fCarVi/PjxeOaZZxK+/pFHHkFBQQFcLhf++7//G8FgMOl7dXU9QAiJoCA6ISRlP/nJT/DLX/4SDz30EHbt2oXXX38dhYWFAACn04mlS5di165deOaZZ/Dyyy/j17/+dczrDxw4gL///e944403jPIs7e3tuPvuu7Fx40asWrUKPM/jiiuugKqqAIANGzYAAD788ENUV1fjzTff7L8NJoQQQjLUj370I6xevRrLly/HBx98gDVr1mDz5s3G87fccgs+//xzLFu2DNu3b8fVV1+NhQsXYv/+/cYyXq8Xjz76KP70pz/h888/R2trK6677joAwLXXXot77rkHp5xyCqqrq1FdXY1rr73WeO0jjzyCa665Btu3b8eiRYtwww034MSJE/23AwghhJAM9cwzz2Du3Lm47bbbjHNsaWkpSktL8fe//x27du3CT3/6UzzwwAP4+9//HvPaVatWYffu3Vi9ejX++te/Yvny5XjkkUeSvlcq1wOEEA3HGGMD3QhCSPpra2tDfn4+nnvuOXzrW9/qcvknnngCf/vb37Bp0yYAWib6L37xCxw7dgz5+flJX1dfX4+CggLs2LEDkydPxuHDhzFy5Ehs3bqV6q4SQgghKfB4PMjNzcWrr75qBLZPnDiB0tJSfPvb38add96JsWPH4ujRoygpKTFed8EFF+C0007DL37xCyxduhS33HIL1q1bh9NPPx0AsGfPHkycOBHr16/HaaedhocffhhvvfVWh3lLOI7D//zP/+D//b//B0DrMHc6nVixYgUWLlzYPzuBEEIIyWDnnHMOpk+fjqeffjrpMrfffjtqa2vxz3/+E4CWwf7OO++gqqoKNpsNAPC73/0OP/rRj9DS0gKe52PWe/DgwS6vBwghEeJAN4AQkhl2796NQCCA888/P+Hz//znP/H000/jwIED8Hg8CIVCcLlcMcuUl5d3CKAfPHgQDz30ENatW4eGhgYjA72yshKTJ0/um40hhBBCBrGDBw8iGAxi7ty5xmM5OTkYP348AGDLli1gjGHcuHExrwsEAsjNzTX+FkURs2fPNv6eMGECsrKysHv3bpx22mmdtmHq1KnGv+12O5xOJ+rq6k5quwghhJCh7He/+x1+//vf48iRI/D5fAgGgx0SzaZNm2YE0AFg7ty58Hg8qKqqQnl5ecyyqV4PEEI0FEQnhKTEarUmfW7dunW47rrr8Mgjj+Ciiy6C2+3GsmXLOtRftdvtHV576aWXoqysDC+//DJKSkqgqiomT57cad02QgghhCTX1UBTVVUhCAI2b94MQRBinnM4HDF/cxzX4fWJHosnSVKH1+gd5YQQQgjpnr///e/44Q9/iCeffBJz586F0+nEE088gfXr16f0+kTn7u5cDxBCKIhOCEnR2LFjYbVasWrVqg7lXD7//HOUl5fjwQcfNB47cuRIl+tsbGzE7t278eKLL+LMM88EAHz22Wcxy5hMJgCAoignuwmEEELIkDBmzBhIkoR169Zh+PDhAICmpibs27cPZ599NmbMmAFFUVBXV2ecfxMJhULYtGmTkXW+d+9eNDc3Y8KECQC0czSdnwkhhJDeF3+O/fTTT3HGGWfge9/7nvHYwYMHO7zuyy+/hM/nM5Lg1q1bB4fDgdLS0g7Lpno9QAjRUBCdEJISi8WC++67Dz/+8Y9hMpkwb9481NfX46uvvsKYMWNQWVmJZcuW4dRTT8W7776L5cuXd7nO7Oxs5Obm4qWXXkJxcTEqKytx//33xyxTUFAAq9WK9957D6WlpbBYLHC73X21mYQQQkjGczgcuPXWW/GjH/0Iubm5KCwsxIMPPgie5wEA48aNww033IAbb7wRTz75JGbMmIGGhgZ89NFHmDJlChYtWgRAyya/88478eyzz0KSJNxxxx2YM2eOEVQfMWIEKioqsG3bNpSWlsLpdMJsNg/YdhNCCCGDxYgRI7B+/XocPnwYDocDY8aMwauvvor3338fI0eOxJ///Gds3LgRI0eOjHldMBjErbfeiv/5n//BkSNH8LOf/Qx33HGHcQ0QLdXrAUKIpuO3iBBCknjooYdwzz334Kc//SkmTpyIa6+9FnV1dbj88svxwx/+EHfccQemT5+OtWvX4qGHHupyfTzPY9myZdi8eTMmT56MH/7wh3jiiSdilhFFEc8++yxefPFFlJSU4PLLL++rzSOEEEIGjSeeeAJnnXUWLrvsMlxwwQWYP38+Zs2aZTz/yiuv4MYbb8Q999yD8ePH47LLLsP69etRVlZmLGOz2XDffffh+uuvx9y5c2G1WrFs2TLj+auuugoLFy7Eueeei/z8fPz1r3/t120khBBCBqt7770XgiBg0qRJyM/Px8KFC3HllVfi2muvxemnn47GxsaYrHTd+eefj7Fjx+Kss87CNddcg0svvRQPP/xw0vdJ5XqAEKLhWFdFEwkhhBBCCCFDytKlS3HXXXehubl5oJtCCCGEEELIgKNMdEIIIYQQQgghhBBCCCEkCQqiE0IIIYQQQgghhBBCCCFJUDkXQgghhBBCCCGEEEIIISQJykQnhBBCCCGEEEIIIYQQQpKgIDohhBBCCCGEEEIIIYQQkgQF0QkhhBBCCCGEEEIIIYSQJCiITgghhBBCCCGEEEIIIYQkQUF0QgghhBBCCCGEEEIIISQJCqITQgghhBBCCCGEEEIIIUlQEJ0QQgghhBBCCCGEEEIISYKC6IQQQgghhBBCCCGEEEJIEhREJ4QQQgghhBBCCCGEEEKSoCA6IYQQQgghhBBCCCGEEJIEBdEJIYQQQgghhBBCCCGEkCQoiE4IIYQQQgghhBBCCCGEJEFBdEIIIYQQQgghhBBCCCEkCXGgGzCYqKqK48ePw+l0guO4gW4OIYSQDMMYQ1tbG0pKSsDz1M/dH+jcTQgh5GTQubv/0bmbEELIyejpuZuC6L3o+PHjKCsrG+hmEEIIyXBVVVUoLS0d6GYMCXTuJoQQ0hvo3N1/6NxNCCGkN3T33E1B9F7kdDoBaB+Cy+Xq8XpkWcYHH3yABQsWQJKk3mreoEX7K3W0r7qH9lf30P7qnkT7q7W1FWVlZcb5hPQ9Onf3H9pHXaN91DXaR12jfdS13txHdO7uf7117gaGzveFtnPwGSrbSts5+KTDtvb03E1B9F6kDyVzuVwnfSNus9ngcrkG/ZenN9D+Sh3tq+6h/dU9tL+6p7P9RUOT+w+du/sP7aOu0T7qGu2jrtE+6lpf7CM6d/ef3jp3A0Pn+0LbOfgMlW2l7Rx80mlbu3vupqJthBBCCCGEEEIIIYQQQkgSFEQnhBBCCCGEEEIIIYQQQpKgIDohhBBCCCGEEEIIIYQQkgQF0QkhhBBCCCGEEEIIIYSQJCiITgghhBBCCCGEEEIIIYQkQUF0QgghhBBCCCGEEEIIISQJCqITQgghcVSVocETAGNsoJtCCCGEDAmNngAUlc67hAw1h+o9uOy5z/Dsqv30G0AISWsURCeEEELieGUFhxva0eyVu1x285ET+Ne2Y6hs9PZDywghhJDBJ6SoqDzhxdGm1M+l7YEQ1h5soKAbIRnuswMN2H60BU+t3Idv/H496tr8A90kQghJiILohBBCBg1ZUVHb6oesqCe9Lo8/hOoWX5fL/WPTUfxg2Tb8fVPVSb8nIYQQMlT5gypafF13Xut++d4eXP/yevxr27E+bBUhg9vmIyfw9ZfWYU9Na8zjzd4g6tsC/dKG6I6wLw41YtEzn+Kz/Q398t6EENIdFEQnhBAyaIQUhrrWAELKyWelqWCobfV3eUO/p6YNADC+yHnS70kIIYSku/ZACDuOtiAY0jqsFZWhusWH2hYfth9t7vF6FTD4ZSXlUmpfVmnvtfFwU4/fk5ChTFUZrnrhC3xxqBE3/XGD8bgvqODCX3+C03/xIb65dCNW7qpFqBcSVJK2I/yVn1WejQlFTjR4gljyx/V4auU+GmlCCEkrFEQnhBAyaBxr8uJYkw8VDe29Ul7FG1RQ25J8SKmqMuyv1YLoEyiITgghZAjwBEJQGEMgpAAAGtsDqGsNYHNlM5ragzjc0I5GTwBHGtu7vW5fUIFPVrpcjjGGg/Xa+ndXt3axNCEkkVZ/JFGktjWSdX60yYv6tgBUBny0pw63vboJ83+5Gk+t3IfjzV2P0uwuveNseI4Nb90+D18/rQyMAc+u2q+Vd2ml8i6EkPQgDnQDCCGEkN5wtMmLC379Scxja+8/DyVZ1h6v02WRUN3qw7BsK+zmjqfMY80+tAcVSAKHEXn2Hr8PIYQQkik4aJ3I0fmhJ9oD+N5ftnRY9qN7zsaofEeX6wyGVKzeU4fxRQ60BxTYTJ3fpta1BeAJhAAAe2vaoKgMAs91ZzMIGfKiB31Ef33qPVpAvdhtwaXTSvDPzUdR0+rHs6v247mP9uOc8QW4/rThOGd8PkTh5PMy1XBDOA6wSAIeu3IqTh+ZiweW79DKuzz7KZ6+dgbmj8076fcihJCTQZnohBBCMoaqMviCkQy1+raAMZz87xs71iTfdOTkhnjbzSL8QRX+JFlxeimX0fkOSL1wE0EIIYSkPU4LekUH4CoaEmedf7CrNqVV/nndEfzhswo89cF+ePxd10U/WOcx/u2TFRzuQdY7IUNd9PeW4yJR9AZPEABQlmPDA4sm4oufnIdnvz4Dc0blGNnp33p1E8781Wr8uhey0/VKMXxUG742YxjeuXM+lXchhKQVuuMnhBCS1hSVGdlmx1t8OBB141zd4kPlCS+avUHsDge0o/XGEG+uk8S2fVTKhRBCyBDDgYPCmFGCgQOHZOWSUw146ZNz17T6sfFIU5d10Q/We2L+ppIuhHTf7z+rMP7NAZDDX+SG8ISi+Q4zAMAsCrhsWgmWfXsuPrrnbHz7rFHIsZtQ3eLHM6v2Y/4vP8KtSzfiwx7WTtcz0eMHk4zOd4TLuww3yrvc8Pt1VN6FEDJgKIhOCCEkbakqw67jrTgUvln2y4px484Yg6oyyCEFe2raUHWiYw30nt5Ue4MhI3Dfmcikoq4evQ8hhBCSKU60B7HreCt4DlBVrRSEojKs3FWDR1fsTviao01dZ6gGQyqON0eCYjuPtcAvdx6I0+uh6yiITkj3rdhRbfyb44CQogWzG8LlXPIcpg6vGZXvSJidvuokstOZEUTvmLmilXeZgmeumw67ScC6Qyew6NlP8en++m5tKyGE9AYKohNCCElbLT4ZajhYrmPhIeSMASqDNrmZrKAmQVZKT26qGWO49sV1eODNnUapmGT21mjrH1/Udb1XQgghJJPVtvoRCCnwBhWtnAu0EVkPLN+Z9DVHm7qe5HtbVXPMZKJtPhntwc47svVM9KmlbgDA7uqOo9EIIcnJcRnjHKLLuWhB9NxwJnoi0dnpq+45G7edORLZNqlDdvqq3bVdjkjRn+Y6Gf55+fRheDuqvMuNf9yApz7YS+VdCCH9ioLohBBC0pqiMqgskqWihCczY0A4wK79V04Q8K5tDaAxfCOQquMtflQ0tMMTCKG1k7qswZCKQ+FMOMpEJ4QQMlj5gorRmR1UVDR4Atr5l7EOgbh4qWSirz3YEPO3V1ZiOs8T0WuiL55aDADYdZwy0Qnpjg7f3aj4tV4TPa+TIHq00fkOPHjJJKx74Hw8c930mOz0W/+0CfN/+RGe/jB5drpezqWr6YU6lHf56ACuf3kdaqm8CyGkn1AQnRBCSFo53NCOHUdbjL8VphoTmOklUvWbdwYGRWVQmBZUT6S72Wl6djnQeS3XQw0ehFQGp1lEidvSrfcghBBCMoGqMuyrbUNNqx8cp5VVaw+EoKoMTe1BmLqIeh1r8nUZEF97oBEAkG2TAADeYOLJvHXtgRCOt2hBs0VTtCB6TasfTe3BlLaJENLxGpdDJGGlsZNyLp0xiwIunz4sYXb60x8mz07X/5monEu8+PIu6ytOYNEzVN6FENI/KIhOCCEkrbT5Q1DCF/EMgKJnmqtaxowSFVAPKQx/XncEGypOJL1J725Jlz1RE5R2FkTfG15uXJGz0+GnhBBCSKYKKiqCimLUSg7KDN6gAp+swhMIwSwmv50UeA5BRUVtW/IsUW8whK1VTQCAc8YXGI91pqJBGwWW5zChNNuG4Tk2AFQXnZBU1bX6Me/xj2IeC4RU3PqnTWCMRTLRnalloieiZ6d/8ZPOs9NrW/2d1kRP5vLpw/BOuLxLY7tW3uXJD/b2aGJTQghJFQXRCSGEpJ3ogLhezkUPWjMGsPD/thxpxptbj+GlTw4h2SVzd2+q93YziD6+yNmt9RNCCCGZIhBSEZBViAIHxhgCIcUYCRZdQzne7PJsFIdHaVWdSF7SZePhJsgKw7AsK2YOzwLQdSa6Xg99VL42H8mkYq2k2i4KohOSkj98XoFWf8fOqi8ONcIvq6gPZ6Lnp1jOpTMWqfPs9Iue/sT4znc3J2VUuLzL9adr5V1+89EB3LR0M1poUAohpI9QEJ0QQkja0Wsjqkwr16KqDCGFYX+dB//+8jgCsgrGIhMfRb8mXndvqvdElX8JpRBEn0BBdEIIIYNUSFERVFRwXHgEmDFPiVZuLRme41CaZQUAVJ1IPrmoXg/9jNG5cFm1ci6+roLo4Xroo8NB9IkURCek17QFZATD8wylWhM9VfHZ6QLPodkro75Nu57vTia6ziIJ+MUVkfIuGw434VdfCvj0QEPXLyaEkG6iIDohhJC0Ex1EV1WGkMoQkFV87y9b8Nr6Svx29QEwBhxtjtyY6zF0kY+9AD9Q50Eg1PkNuS4YUo0Mt+h2JKKXfRlfSEF0Qgghg5MS7sTW+5TtZjFceiHyWCIcBwzL1sqsVDV1EkQP10M/Y0wu3NbUaqIfDE/qPTrfDgCYWKydh7s7BwohQxXr5MurB7TtJgFWk9An769np9vC6/fJ2neeP4nqiNHlXTwhDre+ugX/9z6VdyGE9C4KohNCCEkrT3+4D/e9sQMnPAHUtPi1rDeVoT2qRurmI034YFcNVu6qMx7TA95Oi2g8JvIcQirDgbpIYLwz+mShumTlXNr8Mo41a8PTqZwLIYSQwUphDCFVRUBWICsMEs8Z85J0NmEoz3EozdYy0Y82JS7n0uKVsfO4NpH4GaPzjCC6HlBLRu/sHl0Qm4l+oK7NyKAlhCQnpxBEP5l66KmySOEgelAPop/cHEOj8h34x7dPwxmF2ojV51YfwPW/X4/a1uTzMhBCSHdQEJ0QQkhaWbWnDhUN7fhobz2CIRWyqkIBgz8qm3zTkSb8YNm2mNfpSeMCHzm1jSvsXnZadD10IHkQfV+tdgNf6DIjy2ZKad2EEEJIJjlQ50FDWxCywtDqDyGoKOA4LlwTHZ1movMcMKyLci5fHGoEY1pGeaHLEgmiBxVjosF4ispwKDyx6JhwOZfSbCucFhGyknqnOSFDWScDLVGnB9F7uZRLIvrExHrHGXeSQXRAC8xfO0rFr6+eopV3qTiBRc98ik/21Z/0ugkhhILohBBC0pLHH4I3qCAQUsFUQA51csUfRRIiF+CTh2nZaalOLronSRB9W1Uzfrv6gJF1F5lU1JXSegkhhJBM4wmEoKgqVBVo8QahMq1MiwpAURjAkpc9s5oElOdq5VySZaJ/Ea6HPm9MHgAYQfSQyhAIqVi+9Sje/vJ4zGuONfkQDKkwizxKwkF6juOMbPTuTiZOCIllZKI7+j5JRM9E9wZPvpxLvMVTi/HOnfMxsdiFxvYgbnplA5V3IYScNAqiE0IISRvRmd8qY/AEZDBV+7dFSu2UFV0T/ZQSN4DUb6rjM9H10i5PrdyHJ97fi8/DN/z7avV66I6U1ksIIYRkmpCioi0Qglnk0RYIgTGt3MK6g4245x9fYmtVE5J1b5slASPztJrl1S0+yAkCV58fDNdDH60F0e0mEXoiaqMniHv/sR0/WLYVdW2RUgx6KZeReXYIUef7SRREJyRlnSV814VLn/RnJrpf7p1yLvFG5Tuw/Htn4IbTh1N5F0JIr6AgOiGEkLQRXcuUg3YxPTzHBpUxcEjtwtosRSZBis5ETzY0PFr8MHA987zVJwMADoaf31Oj3aRTJjohhJDBSmUM9a1+PPbebnxxsBFM1TJFl22sQkhlePKDfQgmqV/e4pWR7zTDLPJQGXC8OTYbvdUvG+fcOaNyAACiwBkTDdZ7AlBUBsaAL8LBdqBjPXSdMbloDQXRCelKKuVccvshiB7JRNfmPerNTPTo93j0iil49uszYsq7fEzlXQghPUBBdEIIIWkjEIq9Gec5Ths6zlinWTPRrFFB9AlFLgg8hyavjJoUsk7a/FqwXL+J1zPR9eD+kRNeMMaMjPUJNKkoIYSQQYgxBkUF/rbpKKpO+PCX9ZVQwGJqFiuMobE9mPD1PM+Bi5pctOpEbBA9IGvnVY6DMbcIz3GwmbTJwZu8kfV+ur/B+LcRRM+PDaJPKtZGnu06nlqnOSFDWZs/lPQ5vZxLfr+UcwnXRA/2Xk30ZC6bVoJ/f//MSHmXP27AE+/vofIuhJBuoSA6IYSQtBGIykT3hxRIAg8OgNqN61sxqia6VRIwOl8bTp7KEG99YiOnRavLqtd6DYQvsI80elHvCaDJK4PngDEFVM6FEEJI/wuEFBys9xgjpnoDY8xYX31bAApjRpkF/fn4TNETSYLo+qm4LEevix47uage6I5eHc9zsIc7sZu9svH45wcajOUP1mmTiurndt3YQofRaV7bGuhqUwkhSfTvxKLa993XR+Vc4o3Ms2P5987AN+YMBwD8dvVBXP/yetS0UHkXQkhqKIhOCCFkwKkqg6IyIzMNANqDCswiD47joHQjq0wSIqc2no+ebKwt2UuMNvjD7++0aJlwSnwmemO7kYU+ItduDEMlhBBC+lODJ4j2QCim8/lkVbf4sfN4C2RFxdEmH3wBJSYzNFFptWRBdP2sbWSixwXR9dh/fNDMbhY7rLe6xY+D9VrwPFkmukUSMCov9U5zQkhi+hwEec7+KOeiXbPLivaD0BflXDq+p4D//doU/ObrM+Awi9hw+AQWPUvlXQghqaEgOiGEkAF3oN6DncdajJqIABCQFdS1+bHjWAv21rThhY8PprQuSYi9AteD6Lu6uKn2RWXb6UF0vZyLHtyvOuEzbs7HUykXQgghA6gXk9ABAJ5ACMGQij3VbQjIKvyhUEzIXFVZh9rmSYPo4baVZWuZ6PHlXBj0oFniIHqzN3a9n+2vR1N70CgfMyouEx1I/XxPCElOTyjpz0x0Hd8fUfSwS6eV4J0752NSsQsnqLwLISRF4kA3gBBCyNAWUlS0+WUwFhvIPtLoxcufVnR7fSIf2z8cyUTv/Kbaa9RjBOzhmqx6hryeCR9UVKzZq2WqUBCdEELIQOqt2t9VJ7xQGYNJ4NHslZHv5NEelPHnLyqxtarZWG5DRROWrj0c89qjcUF1nV4OTS/nkiwTPb56g9Os10SXYx7/7EAjppRqdc+HZVmN2unRJpW48PaXxymITkgngiEFqYSq8/qxJrqur8u5xBuZZ8eb3zsD//vuLry2rhK/XX0QGyua8OzXZ6DIbenXthBCMgNlohNCCBlQzT4ZTe0yQiqLCaJ/sKu2R+uLLucCAJPCQfSKhvaYTPd4+qRGVkkw6qqHVAY5LiNlfcUJAMD4QgqiE0IIGRgctGzvA3Wek15XkzeIJq8MSeThk0MIqSo2Hm7ChsMnYpZ74eODMedpANh0uKnTdSfLRNdrryfLRG+Ky0Rfd6gRe8Ll1BJloQOpd5oTMpS1BxVjJEgyZpGHw9z3+ZYdMtH7N4YOIFLe5bnrY8u7rNlb1/+NIYSkPQqiE0II6Td61pxfVlDd4kObX4bHH4I3GEJIZfAGkge5UxUXQ0e+04w8hxmMwahnnohX1t7bKgkQwlfxgZDSIZiv10mnTHRCCCEDSWXMyPg+qfWoDIwxtHhlqAzYVtWMT/c3pPTaqqbEmehGOZccrSZ6gydgdFZHP98hE92iBdX0TPRhWVZk2SR4AiEs33IMQMd66LqJxdp5+XBDe8x7EUIi168qA/6zs6bTZfMc5pj5EPqKeYAz0aMtnlqCf985H6eUaOVdbn5lI371HpV3IYTEoiA6IYSQflHXqtU3B7SJwY41+XCovh0tPhmiwMMfVDoM3+4JIUEai35j3dnkono5F6tJMErCvLHlGP69vbrDshaJR3lu4kw4QgghpK/psaZUg+itfrlDMIgxhmPNPmPU1dtfHsfzaw7i//1790mXRNHb5bZKRomWY82Rki7JaqI7LRKASE10s8hj3ug8AMCmI1rW++iCxEH0AqcFeQ4TVAbsre18MnFChpL6toCRSFLb4jeueZPpj0lFAcASl4k+gDF0AMCIPDve+O4ZWDKnHADw/JqD+PrL61DdkrizkBAy9FAQnRBCSJ/Qs9oqG7043KAFy+Vw/fNgSIVPVhBSVciKCqskQGEqWn0nH0RPlDkzKYUh3nrWms0kQAwH4luStGdsgTNhsJ4QQgjpL6lmojPGcKi+HUebfFBVBr+sQFZUHG3yoaEtYEwo+ruPD3Y6Yqs7IpnmHIZla9no0SVdktVEd4WD6HqnuihwmD82L2aZ0UnKuQBRk4sep5IuhOg8gZDRcaWk8JuR3w/10IH0ykTXWSQB/+9rk43yLhsPN+GSZz+j8i6EEAAURCeEENLL9OGizV4ZFQ0eNLYH0OAJwC+rkBWGww1eyIoKRWEIqQy7a1rxv+/uwiufH+6V2q5CggvwVOqkRjLRRaMmejLjqB46IYSQAcYQCVYDyScalZVI4Ly2zY/d1a3YdbwVTd4gmn1B+GUFgV4uWRBdcznR5KJ68L9jJrqWta5fS0gCj/ljYoPoY5KUcwFS6zQnZCjSO670+Qg6k2sfmEz0dMpPSVTe5ZdU3oWQIY+C6IQQQnqFflF+vFnLNJMVFd6ggmBIRVtAxmcH6vHCmoMIhBQEQipCjEFRGF5fX4mD9e1Yd+gEPj+YWg3WziQu5xK5qU5286BPOmqTBJhE7fQoRq0r+j5/AtVDJ4QQMoA4cFDVSDC6xSdj57FWHG3yGue52tYA/LICXzCEFdurcaDeg4a2IJq8QfhkBR5/CC1eGQ1tAdz3z+292r7oU21kctGoci7hdsf3e7utUszfosCjLMeG8lxtHU6ziPxOSk3Q5KKEJKZ/51IZvZLnHKBM9HSKoiNS3uXGuVp5lxeovAshQ17fT7lMCCFkUFJUBkVlRsA5ENIyudv8IYQUFesONeJPa49g29FmFLrMON7sBwAUuy1gDNhw+ATuXTAORxojN9W1rYGTbleioaCj8u0wCTzagwqqmrwJ65lHl3O5elYZjjR6MaXEjT98XgEAKHFbUd3ig8poUlFCCCEDT2UMPLRznjcYgsIYalr8sEkWAMDu4y3I9cj49EA9Xl13BK+uO4IXvjETvmAIX1a2wG2TUNPiw0ufVqT8nueNL8BHqZQ1iA6i53Qs56LH8ZLVRNdJ4aDavDF5ONJYiVEFjk4nPNSD6Htq2qCqLO2CcoT0N0Vl8PhDxneu1d916cQ8x0DVRE+/76tFEvDzyyfj9JG5uO+N7dh4uAmLnvkUT107HeeOLxjo5hFC+hkF0QkhhPTIwXoP/LKCqaVZ4b/bAQBeOYQdx1rw0399heZwTXE9gA4AXx1vNSYYvf31rb3eLiHBGCtJ4DGuyIGdx1qxu7o1YRA9emLRSSUufOfsUaiMCvA7LSJG5edhd3UrppVl9Xq7CSGEkFTtq23D0rUVuGZ2GQAtM11RVbQHI8EyT0CBU1GxOTwhJwB8sLMWy7cd6/H7ZtmkrhdCXDmX7ETlXLT/xse49XIuOil8Uv+vWaX4x6YqLJhU2On7jsq3wyTy8ARCSTvNCRlKKhra8d7Oavxzy1F8axTwzkeHunxNfwXRO9ZE75e37ZFLphbjlBIXbn99C7463opbXtmI754zGvdcOA5iopsPQsigRN92Qggh3aKqDDuOtiAgq1BUBllRtZItfhn/ruSx+UgTalsDRgA9nh5A7yvJJvycWBSebKw68aRpPjmSiZ5oXRZJwJ9uOQ2f339eh+HmhBBCSH+68Y8b8NGeerz4iRYQ4zgtM11WtP/rArISk+19MgF0AJBEHjefMQITizsfkRVdzqXUyETvWBM9PvPU1aGci/b8zOHZ2P3zhbj93DGdt0/gMa5Qq5lOJV0I0UZa/nbNQdS2BvDoNhHbj3X9vRioTPR0mFi0M4nKu1z30jqjlCUhZPCjIDohhJCUqSrDsWYfQqo2qY6iMuypbsPu6lb8a3sNVh7j8X8rD+I7r23u1noLOqlv2l3JLsC7qpNq1EQ3RbLgotdlFnnwPAdz3AU/IYQQMlAON7SDMQYOgKICckhFbYsfyw/zeOTdPbj3H9uxZm/9Sb3HmWMjE3uKPIerZpbiu2eNNh6zSh3Pi9GTnOqZ6K3+EFrCHexGED3udXaTEFMnXYrK8Ew127OrTnNCSOfyB6omenrH0AFEyrs8f8NMOM0iNh1pwiXPforVe1Ioc0UIyXgURCeEEJKyBk8AjZ4AFJVBZdr/FabVRq9s7HkWRqHLHDOJp258oRPlObZuravnQfRIOZdE6zInCBIQQgghA0lRmVa+hQN+u/oAHvrXTngCIXxczaHZJ6Pe07O5RiQhcv4blRcpiSKEz4uWqHNlfAkWIKYkOuxmETl2LSh3NFzSJVlNdIHnYYs630a3I1U0uSghJ6ffMtGl9K+JnsyiKcX49/fnY/IwF5q8Mm5ZuhGP/2cPZEUd6KYRQvoQBdEJIYSkrKbVj4CiQlb0IDoQUlQoTIVF6vmFb67DnPAm3GkRUeS2dPrakXm2mNcmK+cyKXxTfbTJZ2TCRfPr5VykxOVczCKdMgkhhKSXVn8IsqKCA4dP9zegwRPEW19Wg3XI8e4em0nEg4sm4soZwzB3dK7xuH5etERlkMZnkwLayLVoZdmxk4uyJDXReQ6wmSPn9J7UGp5UEs5EP05BdEIqGjzdfk1/lS3MtHIu8cpztfIuN4XLu/zu44P4OpV3IWRQo4gAIYSQlCgqQzCkQg6pUFStHjqAcCY6UO8Jxixf7Lbg6lmleODiCbj5jBGdrttuEjvUQQWAySUuXDFzGOaNzsUlU4oSvtYqCRhfGKnNmuwC3G2TUBIOyO9JkJ2WOBM98nx8tgwhhBAyEDyBUMzfa/bVGx3BALBqd+KyAk6ziEumFCPHboJZ5HHVzFI8sGh8wmUnl7gwrsiBM8fmQ+SjS6poJ0aeizwWHwgDYjPRAaA0PKpMz0RPVhOd47iYuUmkHtR30Mu5HGtO3GlOyFDy9pfHu/2a/soIz8RyLvHMooBHqLwLIUPGgAbRP/nkE1x66aUoKSkBx3F46623Yp6/+eabwXFczP/nzJkTs0wgEMCdd96JvLw82O12XHbZZTh69GjMMk1NTViyZAncbjfcbjeWLFmC5ubmmGUqKytx6aWXwm63Iy8vD9///vcRDMYGhAghZCjTJxANKCpC4XIuTAVUBWjxythTE8l0efTyyfjZpafgutPKML7IGZOxlki2XYoZOvrIZadgyZxyzB2dC5dFxI1zR2B8oct4/s7zxmDJ3HIIHIerZ5fG1E8tC09gloienZZoiLceRI+uiU6Z6B3RuZsQQgbWgbrYzNJGTwB1bX7j7xPexIHjR6+YjBvPKMcz103H09dNx5nj8jCu0IWrZg6LWW5WeRZuOmMEHGZRO79GnWP9slaqILrmeaJOZhYXRdfrouuTi0aC6LHL8VzsBN89yUR32yQMy9KuBRJ1mhMylHyYpFMtHcR3wCUbTZoJEpV3eew/u6m8CyGDzIBGBNrb2zFt2jQ899xzSZdZuHAhqqurjf+vWLEi5vm77roLy5cvx7Jly/DZZ5/B4/Fg8eLFUJRINsb111+Pbdu24b333sN7772Hbdu2YcmSJcbziqLgkksuQXt7Oz777DMsW7YMb7zxBu65557e32hCCMkwispwvNlnBNFDIQYwQFYYGBgUMOyvjUzedfbYXIwtcsBmEmASBIwpdGLemFzYzckzuZ1mCfmOyCRGYwocmFWeDZPIg+M4MAaIYuTC+tzxBbjtzJH4482zUZ5rj1nXDaeX46a55fjjzbM7vE+kTmrHycZ8RhCdyrl0hs7dhBAysEIdgjIcTrR33oF4x3ljkG03wSaJ2ugviwS3RYRFEnDhpCLcc+E4Y9lb54+CyyrBJAgQeECICaIrCISUmEzzRB3lalwUvTRczuVYuMyBmqQmOsdxsEd1Zks9CKIDwMRibYQa1UWPoE5wkopEEwX3lfhM9EyqiZ6IXt5FH4H74seHcB2VdyFkUOlYgLYfXXzxxbj44os7XcZsNqOoKPEQ/paWFvzhD3/An//8Z1xwwQUAgNdeew1lZWX48MMPcdFFF2H37t147733sG7dOpx++ukAgJdffhlz587F3r17MX78eHzwwQfYtWsXqqqqUFJSAgB48skncfPNN+PRRx+Fy+VK+P6EEDIUnGgPoq7Vj5BiRkhlCCoKJJHDG5uP4lCDBz+4YGzMRW9plhUmUYDAc7CaBAzLssJhFvHCDbPwl/VH8P5XtR3e48pZw/D7TyqMv22SAHDaxTQHgIFhVJ4NksAh32k2MtdMogCfHDus3STyeOTyyQm3ZWy47Mv+uo5BdG9QW0/SiUUTDFcfiujcTQghA4cxBlmJL5bCjHNYtOHZVpw1Ph/zx+Qhy2aCSeBhEnlYTdo5GmYRKmMwixymlrnxjdOHY8bwbAgcZ0z2LfA8uKhUdIdFxNEmH7JtJthMArxBBbPKs7HxcFOn7dYzw4816xnz2jYkrIluOrmJRQFtHpQPd9dhFwXRDXon+C233IKrrroq4TILFy7EK6+8YvxtMplinr/rrrvwzjvvYNmyZcjNzcU999yDxYsXY/PmzRAE7XO7/vrrcfToUbz33nsAgG9/+9tYsmQJ3nnnHQCRTvD8/Hx89tlnaGxsxE033QTGGH7zm9/0xaaTbujPZPCONdH77737ilkU8PBlp+D0kTn48T+3Y/ORJix69lM8dc00nDehcKCbRwg5SQMaRE/FmjVrUFBQgKysLJx99tl49NFHUVBQAADYvHkzZFnGggULjOVLSkowefJkrF27FhdddBG++OILuN1u4yYcAObMmQO32421a9di/Pjx+OKLLzB58mTjJhwALrroIgQCAWzevBnnnntu/20wIYSkIVlV4ZMVBBUFiqrd+r659RgAYHtVi5HFDQALTimAwHEozbXDZdHqnLutEmwmATOHZ+P9r2ohCZwRBHBZRQzLssZMIGo1CeChD/PmEAgpyLZJePRrU7QgOgCmas8rKkt5IqIx+Q4A2lB4xlhM8N+bIBOdj7qa76okDYmgczchhPQNWWFQ1NhMdL+sxgS6dY9dcQqsZpPR8Twq3wGLxMMsCkY5liONXviCCniew+mjcjAi14HaNr8RRBd5DuCA284ciV3HWzFtmBsmkQNjDL+9fgaONflQlGUBPo597/hyLiXhIPrxVDLRoycW5XuaiZ585NlQRZ3gJN10rIk+CKLoYRdPKcakEhfueH0rdhxrwTeXbsJ/nzUK9140vscjbAghAy+tg+gXX3wxrr76apSXl6OiogIPPfQQzjvvPGzevBlmsxk1NTUwmUzIzs6OeV1hYSFqamoAADU1NcaNe7SCgoKYZQoLY3sFs7OzYTKZjGUSCQQCCAQCxt+trVqmgyzLkOWeT2Kjv/Zk1jGU0P5KHe2r7qH9pVGUEPwBGRLHwEOFElLwVVXkpvSPn1egxadlwM0tUOEy8SjNkuAw8wBTIIcnOxM5FaeVu3H/RWMxOt+OzZXNeGVtJb575kgwJYTLphTiH5uqkGWVIHEqeKjgVEUruq6q4BgPE88gQIGq8pBDMpgagqKEYoaad/Z5lWVpwYRWfwjVTe3Id0bqsOtZfCYeCIVkMCUELioKIPK9eywkOr4Gw7FG5+7M/wz7Cu2jrtE+6tpQ30e+YAhyMHbbvf4gGIvN6HSbGIqdEsxmCSLPQeABmwiAqZDlSBA+3y6irkUFDw5WEVCVEARVAcdUMFUFDwVMUbFwUj7mjcpCW0CBBAZ/MIjhOTYUOCTUtnQsVaCoasxnlG/XbjtbfDKaPD4EjedYzHKqIsMaFVgTONajz3psvlaDfW9tG3z+QIfa6r15HA2mYzFdO8H76tytryP6v0MdQ//tCz6ut01VlEH1eZa4TPjrt07FL9/fhz+vq8SLnxzChopGPHPtNBRHJQ/1VDpta1+i7Rx80mFbe/reaR1Ev/baa41/T548GbNnz0Z5eTneffddXHnllUlfF59dmKi2Vk+WiffYY4/hkUce6fD4Bx98AJvNlvR1qVq5cuVJr2Moof2VOtpX3UP7S3Mi/N91NRz+URG5WdcD6AAwMYuhcsc6VHaynmIA3lZgIoDHZwN82258+MFuAMCPJmpDOXeu11La9MHhXPjf+n/jB42H2njo03zE19+Ol2MS0Bjg8Pq/P8JYd+TivblNAMBh8/q1qAmXWW8JAvqp8vCBfVjh29vpunsi+vjyer29vv7+Rudu+r3oCu2jrtE+6hrto8htXPXhvSi0spjHWoIcdmz4tNtrbQ//N74ISvTf+plqf0X0ErG3la1tbR3Ox1ZBgE/h8Ld3PoBH5gAIaG9v77Ac16Q9BwBHKg5hxYoD3d4OlQFmXkAgpOJPy99DcZKf9944jgbDuRtI707wvj53A4PzN0WLUUe+mwLHMK+QoczB8JcDicsUKqFQl9fSvUniBMhMu27bunULlCPx5ap6Jp0+z9kcII3j8NeDPLZWtWDh0x/jhjEqJmcPvm3tS7Sdg89AbmtPz91pHUSPV1xcjPLycuzfvx8AUFRUhGAwiKamppiTeV1dHc444wxjmdrajvV36+vrjZN3UVER1q9fH/N8U1MTZFnucIKP9pOf/AR333238XdrayvKysqwYMGCkxqGJssyVq5ciQsvvBCSJPV4PUMF7a/U0b7qHtpfmtrWAHYdb0GWTUK7P4S1u3cD8CdcdoyL4YILLuhQQ1PHGMOXR5thkQTYJBFVJ9phNgmYNTwbzT4ZWyubUOiyINtmwt6aNthNIjxBGRw4WCQezT4ZuTYz7BYBVklEiy+Iek8Q1sajQH0jAGDRokWdbs/yxi1Ys68BeaNOwaLThxuPP7BlFQAFF553NvKdZmw+fAJ2xgGbtwIApk6ehEVzy7u/A5NIdHzpmVWDCZ27iY72UddoH3VtqO+j+rYAtlY1A198aTxmKRiFgIkHEIlqn1mo4pTZZ6K8wJnSen3BEA7UeSDwPAIhBcNz7ahvC6DJG4SqqnBZTfD4ZfhkBVk2Cb6ggmK3FUFFRaMnAHyxNWZ9c8YNw6JFsfOTvFDxBfbUtGH01FNhEQU8t2sTXE4HFi2aF9OO3R9XAIe1bZkwbiwWnTe6m3tJ8+fjG7Clshn5Y2dg0bTimOd68zgaLOfudO4E76tzNzC4f1P21rQB674w/v7VaQqGnXIqVE7AXw5sSvgaXhCxaNFF/dVEPLT1I8h+LSHn1FmzcP7Ejp0w3ZGun+ciADec8OKuv2/HjmOteHmPgG/NH4G7LxjT4/Iu6bqtvY22c/BJh23t6bk7o4LojY2NqKqqQnGxdhE0a9YsSJKElStX4pprrgEAVFdXY+fOnfjVr34FAJg7dy5aWlqwYcMGnHbaaQCA9evXo6WlxbhZnzt3Lh599FFUV1cb6/7ggw9gNpsxa9aspO0xm80wm80dHpckqVcOhN5az1BB+yt1tK+6Z6jvL04IQeF4gBcgiBxMQvIJNu2SNglVZ/vLbDLBYZEgcBwkkwkmiYfJZII5xEEQJAiCBFGSIEoiBEkEHwIkkQMv8BAEBkESIQgirGYRbUEV4ELgo2qmdvVZjS9yYc2+BlQ0+oxlGWNGXXeXzQJRFMEJIsSomzmLqW+Og+jjazAeZ3TuJvFoH3WN9lHXhto+CoQU1LT4wRhnZG3qajwBHKrXMqomFjlx4cR8DPPsQ0muPeV9JEkSCrIYnGYJCmNwWUQ0ekMwSRKCIRWCIIIXARE8bGYLLCaG8nwnDtS1QRAlY5LRW+aNQItXxkOLJ3V479JsK/bUtKG2TcbIPK2zXeD5mOUU8HBaIx3xZpPY4895UokLWyqbsa++Pek6euM4GqzHYTp1gvf1ubu315U2+NhrdpHXtjOE5EFbjuvfY9oiCWgNB9Elqeff93jp+HmOLnTjn989A4+t2IOlaw/j958dxpbKZvzm+pnG5Ms9kY7b2hdoOwefgdzWnr7vgM5o4PF4sG3bNmzbtg0AUFFRgW3btqGyshIejwf33nsvvvjiCxw+fBhr1qzBpZdeiry8PFxxxRUAALfbjVtvvRX33HMPVq1aha1bt+Ib3/gGpkyZYkx2MnHiRCxcuBC33XYb1q1bh3Xr1uG2227D4sWLMX78eADAggULMGnSJCxZsgRbt27FqlWrcO+99+K2226jiU0IIUOeqjIoCoOiahNtmsTEWUJXzihO+Hi8cYVOlOfYwHGAKHDGpGEcD61eC6cNbRQ4DjynXf+LAq89xXHgOMBmFiL1TRnAJ5hQLZnRBeHJRes9xmOBkGpMcmaNnlg0Kogu8qm/x2BG525CCOl/Hn8I1S1+nGgPQog75727vQa7q7WMqrJcGyYUO2ER0e3sxtJsG9w2CTl2E0SBB89xxrmP0+YXhcBxGJ5jw7SyLFgkASrTzs0vLZmFhy6ZgNnl2bhxbjlc1o43p9GTi6rxM4+GcRxgN0fOw5LQ83MvTS56cjrrBNfpneDRHdx6J7guUSf4zp07UV1dbSyTSic46b5EE3VyHAchjSbwjJ5cdDBNLJqMWRTw8GWn4HffmAmnRcSWymZc8uynWLW7Y+cTIST9DGgQfdOmTZgxYwZmzJgBALj77rsxY8YM/PSnP4UgCNixYwcuv/xyjBs3DjfddBPGjRv3/9u77/goyvwP4J+Z7bvZbHqDJPTee0AEDsEKop7oodhO1ENFxHLFu5O7n8Lp3dng5GxnVzz1sKKCDUU6EnpP6AnpPdvn98eWZNPLZmfL5+0Lszs7u/udZ5N9Zr7zzPfB5s2bYTTWXZb49NNPY86cOZg7dy4mTZoEvV6PTz/9FIp6IyXffvttDB06FDNnzsTMmTMxbNgwvPnmm97HFQoFPv/8c2i1WkyaNAlz587FnDlz8I9//CNwjUFEFKSckgS7JMEpSbA5nDh8vqrROlcMS8XMQW27/FKrUkAUBYii6+Dcc1AtCoJrglAJsDucUCsU7mWufwJc9dI9u9cSXAfbTrQvwd3Hk0QvqNsOzyh0ANCr6iXR672ugkl0AOy7iYjkIAgCLHYHnJIEtVJsdlK6lGgtOpF39tEzwQDRffJagAARApQKEYoGbyAAiNIokRStdfXRggCpiSS5Z6Tl2bJa74nrhkkzAQKM2rqLpZVixw9XPUn0A+fCo9xKZ/EkeOSxO+smEU4yukbyB9vurFZZt+8XATl0r0uGpOLzeydjWHcTymps+PXrO7Bs7UHYHM7Wn0xEspG1nMvUqVOb3MHy+Oqrr1p9Da1WixUrVmDFihXNrhMXF4e33nqrxdfJyMjAZ5991ur7ERFFGodTguR0/Vx/oOkJnwQAGlGEpR2vq1aIUClE78GyQhDctTAFOJwStGoRDqfkSqSLgN3hOtj2HHBLkgQBrgP1uWO6Y+uJEswZkdbq+3qS6OcrLKgw2xCtVaHG5vDGpFSIgN3pjcmjo/UKww37biKiwHNKEpxO1wltpcLVTzbFqFG26+qslmhVCp+T14IIqAWh0ehwz/tJkvuqsmbUH4nu6Uca5shFAYhS1x2idmYk+oAUIwQBKKqyoLDSgkRj43IgkWTHjh2YNm2a976nxvjNN9+MVatWYe/evXjjjTdQVlaG1NRUTJs2De+9916jk+BKpRJz585FbW0tpk+fjtdee63RSfBFixZh5syZAIDZs2dj5cqV3sc9J8EXLlyISZMmQafTYd68eTwJ3gWs9rqE7IMX9QHydyPVpMPpsub32FvYxesSkTYSvb6MeD3evysLf/viEF796QRe/CEHO06UdLq8CxF1nZCqiU5ERIHnOVA/fL4C72w73eQ6NocEk16F9oz1SohSQ6sSoXWP/BYEz86zhO6xesTq7cgtqoYoClCIAhyOpneuJQAJRi2euW44esRHtfq+0VoVkowaFFRacKygCqMyYlFrddVirF/KBfAdfc6R6EREJBen5Cqr5pSAsyW1KK62NrmeSadCtF6JGn+9sSB4h4eKguuEsrrBSWVXOba6E+Hui8oa6RbrSaKbvYm6hv26KAgwaOsn0Tt+AluvVqJnvAE5RdU4mFeBRGNih18rHPAkeOSxu/fhU01a9E8x4kQ+EGdQ40x5e4a9dK36I9EjLYkOuMq7PDprMMb3jMNDH+zBz6fKcNmzP+Kf1w7HRYOaniOAiOTDYXVERNQiu1NCQYUZL27IbXYdjUps94GuIAgwautqpircJV4AAWqliFiD2pVAhwCFKLrrpaPeSHR37VS10j1Cve3v37CkS427nIu+QRK9ft68M6PhiIiIOkOSXCe1fzxShD9/ur/ZkegpJi0GpPivJIannBrg6n9j9Gp3sryOz90WukrPyMr8CjOs7pIFDVcXRQE6pcJ7JZiyk1eB1dVFZ0kXijxO9/dEU8npaQOC46SS70h0GQOR2SVDUrF20WQM725Cea0Nt7/B8i5EwYhJdCIiatHWnGIs//IQCquaH7USpVV2upChSiFCq/TtlkTBNcLNczCtEHx3sAUAozJikBGvb9fbe5Lox91JdE9N9IYj0esnChSdqMtKRETUGQ6nBIck4XhR43lJ6jPpVdCr/XexsSD4JuB6JhgarePbL7tqqDc14DkxSgOVuxRNfrnZ/fqNO2+FKLj2K9D5E9gDU12lSA4wiU4RyDMSveHVlAIE/KJfMq4f212OsHz41kSP4Cw6gPQ4Pd6/ayJundQDAPDiDzmY+8JmnCn127VFRNRJzAgQEVGzaq0OLP30gPe+rt6km7/oXzeRaHMj4torI07vvdwbcF2WrhCBpGiN+4pyodEOdpRWBaXY/OXjTWk0Et3W9Ej0+pQciU5ERDJxOCU4nE4cya9scT2Nsvl+rCMUogDPSzZX1kxwl3BprZcURQGpJlcf70kKNfWSSrFuvpTOzkcyKI0j0SlyOeol0cUm/tiCYc9WW+/YgqUTAbVSxKOzBuPfN46GUavErlNluPy5jfj6wHm5QyMiMIlOREQtOF9R63PfWK9Oaf3LL51OCT3i9J1+v6RoLeIMau/9WIPae3AO1JVmTTPpXKPc3Al1VxnWtu9490l0J9ELfUei61V12yfAdyRdjK6u9AwREVGgOJ0SiqutOFNai5yi6hbXTY727+SZCrFuQu/WRolKEhClUUCA0GwyLC1GCwA4U+rav2iqzIRKKSLaXe5No/RPOZfjhdUwu0+YE0WKWvfvvEIA0uPqBql4/uyCIWVd/2+cOfQ6lwxJaVTe5fHPD7C8C5HMmEQnIqImSZLU6HLs6Ho1zCUA141JR/cYHRZO7Q1tC6O4Ox6De1SKO3nuqs0qQKdWQIKE+rlzwR1zW3hGop8uqYHZ5vDWRPeUc1ErXDXebQ4n5o3LwPwJmRiRHuPnrSMiImqZ1e5EhdmGH44U4okvDze7Xma8Hn++YhBMOnWz63SEKLjmJVEqBG9ptabW8Txk1KowtLup2SR6txjXCXdPEr2pl8yM1+Pe6X0wZ0QaJvSK71T8KdFaxOhVcDgl79VnRJGi2F2K0TPHkIfQ6IZ8NCqWc2mOp7zLbZN6AgBe+jGX5V2IZMYkOhERNelUSQ3yK8w+y+qPRHdKEmYMTsbjVw9BiknX8On+IfmOglM0MXmo6xJyoV3HAYlGDYxaJZwSkFtUjVqrHUBdORe1UoRWpYDV7sTU/olYfFFf7tgTEVFAVZhtOJRfgRPFNXhq/ZEW1x2RHoP0WL3fc2LdYnSI1avQNykKfZOjmlzHky9vSzfZzTsSvcb9nMZP0qoUuHRIKp65fiQMms7VdxcEAQPdE60eOMeSLhRZHO7BJQqhuXIu8u/bciR6y9RKEX+eNQgvzB+NaJZ3IZIdk+hERNSk0hobKs12n2X1D2Ylp+Se6FPo7JyizYrWKZEQpUGcXg1RAFTKujeSpHqj0IX2HQgIgoC+9eqiNxyJDrjqsVvsvGSSiIjkYbY54HBKsLfh8v0otdJb8syfdGoFMuMNUCpEn9rF9QlC3ans1t7fM+9JaY0NQGCSZp666JxclCKN0/3VIYoC1PVLIwnN/71KbZ5hyD/qf680Vd6JXC4enILPG5R3Wf7FYfBQhSiwmEQnIqImWe0Oby1FD1W9yTVj9Gr3gXPX7fQKgoC0GB1EUYBKbGoUer2JRoW2TywK+E4u6kmi159Y1KBRwgHumRIRkTwECHA4JTjbUKosSuc6yR3oq6YEuK4Wi9YpkWLStrp+WozvlWuBSJp56qJzclGKNPVHojclGHLWviPRgyCgINawvMt/Np3Ec/sVOFtW28ozichfmEQnIqJGCirMcDiBaovvSHSFKODWST0wrkccLhmS7B6FHpiLQdNidT47+2kxOiRFa7x1V9u73+1NohdWeU8W6NV1I+21KgVECI3qwhMREQWCIAB2p4TzFZZW1zVqlBDEwCfFusfq0D1Wh8x4A6LbMAF3wyR6IOIdmGoE4Eqit3XuFKJwYHMPU25YykUA3HMLyZ+01vrURJcxkBDRsLzLySoBs/+1GetZ3oUoIJhEJyKiRs6U1sJic+CZr4/6LLfYnBiTGYs7p/aCXq1y1SuHEJCRI0lGrc/7qJUikqNdo948i9tzbOxNop+vQo27Jrqu3o68ViX6XvpKREQUQAIAp1PC+ztO+ywf4i5PUp+nHnqgR3LGGtSINbgmM1UpxFaTct1kGIneJykKSlFAhdnOEZvUiM1dLsnWhrJJoebJr1yTEWefLvNZ7v2zC4KkNUeid8zFg1Pw8cIsZEZJqDDbseCNHXjsswOwsr4LUZdidoCIiHxIkgSL3YmfT5WioNJ39JsoukajKwQBKoUreS6IjUe4dJXm3sVV1qV9r9Un0TUyLbeoGlVm34lFAUCrVECjaLr+KxERUVfLKazCCz/k4ERxjc9yvVqBhy/ujyUz+nqXpZg07om25ZMRp0fPREOL62hVCsS7k+5AYMrPaJQK74nzg3mVXf5+FFocDsnnZyRRNvH3F+iLNXxqojM71S7dY3VYNNiBWydmAgBe3piLuS9s9k7cTET+17npzomIKOzYnRIckoTnvj3W6DGlKEKjFKF0T1DklBxNvEIXauFgu72H4d1iddAoRVjsThw+XwXAd2JRURRg0CpQYbZ1JFIiIqJOuf2NnSivbdwHqZQiUk06ZMbroVaK0KuU0CgVqLU5ZS2HoBAFRGlaP7zsFqtDcbUVQGAmFgWAQanROJRfiYN5FZgxKDkwb0oUpOoGn8g/8lur4kj0zlCKwB8u7Y+s3gl48P3dyD5dhsue/RH/uHY4Zg5OkTs8orDDc31EROTD4ZRQZWk6caxSitAqlRAFAf2SjRAFAWpF4LqS5g62BcGTX2/78BmFKKBXomtk2pHzrpFp9cu5AIBJp+IOPRERyaKpBDoA2OzuyQJFYEi3GHSP00Ehuk5wh0KflWaqK+kSqGg5uShRnYGpRqTH6eUOA4DrShGPQJ1UC0czB6fg80WTMTw9BhVmO+54cyf+j+VdiPyOSXQiIvIqqbaiuNqK/FJzk4+rFQJUSgGiKEClEKFSiNCqA1fyRIDgM1q8bjk6NDmS5/Juh9OVkKg/sSjgusRUpeQePRERBY+MeFcSWhREiABE96hSVYjM41F/ctFAJf09SfQDTKITQalwnXQLBvVHogeivFM4S4/T4/07s3D7BT0BAK9szMW1L2zG6RKWdyHyl9DY0yIiooA4VVKDvLIafHWw6RneVQoF1EoRCtGVuB6UFo2+ScaAxTekW7Q38e0PfRJ9X0vfIEGvVbEuOhERBYffXtIf8ydkYuagFNfVV4LkKssguhJRqhApKNwttt5I9IAl0V37KieLa1BlsQfkPYnk1Fo5wub+9gJdGd53JDqT6J2lVor44xWD8OL80YjWKrH7dBkuf+5HrNufL3doRGEhNPa0iIioy0mSBLvDiU3Hi7H5eHGT6wztHu06YEfdaHRFAEeyNLfD71ne3smQGibkG45y16pEqFXcoSciIvllxhswqU8C9GoForRK2B0SILgST4lRWu8VYsGuW4zWeztQuxDxURokR2sAAIfzORqdwl91KyeLorVKxBhUAYqmeb410WUMJMx4yruMqFfe5a+fsrwLUWcF/14WEREFhMMpweaQcMQ9yWZ9Cyb3xOVDU3DVyO5QKoSAJs7bQkCLc442q2ESveFIdI1SAZNOBXWIXCJPREThoalEh0YlQiEIEAQB0Vqlt+8TBQEGjQJDu5uCrn9uSreYulrMgRx4WlfSpTJwb0okk0pzy0l0QRBgULc+EXBX40j0rpMep8d/78zCgsmu8i7/+SkX1/57E8u7EHUCswJERAQAcEgS7E4nDjVxcDm+ZzzmjkmHyp1AD7aDdEHoWE30Hgl6n21pmEQHgD5JRhi18o/UISKiyHG+wndukuVXDYVaIXqT5grRNaO2z/0QkeYzEj1wcXuT6Oc4Ep3CX0W9iYnvm963yXWCoQa5z0j0EPoeCxVqpYhHLh+El24aA5NOhd1nynH5cz/iK5Z3IeoQJtGJiAiAayR6XnktjhW6RqLXH32tVSkgCAJEQUCPeAMy4vTNvYxsBKH9dRw1SgUy622LLghG5BARETXUK8kAUXDVPxdFQCGK7km13SeSgyAZ1lZxBrU3cRbIJPogdxL9ICcXpQhQUm313u5WbzJfj+b+9KT21kbsJK2q/kj0gL51RJkxKBmfL7rAW97lTpZ3IeoQJtGJiAiAa9Tbwx/s9d5X1tuTVStE7+gQtVJEjF4d8PhaIggdGYfu0rteSRe9ipOIEhGR/JyS5L066s4pvaBRKFwjziFAIQjusi6uRFgIlEH3IQgC0txJPTnKuRzOr4TDGejpE4kC63yFxXs7MyH4Br94aJT1a6Izi96VuseyvAtRZ4XYLhcREXWV1zad8LmfZNR4b6uVIhQQgnvnVhDaPbEo4FsXveHEokRERIHmcErYe6YMNVYHACAzTg+FwtVH6TQKCAIwMNWIgamuyb6VYugd0nXzJtEDt1/RM8EArUpErc2BU0waUZh7Y/MJ7+2e8YYm1wmG3XpNvQEswRBPuGuqvMtlz/2IL/exvAtRW4TeHhcREfmdJEkorLT4LLvrwt7e2wrRfQl5EO/cdjS0PomuJLoo+I6GISIikkNFrQ0PvL/Hez/O4Lr6KzNOD61SAYUgQKkQoXLXSA/lJHog9ysUooD+yUYAwEFOLkph7mhBlfd2UxdeCBCCYr+XI9Hl4SnvMjIjBpVmO+56ayf+8ul+lnchaoX835pERCQ7m0NCrXvEGwBcNyYdvZMNuHtqb/zpioEAXJeLB/PObUdD65vsSqIbNMqQqilLREThp8piR43NAUu9RIZWpYAIAbEGNURB8Jl8T6UQfSbmCxWeJHqgJ0QdlOYq6XIon0l0ihxSM7MG9UyIwlNzh2PJjH4BjqiORikiyahBlEaJKA3nJgokT3mXOy7sBQB49acTLO9C1Ap+SxERERxOyWfkgUYlQqVQYFSPWJi0KgCuESvBnGOOj9IgVq9q9/OGpJlw/dh09E6Man1lIiKiLnSsoAqKBp2tRqHwjiTtmxzlc9J7YGp0o/VDwewRadh+shTXjk4P6Pt66qIfzK/EgPiAvjWRbBKiNIDT4bMszqCGwynh6lHdseNECV77SYWSGhvG9ogLaGyCIGDN3ZNgtTt9JhmlwFApRPzhsoEY1yMOD7y/21ve5e+/HI5LhqTIHR5R0GESnYgowlWYbThTUotjhXWXfepUItJMWpRWW7yJc1EQgnqktmdUW3uJooC/XTPMz9EQERG1n8XugK3eSe0kowY6jQJqd8kDrUrhk2hShdqsom6Z8Qa8cdu4gL+vJ4l+KL8SYBKdIsDtF/SESiHC1iCJnmLSIsWk9d7/vzlD8MPRIiz6Rd9Ah9jhfXjyn4sGJWPtfZNxzzs/Y9epMtz11k7cMrEHfn/ZAGiUPLlB5BGae11EROQXlWYbcgursS23GOcr6mqiX9gvCUatCoIgQIAAUYTP5eNERETkX06nBIdDwuacYu+yl24ajUGp0eid2PTEgNQ+A1JcNdHzKyyotskcDFEXSohyzaUwOM3UpvWTo7W4cXymdw4GijzdYnT4751ZuNNd3uW1TSdw7b8341Qxy7sQeTCJTkQUwXIKq1Frc+DHo0XeZc9cNxxD0kwQBNfoc1EAjBpVSF4uTkREFCrOV5qx71w51u7NAwBcPiwVBo0KaqUIZYiOOA82Rq0KGXF6AMDZGu7XUPiqtblGnkdpOYqY2k6lEPH7ywbilZvHIEavwp4z5bh8xY/4cl+e3KERBQXujRERRTCHU8KOEyXYeMyVRBcFV21xnVoBhehKoEMQkB6nw4BUo7zBEhERhbHNx4qxbO0h5Ba5Rv0NTjUCzUwISB030L0/c7Za5kCIuogkSTDbXGWhMmL1MkdDoWj6wGR8vmgyRmXEoNJsx11v/Yyln+yHxe5o/clEYYxJdCKiCHS6pAa7T5fB5nTgH+uOwOKuv/rL0d2hFEWoFAIUggCFIMKVRxdCtu4qERFRKDiYX+FzPzla651QlPzHUxedI9EpXFkdTjjcXx6JRo3M0VCo6hajw3sNyrv8chXLu1BkY0aEiCgCFVVZUGNx4HiB7zCsGJ0KaqVrAlFRFCAqAFZxISIi6lpVFjtONkhMJBq16B7LCff8zZNEP1fNHRwKT7XWutHCRp1Kxkgo1HnKu/znFld5l71ny3H5cz/ii70s70KRiUl0IqIIY3c4sfFoEd7beQpvbz3l81iMXg29Wum9r3BPLEpERET+Z7U7cbqkBofyKrDuwHmfx/qnGH36ZPKPQe4ken6tq/2Jwk21O4muUvBKUvKPXwxIxlpPeReLHb95m+VdKDLxG5WIKMIUV1vxz/VH8NGuc9h/zvfS8dGZsd4RWgCgFJlAJyIi6irHCipxorgax85X+SwfkGKEiSNIu0T3WB2MWiUckoCcIhZGp/BTY7EDALQqTipK/pPmKe8yheVdKHIxiU5EFGH2nilvcvldU3qhd1KUzzK9RoloHUfBERER+ZvZ5kBJtRWni2vw0sYc7/IFk3th2VVDmQDrIoIgoH+ya3/nYF6lzNEQ+V+VO4mu43cI+ZlKIeL3l7K8C0UuJtGJiCJIUZUFH2WfbbQ8M06PyX0TEatX+yzvl2xEZrwhUOERERFFjFqrA7tPl2HpZwdwvNA1InpwWjSGdzdBpeCVYF1pYIoRAHAon0l0Cj9V5vaPROccSNQenvIuozNjveVdHv14H8u7UNhjEp2IKILkFlVhTxMj0X81Ph0KUYCC5VuIiIgC4nB+BZ779phPXe5uMTokRWsAzkfSpQamMolO4avSMxJdzZHo1HXSYnRYfccEb3mX1zefxC9XbcbJYpbJovDFJDoRUYTILzdjy/ESnCrxrVv36wt6YkLPePTgiHMiIqKAqDDb8J9NJ2BpMLFlRrwe3WL1yIjTyxRZZBiYEo1YtYTkaI3coRD5XXmtFQBg1LIkI3UtT3mXV28Z6y3vcsVzG7GW5V0oTPFblYgoQmw+XoR/rj/ivf/GrWNhdUpQigL6Jhth0LBLICIi6mpFVRacKa3BNwcLAAA3jM+AQhSQfaoM14zqjm4xOpkjDH9DukVj6WgHLrtsqNyhEPldXrkZABDXoExjS5SigKRoDZQsJUUdMG1AEtYumox7392FnSdLsfDtn3FzVib+cPlAaJS8IoLCB0eiExFFAKdTwqs/nfDeT4vRQq9RQq9SQK9WcIeZiIgoAMw2B86V1eLlH3LhcEoAgMGp0bhiWCoWXdQX3WKZQCeijiurseJsaS0AIM7QjiS6QkRytBYqBVNE1DGe8i53TekNwFXe5ZpVm1jehcIKvyGJiMKcxe7AnjPl2HO2rhb6ny8fhORoLfRqBXQqJVQiuwMiIqKuZrE58dKPOfis3qXuUwYkQq1UQKUQoGYCi4g64XRJDT78+SwAIL4dSXQif1ApRPzu0gF49ZaxiNWrsO9sBcu7UFjhXhoRUZg7UVSN748UeO+PzIhB/9RopMfpkRlvwOC0aIicUJSIiKjLfbk/D5/urksmLL9qCLrF6JFq0sKkVTGJTkSd8tfPDnhvxzKJTjKZNiAJny+ajDGZsai02LHw7Z/x54/3wWJ3yB0aUadwL42IKIyV19pw6HwlXtt0wrvsvul9vRNpxRrUTKATEREFyG8/3Otzv2dCFAAgOVqLod1j2CcTUadsP1HqvR0fxSQ6ySctRod375iA30x1lXd5g+VdKAwwiU5EFMYKK8x48L+7UVZjAwBcPDgZY3vEQa/mJKJERESBZHM4kRCl8d43apUYlRHjva9gAp2I/Mhml+QOgSKcSiHit5c0Lu/y+R6Wd6HQxCQ6EVEY++ZQAWyOuh1om0OCTsUZ0omIiAKtqMoCrcp1+DV9YBKWXTUEavbJRORHKkXdybjxPeNkjISozrQBSVh7X115l7vfcZV3MdtY3oVCS4eT6G+++SYmTZqEtLQ0nDx5EgDwzDPP4OOPP/ZbcERE1HFOp4SXfszxWTYi3cRLxSMc+28iIplIwJnSWgDA7GFpGJASLXNAFCrYd1Nb1Frt3itapvVPRGaCQeaIiOqkmnRY3UR5lxNFLO9CoaNDSfRVq1ZhyZIluOyyy1BWVgaHw3X2KCYmBs8884w/4yMiog4qr7WiqMoKAPjzFQNx1chuuCmrh7xBkazYfxMRyaPSbMOTXx323p/QKw7pcXoZI6JQwb6b2upoQRXMNicA4O5pfWSOhqgxpae8y62u8i77z1XgihUb8dmec3KHRtQmHUqir1ixAi+99BIeeeQRKBR1lyCOGTMGe/fubeGZREQUCHaHE5tzigEAerUCY3vE44bxGTBqVTJHRnJi/01EJI/jBVVYs+us936ySQctS7lQG7DvprZ6ud4VqKMzY9v8PIEXqVKATevvKu8ytkcsqix23PPOLvzpI5Z3oeDXoSR6bm4uRo4c2Wi5RqNBdXXbL8X44YcfMGvWLKSlpUEQBHz00Uc+j0uShKVLlyItLQ06nQ5Tp07F/v37fdaxWCy49957kZCQAIPBgNmzZ+PMmTM+65SWlmL+/PkwmUwwmUyYP38+ysrKfNY5deoUZs2aBYPBgISEBCxatAhWq7XN20JEFExqbQ7kFLq+j2P0KvROMiA5WstJyyKcP/pv9t1ERO1nd3KCP+oYfx17U/irMNu9t4V2ZsYlfkVRgKWadHh3wQQsdJd3eXMLy7tQ8OtQEr1nz57Izs5utPyLL77AoEGD2vw61dXVGD58OFauXNnk408++SSeeuoprFy5Etu3b0dKSgpmzJiByspK7zqLFy/GmjVrsHr1amzcuBFVVVW44oorvJe5AcC8efOQnZ2NL7/8El9++SWys7Mxf/587+MOhwOXX345qqursXHjRqxevRoffvghHnjggTZvCxFRMLE7JPxj3REAgMXmhF6t5GXj5Jf+m303EVH7lFZb8cPRQu/9e1hmgdrBX8fePAke/r4/XNj6SkRBRKkQ8fAlA/DarWMRZ1CzvAsFPWVHnvTQQw/h7rvvhtlshiRJ2LZtG959910sX74cL7/8cptf59JLL8Wll17a5GOSJOGZZ57BI488gquvvhoA8PrrryM5ORnvvPMO7rzzTpSXl+OVV17Bm2++iYsuuggA8NZbbyE9PR1ff/01Lr74Yhw8eBBffvkltmzZgvHjxwMAXnrpJWRlZeHw4cPo378/1q1bhwMHDuD06dNIS0sDAPzzn//ELbfcgscffxzR0Zz0h4hCy393nPbeTovRyRgJBRN/9N/su4mI2if7dBme++aY9/64nnEyRkOhxl/H3p6T4LfeeiuuueaaRo97ToK/9tpr6NevHx577DHMmDEDhw8fhtFoBOA6Cf7pp59i9erViI+PxwMPPIArrrgCO3fu9JaamTdvHs6cOYMvv/wSAHDHHXdg/vz5+PTTTwHUnQRPTEzExo0bUVxcjJtvvhmSJGHFihWdbS4iCkFT+yfh80UXYNG7u7D9RCnueWcXtuQU44+XDwILn1Ew6VAS/dZbb4XdbsfDDz+MmpoazJs3D926dcOzzz6L66+/3i+B5ebmIj8/HzNnzvQu02g0mDJlCjZt2oQ777wTO3fuhM1m81knLS0NQ4YMwaZNm3DxxRdj8+bNMJlM3oNwAJgwYQJMJhM2bdqE/v37Y/PmzRgyZIj3IBwALr74YlgsFuzcuRPTpk3zyzYREQWC3eHEv76rO1h/5vrhMkZDwaSr+2/23UREjRVXW3zu94jnlWHUdv7qu3kSnIiCmae8y1Prj+D574/jrS2n8PPJMjx73VC5QyPy6lASHQAWLFiABQsWoKioCE6nE0lJSf6MC/n5+QCA5ORkn+XJyck4efKkdx21Wo3Y2NhG63ien5+f32RsSUlJPus0fJ/Y2Fio1WrvOk2xWCywWOp2iisqKgAANpsNNputTdvZFM9zO/MakYTt1XZsq/YJ1faqtdqRbNR46yIaVGJAtiFU20suTbVXINquK/tv9t38/W8J26h1bKPWhVobOZ0Snvn6qPd+crQG8Xpll8Yfam0kB3+2Uaj33UDwnwTvqr4bAOx2u/dnOP3NNNyWln7nnQ47nIIUFtsfSd9/4bqt90/vjdEZJjz4wV4cyKvAnOe34JeZAmaE2XY2FK6fZ1OCYVs7+t4dSqLn5ubCbrejb9++SEhI8C4/evQoVCoVevTo0aFgmtJwQgxJklqdJKPhOk2t35F1Glq+fDn+8pe/NFq+bt066PWdH2Gyfv36Tr9GJGF7tR3bqn1Crb1q7MDRQtfX+4L+Dmzd8HVA3z/U2ktu9durpqamS98rUP03+25qCduodWyj1oVKGx0tF3Cm1HUxeneDhAcGVePrdV8G5L1DpY3k5I82Coe+O9hPgnd13w0AP3z/jV9eR04mtQLlVgH9TE6sXbu2yXVa+p3P3dVVkQVeJH3/heu2Lh4AvHFUgeOVDrx+VIFjL3yDq3o4oerQzI6hI1w/z6bIua0d7bs7lES/5ZZbcNttt6Fv374+y7du3YqXX34Z33//fYeCqS8lJQWAq5NNTU31Li8oKPB2uikpKbBarSgtLfXpzAsKCjBx4kTvOufPn2/0+oWFhT6vs3XrVp/HS0tLYbPZGnXw9f3+97/HkiVLvPcrKiqQnp6OmTNnduoyNJvNhvXr12PGjBlQqVQdfp1IwfZqO7ZV+4Rqe7215RSAQwCAESNHYebg5r/H/ClU20suTbWXZ2RVV+nq/pt9N3//W8I2ah3bqHWh1kbfHS4ADmQDACSVDhnDh2FY95gufc9QayM5+LONQr3vri9YT4J3Vd8NAFU1Fvzw/Te4cOp0ROk1nXotub16ZiuyT5fjlxMH4LKJPXwea+l3fvfpMqiVIgamhn4pnUj6/ouEbZ3rcOLpr4/ixY0n8dN5ESWCCc9dPww94g1yh+Z3kfB5egTDtna07+5QEn3Xrl2YNGlSo+UTJkzAPffc06FAGurZsydSUlKwfv16jBw5EgBgtVqxYcMGPPHEEwCA0aNHQ6VSYf369Zg7dy4AIC8vD/v27cOTTz4JAMjKykJ5eTm2bduGcePGAXDtcJSXl3sP1rOysvD4448jLy/Pe9C/bt06aDQajB49utkYNRoNNJrGHa1KpfLLL4K/XidSsL3ajm3VPqHWXucq6i53HdMrIeCxh1p7ya1+e3V1u3V1/82+m7//bcE2ah3bqHWh0ka19rrbg1JN6BZnDFjcodJGcvJHG4V63w0E/0nwruq7CyrM2HC4GAXVgFKpDPm/F6fk+tnStjTVZqJCCVEhhvz21xdJ33/hvK0qFfDQxf0hFufgvZNaHMyvxJznt+Bv1wzDrOFprb9ACArnz7MhObe1o+/boQshBEFAZWVlo+Xl5eVwOBxtfp2qqipkZ2cjOzsbgOtStezsbJw6dQqCIGDx4sVYtmwZ1qxZg3379uGWW26BXq/HvHnzAAAmkwm//vWv8cADD+Cbb77Brl27cOONN2Lo0KHeyU4GDhyISy65BAsWLMCWLVuwZcsWLFiwAFdccQX69+8PAJg5cyYGDRqE+fPnY9euXfjmm2/w4IMPYsGCBZzYhIhCis3hRHG1FQAwfUASkoyhPaKG/Msf/Tf7biKitjtRXO29vXBab6SYtDJGQ6HIX8feLal/EtzDcxLckyCvfxLcw3MSvP4Jbs9JcI+mToLv27cPeXl53nXachK8Kzz7zVE89L992F4YJvUh3En0OL1a3jiI/GxgjIRP7s7CuJ5xqLY6cO+7u/DImr0w2/zzHUjUVh3qLSZPnozly5f7dNoOhwPLly/HBRdc0ObX2bFjB0aOHOkdrbZkyRKMHDkSf/7znwEADz/8MBYvXoyFCxdizJgxOHv2LNatWwej0eh9jaeffhpz5szB3LlzMWnSJOj1enz66adQKBTedd5++20MHToUM2fOxMyZMzFs2DC8+eab3scVCgU+//xzaLVaTJo0CXPnzsWcOXPwj3/8oyPNQ0QkizOlNag02/Hp7nMAgBi9qtVLcCmy+KP/Zt9NRNR25TWuiatGZcSG5eXn1PX8dezNk+CNjenhGlGfWxke+8t291B0pRge20NUX0q0Fu/cPh73TOsDQQDe3noKVz2/CblF1a0/mchPOlTO5cknn8SFF16I/v37Y/LkyQCAH3/8ERUVFfj222/b/DpTp06FJEnNPi4IApYuXYqlS5c2u45Wq8WKFSuwYsWKZteJi4vDW2+91WIsGRkZ+Oyzz1qNmYgoWBVVWlBrq4XN4fpezeTBOjXgj/6bfTcRUdvUWh2osboSn0atEgoFE1vUfv469t6xYwemTZvmve+pMX7zzTfjtddew8MPP4za2losXLgQpaWlGD9+fJMnwZVKJebOnYva2lpMnz4dr732WqOT4IsWLcLMmTMBALNnz8bKlSu9j3tOgi9cuBCTJk2CTqfDvHnzZDkJPiYzDgBwphow2xwwtrJ+sHO698+U7fyu4ZgbChVKhYgHL+6PsT3jcP972TiYV4ErnvsRy68ZhtlhWt6FgkuHkuiDBg3Cnj17sHLlSuzevRs6nQ433XQT7rnnHsTFxfk7RiIiagO7U0JeWa33/rxxGTJGQ8GI/TcRUWDYHU4cOV+JGqurKHqMXoUodYcOvSjC+avv5knwxrrH6pAYpUZhlRX7zlVgWkxoD0DhSHSKFFP6JWLtoslYtHoXtuWWYNG7u7Alpxh/vmIQtCpF6y9A1EEd3pNLS0vDsmXL/BkLERF1kNMpweaQkFduBgD0TYqCRhUm9R3Jr9h/ExF1PYvdiWqrHTtOlgIABqQYITKxRR3EvrtrCIKAEekxWH+wANmnyzFtUGrrTwpieeWuwTQ6nrCjCJBicpV3efabo1j53TG8s/UUdp0qw7/mjUSvxCi5w6Mw1eZv1z179mDIkCEQRRF79uxpcd1hw4Z1OjAiImo7Ca5LOD1J9PgoNZQik+jE/puISA4WuxMHzlbgXJkZWpWIWcN4mTm1HfvuwBmZbsL6gwXYdaZM7lA6RZIkVFtc5aOsDqfM0RAFhlIh4oGZ/TG2R115l1krNmLZ1UNx5YhucodHYajNSfQRI0YgPz8fSUlJGDFiBARBaPJyMEEQ/DZLOBERtY1TkiABKK2xAgCitSowh04A+28iIjk4JQnF1a4+uXusDia9SuaIKJSw7w6ckekxAIDs0+VwOqWQvWLEU8oFgGt0DVEEubBfItbeNxmL3t2FrbkluG91NrbklODRWSzvQv7V5iR6bm4uEhMTvbeJiCh4SJLrf5VmGwBX7VUVs+gE9t9ERHJwOJ3IKaoCAGiUCoicuY/agX134PRPjoJalFBhtuN4YRX6Jofm9KKOekn0MT1i2/VcfjtROEiO1uLteuVd3t12CrtOleL5G0axvAv5TZszLJmZmRAEATabDUuXLoXD4UBmZmaT/4iIKLAkSLA7JZTVupLoqSZdyI6kIf9i/01EFHg/HCnCV/vPAwC0KgWUCvbJ1HbsuwNHpRCREeVKQHvmMAhFznpXKih4DEARylPe5Y3bxiHeoMah/ErMWrERH2eflTs0ChPtHqaoUqmwZs2aroiFiIg6yGJz4v8+O4A9Z8oBALG8bJwaYP9NRBQ4q7ef9t42apTQKHk5ObUf++7A6OUefL7jROgm0euXc2ESnSLd5L6u8i7je8ah2urAfauz8fv/7YXZxvJX1Dkdutb/qquuwkcffeTnUIiIqKO25hTjeGG1975JxyQ6Ncb+m4goMDTKusMs1kOnzmDf3fV6Gl0J6J0nS2SOpOOc9ZPoLB9F5C3vsugXfSAIwLvbTmHOv37C8cIquUOjENbmmuj19enTB//3f/+HTZs2YfTo0TAYDD6PL1q0yC/BERFR21S4a6F7JEVrZIqEghn7byKiwFDXS6LXr1VM1F7su7teD6MEAcCJ4hoUVlqQaAy9/WgHR6ITNaJUiFgysz/G9ozD4tXZOJRfidkrNmLZ1UNx5YhucodHIahDSfSXX34ZMTEx2LlzJ3bu3OnzmCAI7MiJiAKorMaK8lrfJHqqSSdTNBTM2H8TEXUtSZKw/1yFT79cWmOVMSIKdey7u55eCfRONOBYYTV2nizBJUNS5Q6p3ax2p/e2wJHoRD485V3uW70LW3JKcN/qbGzJKcajswZDq2K5NWq7DiXR688QLrknsOAXNRFR4EiSBIdTglIh4kRRNQqrLD6PJ0drZYqMghn7byKiruHpl89XWmBzOFFtsXsfK622tfBMopax7w6MkekxOFZYjR0nSkMyib7nbHnHn8zfJ4oArvIuE/DsN0ex4tujeHfbaew6VYZ/3TAKvROj5A6PQkSHaqIDwCuvvIIhQ4ZAq9VCq9ViyJAhePnll/0ZGxERNeNUSQ0O5FUAACwOJ6otdZOkCADPqFOz2H8TEfnfvrPlOJhXibyyWlRZ7DDb6kaFjusZK2NkFA7Yd3e9kekmAMCOk6E5uej3hwvkDoEo6ClEAUtm9MObt41HQpQah/IrMWvFRny066zcoVGI6NBI9D/96U94+umnce+99yIrKwsAsHnzZtx///04ceIEHnvsMb8GSUREvipq7bDanXA6JTgcEqrMrhFvvRIMePDi/qyFSE1i/01E5F/VFjtsDidqbQ6oFCLOldWioNKCUyU1AICxPWKxcGofmaOkUMa+OzBGpMcAAPafK4fZ5gi5ASmpJl6FStRWF/RNwNpFk7HIXd5l8XvZ2JrL8i7Uug4l0VetWoWXXnoJv/rVr7zLZs+ejWHDhuHee+9lR05E1MUO5lVg/7lyDE6LhkOSUFDpKufSO9GAhCi1zNFRsGL/TUTkXzmF1bA7XUl0pyTB4QQe+/yg9/ErR3RDtE4lY4QU6th3B0b3GC0SjRoUVlqw+3QZxveKlzukdll34LzcIRCFlKRmyrusnDcKfZJY3oWa1qEkusPhwJgxYxotHz16NOx2exPPICIifymvseHhD/cAAFJjdHjii0OQ3I+pVQqOQqdmsf8mIvIvm8OJaqsdv/1gLxSigLQY39GgURoFyw1Tp7DvDgxBEDAmMxZf7MvHjpOlIZdE33e2Qu4QiEKOp7zLuB5xWPzeLhzKr8TslRux7KqhmDOym9zhURDqUE30G2+8EatWrWq0/MUXX8QNN9zQ6aCIiKh5Fkdd/fP3d5z2JtABQKMUoVJ0eLoLCnPsv4mI/KvWZsdPx4qQX2HG2bJabD/hW085SqOEgll06gT23YEzpkccAGBniNZF7yh+Q1Gk85R3yeoVjxqrA4vfy8bvPtwDs83R+pMponRoJDrgmtxk3bp1mDBhAgBgy5YtOH36NG666SYsWbLEu95TTz3V+SiJiAgAUGt14GxJbd39Bh27jiPRqRXsv4mI/MPmcOKRNftworim2XWGdjNByZPb1EnsuwNjTKZrEuCdJ0vhdEoQI2ifWpJaX4conCVFa/HW7ePx3DdH8dy3R7F6+2lkn2Z5F/LVoST6vn37MGrUKADA8ePHAQCJiYlITEzEvn37vOsJHHVBROQX58pq4XBKqDTbsTmnqN5ys896sXo1+iUbAx0ehQj230RE/pNTWN1iAh0AorSsh06dw747cAalRUOnUqC81objhVXoG0L71HEGNUqqrdBxUkSiDlOIAu6f0Q/jesbhvtXZLO9CjXQoif7dd9/5Ow4iImpBYaUFkiSh2mrHk18daXY9o1bJci7ULPbfRET+k32q9ZIPWia0qJPYdweOSiFieLoJW3JKsONkaUgl0VNNWpRUW3HPtD5yh0IU8ib1ScDa+y7Afe9mY3NOMRa/l43Nx4uxdPZg6NTs1yMZMy1EREHO7nDiRHE19udVYOknB1pct2eCIUBRERERRRZJkmC2OVBQacaeM2XY2UQS/aGL++GiAUkAgPgoNUusEYWYMZmuuug7ToRWXfQaq6vEY6yBV78Q+UOS0VXe5b7pfSEIwHs7TmPOv37CsYIquUMjGXW4JjoREQXGiaJq3Lc6u9nHLxuaAkiAKAqY2Ds+cIERERFFkMJKC/IrzDDbHLA5nPjvjjM+jy/6RR+M7xmPtBgdRmTEYEi3aJkiJaKOGt3DUxe9ROZI2s7pdCK3qBoA0COeA2qI/KVheZfD513lXR6/agiuGtld7vBIBkyiExEFMZvD2Wy91eVXDcWBvApM6Z8ArVIBu1OCQuQFRkRERF3BYneirMaKx9cewuH8ykaPd4/VQ60UYdKpYNSokGTUyhAlEXXGqIxYCAJworgGhZUWJBo1cofUqr1nK7y31cr2HwuwnD5RyzzlXRavzsam48W4/73d2HK8hOVdIhCzLUREQarSbMPu02W4480dTT7eO0mP8b3ioFUpoVUpIAjcCSYiIuoq/91xGjf9Z3uTCXQAGJEeg+RoLaK1KggiIICdMlGoMelU6JfkqoW+82RolHQprrZ4b/dNipIxEqLwlWTU4s1fj8fii1jeJZIxiU5EFKQKKy349nABnFLTj2tVSiQZNYhSuxLoCkGAyCw6ERFRl1jx7bEWH++TFIXkaC00SgUUEKBQsE8mCkWhVtIlr9wMAMiM18OkV8scDVH4UogCFl/UD2//ejwSojTe8i7/+/lM60+msMAkOhFRkHrm66N4/rvjzT7eL9mIjDgDhnQzQSEIEAQBnL+MiIgocFJNdSVbRHcn3Ccpigl0ohA2JtOVRN8RIiPRt+W4kv1pJp3MkRBFhonu8i4Te8ejxurAkv/uxsMf7Eate4JfCl9MohMRBSFJkvDDkcJGy3sm1E0WpFUpkGLSQqlw1V81qBVQKvi1TkRE1NVUCgE3ZWXindvHY0q/BNw3va/3MUEAdCoFNB2oTUxE8huTGQcA2He2HGZb8CfFPt59DgCQX2GWORKiyOEp73L/Rf0gCMB/d5zBlf/aiGMFTZd8o/DAPTsioiBUYbY3qm/+z2uH4eLByQDQqMpqZrwBw9NjAhIbERFRJHE6JZwuqZvke1r/RLx80xhcPbIbDBolFk7rg4sGJnsf1yhFpMbokBbDUaFEoSg9TodEowY2h4Q9Z8rlDqfNcouqO/Q8zt9A1DEKUcB9F/X1lnc5cr4Ks1b8hA93srxLuGISnYgoyJRWW/HVvjyU1ti8y5bOGoR+ydG4Z1of3DIxE6/eOtbnOaLoKudCRERE/lVptmPjsbqrw27O6oEYvRopJleiTaMQfU58C4KAbjE6qHh1GFFIEgShXkmX4K6LvvdMmff2sG4m+QIhimCe8i6T+sSj1ubAA+/vxkPvs7xLOOKeHRFRkPnxaCEe/nCv9/5fZw/CuJ7x6J9ihE6txJUjuiEjTi9jhERERJHhXFktXtmYg9//b5932dDuJgzrbkKKSQtBENAjwYA+SVEyRklE/jbanUTfeSK466L/5u2fvbfvnd6nw68jMjNE1ClJRi3euK2uvMv7O13lXY6eZ3mXcMKvSiKiICJJEn77v7oE+pR+icjqnYBBadFQK0WIAqBWikg0amSMkoiIKDKcrzDj87153vtXj+qG+CiNz9VfMXo1tCqFHOERURcZ08NVF33nqVI4nZLM0TSv/nWoF/ZL7NBrZMTreSKQyA+85V1uH49Eo6u8y+yVLO8STphEJyIKEk6nhNyiau9lXyPTY/DkL4ehb7LRu44gCBicZoJRq5IrTCIioojx8Ad7cLzQVWf4sTmD8eDM/jJHRESBMDgtGlqViLIaG3KKquQOp1kxerX3tkbZsZN5Jp2qw88losYm9k7A2kWTcUGfBJZ3CTNMohMRBYmzZbV4Z+spAIBWJeKJa4YiOVorc1RERESRqcZqx9GCuuTZBX0TkWpiv0wUCVQKEcO7xwAAdgRxSZd0d4nHngkGmSMhovoSjRq8fts4LJnRDyLLu4QNJtGJiILECz/k4OWNuQCAWL0a3Vn3nIiISDanSmp87qfH6jmJN1EEGdPDM7lo8CbRvz10HgBw2dAUmSMhooYUooBF0/virQblXT5geZeQxSQ6EVEQsNqdeGvLSe/9By/uD71aKWNEREREkau4yuK9OsxDITKBThRJxmS666IHcRLdbHMCAA6cq5A5EiJqTsPyLg++vxsPvr8bNVa73KFROzGJTkQUBI4X+tZavGxIqkyREBERRTanU8LOkyV4Y/PJ1lcmorA1KsM1Ej23qBpFVRaZo2nZyQZXzhBRcPGUd3nAXd7lg51ncOXKn1jeJcQwiU5EJDObw4mXf8zx3r9tUg/o1Jzch4iISA4niqtxx5s/+yxb+auRMkVDRHIx6VXolxwFILhHowPAjIHJcodARK1QiALund4Xb98+AYlGDY4WuMq7vL/jtNyhURsxiU5EJLPD+RX48Oez3vu3XtBTxmiIiIgil93hxJf78n2WvXfHBFzYP1GmiIhITqNDoKQLAMzPypQ7BCJqo6ze8T7lXR76YA8e/t8+WBxyR0atYRKdiEhGZpsDb9arhX77BT2RGq2VMSIiIqLIdbK4GltzS7z3b5mYiYFp0YjWqmSMiojkMibTPbnoiZJW1gy8smqr9zbnUiIKLQ3Lu6zZdQ5P7VXg6Pmq1p9MsmESnYhIJuU1Nny+Nw/vba+bnfvuab2hVPCrmYiIKNAkScJv3v4ZG44UAgDuv6gv7pzSmwl0ogg2pocrib7vbAXMtuAaJvrm1rqBOJz4mCj0eMq7vLNgApKMGuTXCrj6hS0s7xLEmKkhIpKBzeHE53vP4YH/7vYue/ji/og1aGSMioiIKHKdLavFkXojwCb0jkeqSSdjREQkt4w4PRKNGlgdTuw9Wy53OD6qzHbvbTUH4RCFrAm94vHJwgnob3LCbHPioQ/24IH/7kaN1d76kymg+E1LRCSDE0XV+MOafd77aoWIuWPTZYyIiIgoskiShNMlNSivsSG/3IzP9uR5HxuUFo0x7lrIRBS5BEGoV9IluOqi7z5T5r2tUyvkC4SIOi0+SoO7Bjpx//Q+EAXgw5/PYPbKn3DkfKXcoVE9LJxFRBQg+8+WQ4KERKMWf/yoLoE+IMWI317SH3F6tYzRERERRQ67w4kdJ0rw+NpDyIzXo8Jsww9HigAA3WN1+Mcvh7E8AhEBAEZnxuKLffnYebIEQG+5w/HakhN8ddqJqONEAVg4tRfG907Aond34VhBFWav3Ii/XjkEc8dwwF0wYBKdiKgL1VjtOF5QDUmScN2LW1Brc2B4ugm7T9ddDnrnlN4Y3M0EkQfrREREXc7hlPBx9jk88L6rpFrDEg3xBjX6JRvlCI2IAkyhEHx+NmVMD9dVKTtOlsLplIJin93hlOQOgYi6yIRe8Vh732Tc/142fjxahIc/2IMtOcV4bM4QTiIsM7Y+EVEXsdkd+N2He/DJ7jyf5fUT6GqliEsGp/ASTCIiogCQJAlvbT2JRz/e3+w6WpWCk3wTRQiV+29d1cLf/OC0aGhVIspqbMgpqkKfJPlPsj34ft28Sn++YpCMkRBRV0iI0uD1W8dh1Ybj+Oe6w/jfz2ex50w5/jVvFPqnyP8dFKm4d0hE1EXe3Xa6UQK90ToLJjCBTkREFCBrdp1tlEDvEa/3uc8yLkRUn0ohYnj3GADBUxd9za6z3tsTe8fLGAkRdRVRFHD3tD54d8EEJBk1OFZQhSv/tRH/3XEaksSrUeTAJDoRURew2p348yeNR7n9+8bR3tsLJvfE4LToQIZFREQUsQorzT6jNwHgyhFp+N/CSXj5pjGI1rou0r1rSvDUPCai4DCmh3ty0ZPBkUSvL4bzKhGFtfHu8i6T+ybAbHPi4Q/24IH/7ka1xS53aBGH5VyIiLrA0+sPN1r25DXDcPHgZPz9l8NwtqwWd17YG1oVR6ETERF1NYfDiSv/9RM8ZYQfvrg/fjmmO4waFXRqBS7sl4jVd2ThbGkNJvdNkDdYIgo6YzLjABzHziBIoucWVfvcTzFpZYqEiAKlUXmXXWex+0wZnr9hNMu7BFBQj0RfunQpBEHw+ZeSkuJ9XJIkLF26FGlpadDpdJg6dSr27/cd+WmxWHDvvfciISEBBoMBs2fPxpkzZ3zWKS0txfz582EymWAymTB//nyUlZUFYhOJKAytP5CPVRtyvPc3/nYadj86E9eO6Q5BEHDFsDTcMrEHy7hQ2GL/TUTBRJIkPPHVYZwrMwMAbhifgd9M7Y0ko9bbF6uVIgamGjG5XyIEgeVciMjXqAzXSPTcomoUVVlkjaWosu79X711rIyREFEg1S/vkhytwfHCald5l+0s7xIoQZ1EB4DBgwcjLy/P+2/v3r3ex5588kk89dRTWLlyJbZv346UlBTMmDEDlZWV3nUWL16MNWvWYPXq1di4cSOqqqpwxRVXwOFweNeZN28esrOz8eWXX+LLL79EdnY25s+fH9DtJKLwcK6sBgve2AkASDVp8fHdk9A9Vg+TTuU9KNepFbzsksIe+28iChbfHS7Aiz+4Tm7PGJSMP1w2sMlEuSAIvEKMIhZPgLfMpFehX3IUAMg+Gn1LbrH39pS+iTJGQkRyGN8rHmsXTcaF/RJd5V0+ZHmXQAn6JLpSqURKSor3X2Kiq5OQJAnPPPMMHnnkEVx99dUYMmQIXn/9ddTU1OCdd94BAJSXl+OVV17BP//5T1x00UUYOXIk3nrrLezduxdff/01AODgwYP48ssv8fLLLyMrKwtZWVl46aWX8Nlnn+Hw4cblGIiIWvLe9roDhZfmj8Hw9Bj5giGSEftvIgoW720/7b194/gMGDSsaEnUFJ4Ab9nozDgA8ifR1Yq6NI7IiZCJIlJ8lAav3TIWD13cH6IA/G/XWcxeuRGH8ytbfzJ1WNAn0Y8ePYq0tDT07NkT119/PXJyXKNIcnNzkZ+fj5kzZ3rX1Wg0mDJlCjZt2gQA2LlzJ2w2m886aWlpGDJkiHedzZs3w2QyYfz48d51JkyYAJPJ5F2HiKgtHA4nnv3mKABgVEYMhnQ3yRwRkXzYfxNRMCirseKr/ecBACPSY3BhP47aJGoOT4C3bEyme3LREyWyxlHoLiczZ0SarHEQkbw85V1W35HlU97lve2nWN6liwT1MIzx48fjjTfeQL9+/XD+/Hk89thjmDhxIvbv34/8/HwAQHJyss9zkpOTcfLkSQBAfn4+1Go1YmNjG63jeX5+fj6SkpIavXdSUpJ3neZYLBZYLHX1yCoqKgAANpsNNputnVtbx/PczrxGJGF7tR3bqn3a217fHCzw3p4+ICHi2pm/X+3TVHuFS9sFc//Nvls+bKPWsY1a1942+vf3x7y3/3x5f9jt4X+pM3+PWufPNgqndvacANdoNBg/fjyWLVuGXr16tXoC/M4772z1BPjFF1/c6gnw/v37NxlXV/Xdnteo/7MlI9Ndk/ftOVOO8upa6NXypFNe/jEXAJBTWNXm7Y+U74VI2U4gcraV29m6kd2N+HhhFh76YC9+PFaM3364F5uOFeEvswYG5dV3wfCZdvS9g68167n00ku9t4cOHYqsrCz07t0br7/+OiZMmAAAjeoZSpLU6mRADddpav22vM7y5cvxl7/8pdHydevWQa/Xt/jctli/fn2nXyOSsL3ajm3VPm1pL4cT+N12BQDX90ZK+SGsXXuoiyMLTvz9ap/67VVTUyNjJP4TzP03+275sY1axzZqXVvaqNoG/HtH3eHOiV0/4fTurowquPD3qHX+aKNw6buD+QR4V/fdQNt/F+I0CpRYgH9/sB4DYuQa6en6XttztgJr165t1zMj5XshUrYTiJxt5Xa27uoEwGQVsPaUiI9352Hz4XO4tZ8DaQY/BuhHcn6mHe27gzqJ3pDBYMDQoUNx9OhRzJkzB4CrI05NTfWuU1BQ4O3cU1JSYLVaUVpa6tOZFxQUYOLEid51zp8/3+i9CgsLG+0kNPT73/8eS5Ys8d6vqKhAeno6Zs6ciejo6A5vp81mw/r16zFjxgyoVKoOv06kYHu1HduqfdrTXgfzKmHduhkA8OTVgzF7ZLdAhBhU+PvVPk21l2dkVbgJpv6bfbd82EatYxu1rj1t9OpPJwAcAQC8f8c4jIiQeUr4e9Q6f7ZRuPTdwXwCvKv6bqD9vwvfm/dhza5zcCb0wWUz+3bqvTvqvs3rAAC/HJWGyy4b0qbnRMr3QqRsJxA528rtbJ8rAMw7UYr739+D8xUWPHNAjUevGIBfjurW6vd1oATDZ9rRvjukkugWiwUHDx7E5MmT0bNnT6SkpGD9+vUYOXIkAMBqtWLDhg144oknAACjR4+GSqXC+vXrMXfuXABAXl4e9u3bhyeffBIAkJWVhfLycmzbtg3jxo0DAGzduhXl5eXeA/XmaDQaaDSaRstVKpVffhH89TqRgu3Vdmyr9mlLe+VVWgEAvRMNuHJUOlRKRSBCC0r8/Wqf+u0Vru0WTP03+275sY1axzZqXVva6Ex5XfmHsb0irxY6f49a5482Ctc2DqYT4F3dd7fntSb1ScSaXeew7WSpbJ99Rpwep0pqMHtE93bHECnfC5GynUDkbCu3s+0m9k3C2kWTseS/u7HhSCH+8NEBbD9ZjsfmDAmq8i5yfqYdfd+gnlj0wQcfxIYNG5Cbm4utW7fil7/8JSoqKnDzzTdDEAQsXrwYy5Ytw5o1a7Bv3z7ccsst0Ov1mDdvHgDAZDLh17/+NR544AF888032LVrF2688UYMHToUF110EQBg4MCBuOSSS7BgwQJs2bIFW7ZswYIFC3DFFVc0W5ONiKihQ3muM5lpMTpoIjiBTgSw/yai4HC+wgwAWDS9j8yREIUezwnw1NRUnxPgHp4T4J4Eef0T4B6eE+CedeqfAPdo6wC2YDGhVxwAV130Kos8cyyYbQ4AQJQ2eJJhRBRc4qM0ePWWsXj4kv5QiALW7DqLWSs34lB+eFw9JZeg/tY9c+YMfvWrX6GoqAiJiYmYMGECtmzZgszMTADAww8/jNraWixcuBClpaUYP3481q1bB6PR6H2Np59+GkqlEnPnzkVtbS2mT5+O1157DQpFXZLr7bffxqJFi7yToMyePRsrV64M7MYSUciSJAkf/HwGANA3KUrmaIjkx/6biILBuTJXEr17rH9qJhOFswcffBCzZs1CRkYGCgoK8NhjjzV5Arxv377o27cvli1b1uwJ8Pj4eMTFxeHBBx9s9gT4Cy+8AAC44447QuoEePdYPdLjdDhdUovtJ0owrX/jGu9drdLsSt7H6dUBf28iCh2iKGDh1D4Y2yMO976zCzmF1bhy5U/4y+zBuG5setCUdwklQZ1EX716dYuPC4KApUuXYunSpc2uo9VqsWLFCqxYsaLZdeLi4vDWW291NEwiinBHzlfidEktFKKAmyb2kDscItmx/yYiuZXVWHHYPdpqcFrnaiYTRQKeAG+7rF7xOF1yBltyigOeRK8w21DrHokea2ASnYhaN7ZHHNbeNxn3v5eNDUcK8bv/7cWWnGI8ftXQoCrvEgrYWkREnbQttwQAMCjViMw4jnYjIiKS2/PfH4fVISHOoMagVCbRiVrDE+Btl9U7Hv/dcQZbjhcH/L2Pnq/y3o5mORciaqM4gxqv3jIWL/yQg3+sO4yPss9hz9ly/GveKAzkflKbBXVNdCKiULD7dDkAYFj3GF4SRUREJDNJkvDiDzkAgCiNkn0zEfnVhF7xAIC9Z8tRYbYF9L2dkgQA0KsV/G4jonYRRQG/mdobq++YgJRoLXIKqzHnXz9h9bZTkNzfLdQyJtGJiDqhymzz1kPnGVwiIiL5nS6p9d6+ZWKmjJEQUThKNenQI14PpwTsOFES0Pe22Z0AgIQoTUDfl4jCh6e8y9T+ibDYnfjd//Zi8XvZsk2WHEqYRCci6oRfv77De7tPIicVJSIikpMkSfhk91kAQL/kKNyU1UPegIgoLGX1do1G3xzgki6eJFeN1RHQ9yWi8BJnUOM/N4/Fby8ZAIUo4OPsc5i9YiMO5lXIHVpQYxKdiKgDJEnCgbwKbM2tG32SmcB66ERERHKpttgw+cnv8I91RwAAFw9OgVLBwx0i8j9PSZctOYEdif6XT/cDAIqqLAF9XyIKP57yLu/dMQGpJi1yilzlXd5leZdmca+SiKidzpbW4IrnNuKyZ3/0LsuI0yPVpJMxKiIiosj14g/HMfjRdThT6irlolWKuGNyL5mjIqJw5Umi7z9XjvLawNVFP1tmDth7EVFkGNMjDp8vmoxp7vIuv2d5l2YxiU5E1A4rvj2KSU98h/31LnManRmLtYsukDEqIiKiyCRJEvLKarFs7SGf5a/eOg5GnUqmqIgo3CVHa9ErwQCnBGzLDcxo9PojQ68ckRaQ9ySiyBBnUOOVm8fid5f6lnc5cI7lXepjEp2IqI3e2HwC/3RfIu7x7PUj8MFdWYjS8kCdiIgo0NbsOousv33rvX/1qG44/vil3nrFRERdZUJvT0mXwNRFf2Vjrvf2n64YFJD3JKLIIYoC7prSoLzL8z/hna0s7+LBJDoRURt8e/A8/vLpAQCARili6axBOPDXi3HliG4QBEHm6IiIiCJPeY0VS/6723v/hvEZeGruCChYB52IAiCrV2AnF917ttx7OyFKE5D3JKLIU7+8i9XuxB/W7MV9q1neBWASnYioVfnltXjg/d1wOCVoVSK+eWAKbpnUE3q1Uu7QiIiIIpLN4cTfvqwr4ZJi0uKxOUNkjIiIIs34XnEAgIP5FSirsXb5+ylF18Cdy4emdvl7EVFk85R3+b27vMsnu89hFsu7MIlORNSaJ786itIaG7rH6rD1D9PRPVYvd0hEREQRy+4E7lu9G+9uO+1d9t0DU3llGBEFVJJRiz5JUZAkYGsA6qKfLXNNnDwqM7bL34uISBQF3DmlN/57p6u8Sy7LuzCJTkTUknPVwKd78wEAD87sD5NOLXNEREREkUuSJGw6L2D9oULvsqfmDodOrZAxKiKKVIEs6XK+wgIA6Jlg6PL3IiLyGJ0Zh7WLJuMXA5K85V0Wrc5Gpdkmd2gBxyQ6EVEzThZX44k9dSVbZg5OljEaIiIi+vpgAT48UZcwXzKjHxJDZ44AAC+JSURBVK4e1V3GiIgokk3oFbjJRYsqXUn0bjG6Ln8vIqL6Yg1qvHzTGPzhMld5l093n8PslT9h/7ny1p8cRphEJyJqwOZwAgD+89NJ77KHL+nPGuhEREQy++vndXXQp/ZLxL2/6CNjNEQU6Sa466Ifyq9ESXXX1UWvsdpR6Z7ULyVa22XvQ0TUHFEUcMeFrvIuae7yLlc9vwlvbz0ZMeVdmEQnIqqnxmrH/rPl2Hi0CO9sPwMA0KlE3DA+U+bIiIiIIldFrQ1/W3sQ+e5yBn2TDHjxpjGsg05EsoqP0qB/shEAsLULR6PvP+sa7RmrVyFax4E9RCSf0Zlx+LxeeZdH1uzDve/uiojyLkyiExG5ORxOrN2Thz9+vA83vrLVu3zNbybApFPJGBkREVFkkiQJxwqqMOwv6/DvH3IAAN30ElbfPg5qJQ9liEh+ntHom7swif76ZtcVsmkxOp48JCLZNSzv8tmePMxasTHsy7twz5OICEBxlQWPfLQPD36wB/vOVniXp+ok9E6MkjEyIiKiyPX898dw0VMbfJZdkOJENE9uE1GQyOrd9XXRP9uTBwDYf66ilTWJiAKjYXmXE8U1uOr5TXhrS/iWd2ESnYgi3sG8cox+7Gus3n7au0wAMHt4Cm7t75AvMCIiogj29cHz+PtXR3yWvXDDcExMDs8DMyIKTeN6upLoR85XoajK4vfXt7vnawKAmYOS/f76RESd4SnvMt1d3uWPH4VveRcm0YkoYlWabXj5xxxc+uxGn+Vv3z4OH/wmC3+/eiiSdTIFR0REFMGe++YIbn99h/d+n0QD/vebifjFACaQiCi4xBnUGJDiqYte4vfXz68we28/f8Mov78+EVFnxRrUePnmMXjksoFQ1ivvsu9seJV34YwURBRxnE4J3xw6jwVv7PRZPiQtGq/dNg4JURoAgM0WfmdOiYiIgtlPx4pw11s7UWm2e5f98fKBuH1yLwDsm4koOGX1jseh/EpszinC5cNS/fraB90lXFJNWigVHAdJRMFJEAQsuLAXRmXG4t53fsaJ4hpcvWoT/nTFINw4PiMs5nNgEp2IIkZBhRmPf34QH+8+1+ix+y/qi/su6idDVERERFRQYcYnu89h+ReH4HC6yrX8+oKeWPSLPjDp1TJHR0TUsgm94vHqTyew+bj/66IveNM18Kd7LC+RJaLgNzozFmvvm4wH39+Nrw8W4E8f7cOWnGL87eqhMGpDe04bJtGJKCIUVVlw62vbvZPxiALQM8GASwan4KFLBsgcHRERUWSSJAm3vbYd3x0u9C4bkhaNVTeORnqcXsbIiIjabkLPeAgCcLywGgWVZiQZtX553U92n/XevmZUd7+8JhFRV4vRq/HSTWPwysZc/O2LQ/h8Tx72ny3Hynmj0D8pdPfvmEQnorD3w5FC3P9eNoqrrd5lb98+AVm942WMioiIKHJJkoRTJTWY8vfvfZZfNjQF/5o3Kiwu+SWiyGHSqzAoNRr7z1VgS04JZg9P6/Rr2h1OLHo323t/7pj0Tr8mEVGgCIKA2yd7yrvscpV3eX4T/nBZf8SE6BzxTKITUVhyOiXsO1eOp9YfwYbDhZAARGuVWHBhL9wzrQ8PzomIiAJMkiRYHU689tMJvL/zDI4VVHkfu3Z0d1w2NBVT+yeyjyaikDShVzz2n6vA5uPFfkmirztw3nv7x4enQRT53UhEoWdURiw+X3SBt7zL0k8PYmS8iAvNdsSpQqu8C5PoRBRWHE4JZpsDb2w+gSe+POxdPqVfIp64ZhhSTP65tJKIiIjaZ/PxYixavQtFVVaf5b8c3Q1/v3a4TFEREflHVq94vLIxF1tz/FMX/d1tp7y3Wd6KiEJZw/Iuu4pFzFm1Gc/fMBpDupnkDq/NmEQnorBy9Hwlvjtc4E2gKwQB/54/CjMGpcgcGRERUeQqq7Hi1te2w2J3epf9alw6bhyficEhdPBERNScsT3jIApATlE1zleYkRzducE7+eVmAMAklqAkojDgKe8yrJsRd762FadKanH185vwpysG4sYJmSFxJSKT6EHIbHUAAGqtdogKJRS8bIuoTSw2Bx54f7d38lAA+PG305AWw5nsiYiI5PTW1lM+CfT191+IvslGGSMiIvIvk06FwWkm7D1bjs3HizFnZLdOvZ7SnQeYNz7DH+EREQWFkekxeGiYA99UpeKbQ4X408f7sSWnBMuvGYpobXCXdxHlDoAaO1deCwDYebIUW3OK8fOpEhzJr8TpkhoUVJhRXmNDrdUBhzNEK/ETdZHP9pzzSaADYAKdiALC5nD6/CSiOh/sPI1/fFVXYu33lw5gAp2IwlKWe9T4Fj+UdCmudpW+SojSdPq1iIiCiUEFrJo3An+8fCCUooDP9+Zh1oqN2He2XO7QWsSR6EHI6U6O69VKOABU1jpQUmVzJc0FV3kKlUKASiFCp1YgSqOEVqWARiVCo1BArRShUYqceIQiRrXFjq25JXjg/T0+y1+/daxMERFRpHE4JJ+fROSaSHTxe9n4OPucd9mfLh+IWyb1lDEqIqKuM6FXHF78IQebO5lEL6uxoqDSAgAYkBrtj9CIiIKKp7zL6MxY3PPOLpwsrgn68i5MogcxrUoBUdH4I3I4JdgcTtgcTlTU2lFUZYXTKUGC65IvlUKAWqGATq2AQeP6qVa6EuwalQi1ggl2Cg82uwPPb8jB0+uP+Cx/eu5wZPVOQEKUWqbIiIiI6KUfc30S6ABw+bA0liokorA1tkccFKKAk8U1OFdW2+GrYnecKAUAJEdrYNIFd3kDIqLOGJkRi88XXYAH39+Drw+ex58+3o/NOcX42zXDgq68C5PoQUaSJJRUW9FSpRaFKEAhKqBVKRo9Vj/BXlZjRWGVBIdTguAZwa4UoBZdifUores1XCPXFdAomWCn4GezO/DCDzn48OezyC2q9nlMIQj41w0jcfHglKA8a0lERBTObA4nVn1/HGt2nUGl2TXQw2NoNxOuHtUNKabOTbRHRBTMjFoVhnQzYffpMmzJKcbVo7p36HVuf2MHAEClYAVeIgp/MXo1XrppNF7ZmIu/fXEIa/fmY9/ZCvxr3igM7R48E9AziR5kKmrtuOHVnVAICsTv34WEKI37nxrxURokun8mRGkQo1dBbJAobEuC3Wp3J9grJTgheZ+nUrgS7HqNawS7VqWARllXHoYJdpKD0+nEkfNV+PDnM9h8vBinSmpQYbY3Wm9Cr3g8d/0IJEXz4JyIiCgQqs12FFSaseyLQ9h7phzF1RbYGpQ06pVowMMX98dFA5PBYkdEFAkm9IrD7tNl2Hy8Y0n0/fVqAk/pl+jP0IiIglbD8i6nSmpwzapN+OMVAzE/SMq7MIkeZAoqzRAAOCQBBZUWbx20pihEAfEGT1JdXZdsN2iQaNQg3qBGjF7tvWS2tQS71e4awV5abUVBhTvBLklQKERviRi9t0SMEmqF6E2wa5RiUPxCU3ioNNvw3x2nsfLbYyitsTW7nlGrxCOXDcSkPvFIjzMEMEIiIqLIVGO14/M9efjucAHW7s1vdr30WB2WXzMME3vFcxAGEUWUrF7xeGFDx+uiX75io/f2Y3OG+CssIqKQMDIjFmsXTcaDH+zG+gPn8eeP92NLkJR3YRI9yPRNNuKT34zHjq0/QZc5HCU1dhRXWVFYZUFxlQVFVVYUVVlQWmOFwym1KdEeZ1AjwVA3gr0u4e667Um069QK6NA4wW53OGFzSLD6JNidgAQoFK4R6iqFCL1nklO1AmqF6K2/zgQ7tceX+/Jw11s/N/mYQa3AvPGZuHxoCvqnGKFT8yuMiILDv3/IxZ4cEcd+zEV6fBSSojVIMmqRFK1BnF7NJCKFPLvDid/9by8+2Hmm0WNKUcCIjBhcNDAZN4zPgDHI6lcSEQWSpy76mdJanC6pQXqcvs3Pvfk/27y3rxnVjcfRRBSRTHoVXpw/Gv/56QT+9sXBoCnvwgxUEFIqRMRpgB4pxiYnFgVcI8dLa6woqrSgqNqVWPfcdiXbLSipdiXaCystKKy0AKhs8rVEAYgzNF0yJsGgRoJRg1i9Gjp10wl2qzvJXlptxfkKMyRIgAQolSJUomu0uifBrlG5a6/XKxHDHQOqttixbv957DlThlc3nfAu7xajwy0Te2B4ugmjMmKhZE1AIgpSXx04j2OFIn48n9PoMaUoICFK406sa5Bo1CLJqKlLtBs1SI7WIiFKze85Cko/Hi3E/FfqEjtKUcBlQ1ORZNTgl6O7Y0BqtIzREREFF4NGiWHdTdh1ylUXva1J9CqLHRuOFAIARqTH4J9zR3RhlEREwU0QBPz6gp4YnRmLu9/+2Vve5ZHLB+KmLHnKuzCJHqIU7gPyhChNs+s4nBLKaqze0etF9UayF1fVJdydEryPt5Roj9WrG9Rn1yC+3qj2OENd6RgA3glObQ4JxVVW5Jeb4YQEAQKUCsFnBLvRnWD3JteZYI8oj39+EO9sO+Wz7JWbx2D6wGSZIiIiap+bJmTgx5/3w5DQDaW1dpyvMKOw0oLiaivsTgn5FWbkV5hbfA1BAOIN6roke4NEu+d2olHTZGk2oq7w3vZT+O2He733R2bE4N0FE/g7SETUgqxe8e4kegmuHZPepuccyqvw3n7z1+O6KjQiopAyIj3Gp7zLo5/sR/8UIyb0ig94LEyihzGFKCA+SoP4KA36w9jkOp5Ee3G11X2wb6mXdHcl2YvdI9qLq13rHT7f9PuJgmtGXd/kuutnvHtUe6JBA6VCbDLB7plsSqUQoHIn2KM0ChjUviPYmWAPLzaHEx9ln/Xen9w3AW/cNo6fLxGFlKtGpMFUtBe/uGgQjIa6CY5tDieKqiwoqLC4S7CZvbcLK80oqLTgfIUZRVWuvtbVB1txMK/l9zPpVI2S7IlGDZKi6yfgtYjScFePOu7rA+d9EuhLZvTDoul9ZYyIiCg0TOgVj+e/P44tOcWQJKlNxzZb3DXUJ/aOZ1ksIqJ6POVdXv3pBHKLqmVJoANMoke8+on2fslNJ9qdkoSyGpt3BHthldWnPrundIzdKaGk2oqSaivQTKJdgGtEe8Mke4I78R5vUMPgrnNtc0goqLDC7nQl2AUASneCXa0QYXAn2FWiK/1eZbHBILhGs1PwqzLbsPyLQ3h7a90I9GevG4FZw9OYQCeisKFSiEg16ZBq0rW4nsPdhxa4E+uFFRbv7YL6tystsNqdKK+1obzWhqMFVS2+rl6tQHK0a/S6K7mu9ZaVqX/bpFPxu5e8ThRVYd2B81i29pB32d+uHorrx2XIGBURUegY0yMWKoWAs2W1OF1Si4z41ku6/HSsLolORES+BEHAbRf0lDUGJtGpVaLgmpw0zqAGWki0l7sT7UXVrlrtvqPaLSiucifaa6woqbE2e+AvAIjRqxqVjIk3qBGrV8OkU8KgUaLa4oDdaYbTaQcA/HyyFBq1Gip3gt2oVXlHrWtUrslOmWCXjyS5JsJduzcPn+/Jw85TpZDclx8IAO6d3hdXjuwma4xERHJRiAIS3aPJB7ewniRJqKi147x3RHvjRHthpQUFFWZUWx2osTqQW1SN3KLqFt9frRSR6K7bntwg0Z5Y73a8gZOkhrNKsw2XPvsjzpTW+ixfOW8krhiWJlNUREShR69WYnj3GOw4WYotOcWtJtEdTgl7zpYBAC7okxCACImIqL2YRCe/EAUBsQY1Yg1qNHeRr1OSUFFr86nLXjeqvS7hbndKKK2xobTGhmMtjLCL0auQYNAg3qCC2iwiw1GEWIMWJp0SRq0KUVolVAoRkAC10j2CXSkiSuNKwrvqr9fVYVdxMje/kiQJJ4qq8ePRIny65xy2nyhttI5Jp8LIjBjMGpaKa0a3rVYgEVEkEwQBJr0KJr2q2SvIPKotdm+5mAJ3Yr2wsnFZmfJaG6x2J86W1eJsWW2Lr+mak0XdqE57w9rtCVEa9qtBrrzGhne3ncT3RwpRZbGj0mzHyeIa7+OCAKRGa/Hv+aMxrHuMfIESEYWoCb3iseNkKTbnFGPu2OaPdSRJwi2vbkO1xQEAGNLNFKgQiYioHZhED2JWuxMKOCEKAkQBIX+ZtSgIiNGrEaNXo09SVJPrSJKECrPdtz57pQVF1a6R7J5R7TaHq8RMWY0NxwoBQATyzzR6vRidCvFRrlH0sXo1YnQqROtcyYdYvRqxehX0agVU7tHqBrUCBo3SJ7muZoK9zU4VV+PFH3KgVSmw/sB5nCypaXK9MT1iMW9cBi4ZnAI96/USEXUJg0aJnholeiYYWlzPbHPUJdc9Cfd6SXZP/XbPHCnnKyw4X2Fp8TUFAYjTq33qtCcYVCjMEyDuP4+0WD0nSQ0wSZKw8VgR/vHVYdgcEo4VVMHqcDa5bqpJiy/um4xorYpXHhARdVBW73is/O4YNh9vuS76U+uP4MejRd77Sh57EhEFJWavgpCn06wy2+BUOCE5AUkCnO6pNwV3hXDXPddtEQIEwXXQqhAECILrfv0EvCgAAgSIomu5AEAUBYhBlJwXBAEmnQomnQp90HKi3TOCvbCiFsdzcmAzJKGk2uYd1W51OFFWa0NZrQ3HC5u/jD1aq/Qm2U16FWJ0Kteoer0aSUY1kqJ1MGqVMGgUiFKrfJLrkZ5gt9qd+OlYIQoqrSisNOOlH3NRXmvzWSfVpMU1o7qjX3IUEqI06JtsRKJRI1PERETUkFalQHqcHulxLV9qbnM4UVxl9Umwe0a5F9YrK1NYZfGZkPxQfmW9V1HgwxO7fV43WqtsNCGqZ6LUZM9yTpLaIU6nhOOFVdiWW4JXN51o8gq/QanRGJBqxEUDk9En0YBEowaxBvbTRESdNSojFmqFiPwKM04W16BHEye1CystWPHtMe/9u6b0CmSIRETUDjwaCUIZcXocADCqRyxEhRJOp6sUiutfg9tO122HU4Ld4YTdKcHulOB0Anan677kBBySe7kkuRLy7ufDfVuSJMCdWJcgAZIrsS54EvCoS8SLPgn6uuR9/ftdOXq+fqK9V2IUnA47TtiPoceIPhAVrl9pSZJQabajuNqCwkprk6PaC6tck7NVmO2oMNtxorjpUdMAEKVRIlavQoxejTiDCrF6DRKj1EiI1iAtWovucXrEGzTQqERv7XWNUgybUQQ1Vjt2nizFa5tOeGvfV5rtKKm2uk/m+Bre3YTeiVG4fFgqpvZPgoKj2IgozCkUgs/PcKRSiEgxaZFi0ra4ntM9/0nDOu15ZTXYc/QkFIZYFFZZvZOkuvrhqhZLuAGuSVKbqtPuKSHjSbhH4iSpVRY7tuUWY8eJUpwtq4VTklBabcPGY0VNrj84LRq/GpeB68amR/RgACKirqRTKzAiPQbbTpRgc05xk0n0sY9/7b196P8u4dVZRERBjEn0IOS5bFavVkKlUnX69TyJ9kYJeElyP9bEbUnyJu/tTidsDgkOpxMOT3Le4VpXcifwPbedkgQn0OToeQmeA1oJgue/Noyer5+Yb+voeUEQEO0u3dKzmXlZJElClcWOIndd9sIq35IxnhrtFrsTVRY7qix2nC5tvlasQa3wjmCPN6iRYNQgJVqDtBgdMuMM6Barg0mn8ibagznBLkkSPt19Dp/uycO+s+U4X2F2nXRpweS+CRiVEYtbJmZyBBsRRRxPIpIJSVc/nRDlqos+CNHe5TabDWvX5uKyy8ZDpVJ5J0n1To7aoITMeU8N93qTpJ4ormnxpDfgO0lqw0S7p4RMUrQG8QZNSJ7kLauxYu3ePHx7qAC5RdWwOyScLauFvYWOWqsU0TspCo/OGoRxPeMDGC0RUWSb0DvelUQ/XoxfjcvAsYJKpJp0KKm24tZXt3vXu2tKLybQiYiCHJPoEUAUXeVe/E2ql4x3OOuPcJd8Rs87Gox+b270vKPez9ZGzzs8NwQBcNoBAHnltRBEpc/oeVF0J96bGD0vCq7JRrvF6NA9Vtfk6HlJklBtcbiS6tUWFFVa3SPZ65LsRVUWmG1OVFsdqLbW4kwLiXa9WoE4gxoJUa6R7KkxOnSL0SHNHUN6nA6xev8e1NdaHdCqRO92mR3A53vycKSwBoPSomGxOXG2tBbF1RZsyy1Bn6QobDpejOJqq8/rxOhViNOrMWdkNwzpZkK8QY2KWhsGpkUjRqcK6pMCREQUfOpPktq3jZOk1tVsdyXdCxuUlensJKmJxqbLynT1yZGGtXIlScJbm08i1qDCoNRoKBUijhZU4n8/n8Vne/KafZ1+yVGY2j8JWqUIURQQq1ejd6IBF/RN7NL4iYioaVm94vHcN0exJacYDocTZ8vMAID7VmfjWKHrCqyZg5Lx20sGyBkmERG1AZPo1GGCIEAhAAoI8PdJ8+ZGz7uS9b6j5602O3bmAANSol3lb1oZPe+UJEjNjJ53SpK3PImrtI2LWiW4ku0x+kaj5wEJFrsTpdVWlNTYUFpjRUmVFSU1lno12l2J9hqrAzVtSLQnRKmRHK1FSrQWqSYt0mJd750ep0f3WB0MbagL+9Gus/j7V4dxtqwWvxiQBINagbzyWuw8qYC0bW+zzzvorl2rUYqY2j8JN4xPx4CUaCRFt3z5PhERUVfpyCSp9eu0F/jcdk1e3tZJUgEgzqD2Saw3TLQnGbVIim7/JKmH8yrw7LdHcTi/EhlxekiShJN5Cvx513coN9ubfZ5GKWL6wCSM7xmHeIMGPRIMGJwWHXFlbIiIgt3IjBiolSIKKi2Y8/wm7D1b7vP4q7eOxbT+STJFR0RE7cEkOgWl9oyet9lcE1l2i9W1Wv6mudHzDknyJtFbGj1vd7gS9I4Go+c1KglGjQrd4iRvYl5yusrZeAbNV5ntKK2xoLTWhtJqV7K9tNqK0lobyqqtKKmxehPtp0pqcaqk5dIxngnX0tyj2bvFun5a7Q6sP1iA97af9q7/7aGCes9uuV0vGZKCQalGXDcmHckmXavtT0REFCzaOkmq3eFEUYNJUusn2gvr1XK3OyWUVFtR0miS1MaMWqU3qZ4c7TuaPcmohSgCRZUWJEVrsf7Aebz4Q473uXWToAsAXAl0UYBPObVorRLTBybj4Yv7IzWGfTQRUbDTqhQYlRGDLTkljRLov790ABPoREQhhEl0iiiBGD3fMAFff/R8w5H0nkS+w+mEQ5JQVmNDYaXZNTKu0uKaCLXKNTGq5wC+xupwlY5pQ11Yj9nDU5ERZ4AAJ4ylR3DjnEug12pgtjmgVogQBMDmkKBWsiQLERGFP2UnJ0ltWFamoMI1h0ql2Y5Ks71eQrxt4gxqDE6LRmq0BubCU5g9ZSwm9U2CTq2AVK+8nVIUQ7KOOxFRJJvQKx5bckp8lr1w4yhcPCRVpoiIiKgjmERv4Pnnn8ff//535OXlYfDgwXjmmWcwefJkucOiEOAZPe/vP6r6CXinJKHKbEdeeS3OlZuRX27GubJa5JWbkVdei4IKCwQB6J9ixLQBSbhqRDdo6p0tcE3qdsRb27X+ZedqJQ/KiSg0se+mrtLcJKkNSZKECrPdeyK84SSpBRVmnK8ww2xzQqUUUGt1QBQEXDu6O34ztTeitK4r6Vz99ElM6ZcAlbuPFgQBKgX7aCIKP5HSf18xLA3PfH0UgKu8y5qFk2SOiIiIOoJJ9Hree+89LF68GM8//zwmTZqEF154AZdeeikOHDiAjIwMucOjCOUdPe8eeaZVKZBg1GBod5kDIyIKAuy7KRgIggCTTgWTToU+SS1PkkpERJHVf/dJisLxZZdBFMC5K4iIQhhrN9Tz1FNP4de//jVuv/12DBw4EM888wzS09OxatUquUMjIiKiJrDvJiIiCj2R1n8rRIEJdCKiEMeR6G5WqxU7d+7E7373O5/lM2fOxKZNm5p8jsVigcVi8d6vqKgA4LoU1zPZZUd4ntuZ14gkbK+2Y1u1D9urfdhe7dNUe7Ht2od9d2hhG7WObdQ6tlHr2Eat82cbsZ3br739d1f13Z7XqP8zXHE7w0+kbCu3M/wEw7Z29L2ZRHcrKiqCw+FAcnKyz/Lk5GTk5+c3+Zzly5fjL3/5S6Pl69atg16v73RM69ev7/RrRBK2V9uxrdqH7dU+bK/2qd9eNTVtmyyYXNh3hya2UevYRq1jG7WObdQ6f7QR++72a2//3dV9NxA5fy/czvATKdvK7Qw/cm5rR/tuJtEbaHiJlSRJzV529fvf/x5Llizx3q+oqEB6ejpmzpyJ6OjmJ59qjc1mw/r16zFjxgyoVKoOv06kYHu1Hduqfdhe7cP2ap+m2sszsorah313aGAbtY5t1Dq2UevYRq3zZxux7+64tvbfXdV3A5Hz98LtDD+Rsq3czvATDNva0b6bSXS3hIQEKBSKRme+CwoKGp0h99BoNNBoNI2Wq1Qqv/wi+Ot1IgXbq+3YVu3D9moftlf71G8vtlv7sO8OTWyj1rGNWsc2ah3bqHX+aCO2cfu1t//u6r7b368VzLid4SdStpXbGX7k3NaOvi8nFnVTq9UYPXp0o8sJ1q9fj4kTJ8oUFRERETWHfTcREVHoYf9NREShiCPR61myZAnmz5+PMWPGICsrCy+++CJOnTqFu+66S+7QiIiIqAnsu4mIiEIP+28iIgo1TKLXc91116G4uBh//etfkZeXhyFDhmDt2rXIzMyUOzQiIiJqAvtuIiKi0MP+m4iIQg2T6A0sXLgQCxcu7NBzJUkC0PnJZWw2G2pqalBRURExtZA6g+3Vdmyr9mF7tQ/bq32aai9P/+HpT6ht2HeHBrZR69hGrWMbtY5t1Dp/thH77o7raP/tr74biJy/F25n+ImUbeV2hp9g2NaO9t1MovtRZWUlACA9PV3mSIiIKJRVVlbCZDLJHUZEYN9NRET+wL47cNh3ExGRP7S37xYknjL3G6fTiXPnzsFoNEIQhA6/TkVFBdLT03H69GlER0f7McLwxPZqO7ZV+7C92oft1T5NtZckSaisrERaWhpEkXN/BwL77sBhG7WObdQ6tlHr2Eat82cbse8OPH/13UDk/L1wO8NPpGwrtzP8BMO2drTv5kh0PxJFEd27d/fb60VHR4f9H48/sb3ajm3VPmyv9mF7tU/D9uIotsBi3x14bKPWsY1axzZqHduodf5qI/bdgeXvvhuInL8Xbmf4iZRt5XaGH7m3tSN9N0+VExERERERERERERE1g0l0IiIiIiIiIiIiIqJmMIkehDQaDR599FFoNBq5QwkJbK+2Y1u1D9urfdhe7cP2Ci/8PFvHNmod26h1bKPWsY1axzYij0j5XeB2hp9I2VZuZ/gJ5W3lxKJERERERERERERERM3gSHQiIiIiIiIiIiIiomYwiU5ERERERERERERE1Awm0YmIiIiIiIiIiIiImsEkepB5/vnn0bNnT2i1WowePRo//vij3CEFpeXLl2Ps2LEwGo1ISkrCnDlzcPjwYbnDChnLly+HIAhYvHix3KEErbNnz+LGG29EfHw89Ho9RowYgZ07d8odVtCx2+344x//iJ49e0Kn06FXr17461//CqfTKXdoQeGHH37ArFmzkJaWBkEQ8NFHH/k8LkkSli5dirS0NOh0OkydOhX79++XJ1jqFPbfzWOf3X7sp5vGvrll7JMbYz9MLYmEvnvp0qUQBMHnX0pKitxhdVqk/G23tp233HJLo893woQJ8gTbCW3ZVwyXz7Qt2xoOn+uqVaswbNgwREdHIzo6GllZWfjiiy+8j4fq58kkehB57733sHjxYjzyyCPYtWsXJk+ejEsvvRSnTp2SO7Sgs2HDBtx9993YsmUL1q9fD7vdjpkzZ6K6ulru0ILe9u3b8eKLL2LYsGFyhxK0SktLMWnSJKhUKnzxxRc4cOAA/vnPfyImJkbu0ILOE088gX//+99YuXIlDh48iCeffBJ///vfsWLFCrlDCwrV1dUYPnw4Vq5c2eTjTz75JJ566imsXLkS27dvR0pKCmbMmIHKysoAR0qdwf67Zeyz24f9dNPYN7eOfXJj7IepOZHUdw8ePBh5eXnef3v37pU7pE6LlL/t1rYTAC655BKfz3ft2rUBjNA/2rKvGC6faVv3i0P9c+3evTv+9re/YceOHdixYwd+8Ytf4Morr/QmykP285QoaIwbN0666667fJYNGDBA+t3vfidTRKGjoKBAAiBt2LBB7lCCWmVlpdS3b19p/fr10pQpU6T77rtP7pCC0m9/+1vpggsukDuMkHD55ZdLt912m8+yq6++Wrrxxhtliih4AZDWrFnjve90OqWUlBTpb3/7m3eZ2WyWTCaT9O9//1uGCKmj2H+3D/vs5rGfbh775taxT24Z+2GqL1L67kcffVQaPny43GF0qUj52264nZIkSTfffLN05ZVXyhJPV2q4rxiun6kkNb1fHK6fa2xsrPTyyy+H9OfJkehBwmq1YufOnZg5c6bP8pkzZ2LTpk0yRRU6ysvLAQBxcXEyRxLc7r77blx++eW46KKL5A4lqH3yyScYM2YMrr32WiQlJWHkyJF46aWX5A4rKF1wwQX45ptvcOTIEQDA7t27sXHjRlx22WUyRxb8cnNzkZ+f7/O9r9FoMGXKFH7vhxD23+3HPrt57Kebx765deyT24f9cOSKtL776NGjSEtLQ8+ePXH99dcjJydH7pC6VKT9bX///fdISkpCv379sGDBAhQUFMgdUqc13FcM58+0uf3icPpcHQ4HVq9ejerqamRlZYX056mUOwByKSoqgsPhQHJyss/y5ORk5OfnyxRVaJAkCUuWLMEFF1yAIUOGyB1O0Fq9ejV+/vlnbN++Xe5Qgl5OTg5WrVqFJUuW4A9/+AO2bduGRYsWQaPR4KabbpI7vKDy29/+FuXl5RgwYAAUCgUcDgcef/xx/OpXv5I7tKDn+W5v6nv/5MmTcoREHcD+u33YZzeP/XTL2De3jn1y+7AfjlyR1HePHz8eb7zxBvr164fz58/jsccew8SJE7F//37Ex8fLHV6XiKS/7UsvvRTXXnstMjMzkZubiz/96U/4xS9+gZ07d0Kj0cgdXoc0ta8Yrp9pc/vF4fK57t27F1lZWTCbzYiKisKaNWswaNAgb6I8FD9PJtGDjCAIPvclSWq0jHzdc8892LNnDzZu3Ch3KEHr9OnTuO+++7Bu3TpotVq5wwl6TqcTY8aMwbJlywAAI0eOxP79+7Fq1SoeqDfw3nvv4a233sI777yDwYMHIzs7G4sXL0ZaWhpuvvlmucMLCfzeDw/8HNuGfXbT2E+3jn1z69gndwy/vyNXJHz2l156qff20KFDkZWVhd69e+P111/HkiVLZIys60XC53vdddd5bw8ZMgRjxoxBZmYmPv/8c1x99dUyRtZxLe0rhttn2ty2hsvn2r9/f2RnZ6OsrAwffvghbr75ZmzYsMH7eCh+niznEiQSEhKgUCganfkuKChodHaG6tx777345JNP8N1336F79+5yhxO0du7ciYKCAowePRpKpRJKpRIbNmzAc889B6VSCYfDIXeIQSU1NRWDBg3yWTZw4MCwnGiosx566CH87ne/w/XXX4+hQ4di/vz5uP/++7F8+XK5Qwt6KSkpAMDv/RDH/rvt2Gc3j/1069g3t459cvuwH45ckdx3GwwGDB06FEePHpU7lC4TyX/bqampyMzMDNnPt7l9xXD8TNuzXxyqn6tarUafPn0wZswYLF++HMOHD8ezzz4b0p8nk+hBQq1WY/To0Vi/fr3P8vXr12PixIkyRRW8JEnCPffcg//973/49ttv0bNnT7lDCmrTp0/H3r17kZ2d7f03ZswY3HDDDcjOzoZCoZA7xKAyadIkHD582GfZkSNHkJmZKVNEwaumpgai6NuVKBQKOJ1OmSIKHT179kRKSorP977VasWGDRv4vR9C2H+3jn1269hPt459c+vYJ7cP++HIFcl9t8ViwcGDB5Gamip3KF0mkv+2i4uLcfr06ZD7fFvbVwynz7Qj+8Wh+rk2JEkSLBZLSH+eLOcSRJYsWYL58+djzJgxyMrKwosvvohTp07hrrvukju0oHP33XfjnXfewccffwyj0eg9g2UymaDT6WSOLvgYjcZGtWcNBgPi4+NZk7YJ999/PyZOnIhly5Zh7ty52LZtG1588UW8+OKLcocWdGbNmoXHH38cGRkZGDx4MHbt2oWnnnoKt912m9yhBYWqqiocO3bMez83NxfZ2dmIi4tDRkYGFi9ejGXLlqFv377o27cvli1bBr1ej3nz5skYNbUX+++Wsc9uHfvp1rFvbh375MbYD1NzIqXvfvDBBzFr1ixkZGSgoKAAjz32GCoqKkK+xFOk/G23tJ1xcXFYunQprrnmGqSmpuLEiRP4wx/+gISEBFx11VUyRt1+re0rCoIQNp9pa9taVVUVFp/rH/7wB1x66aVIT09HZWUlVq9eje+//x5ffvllaH+eEgWVf/3rX1JmZqakVqulUaNGSRs2bJA7pKAEoMl/r776qtyhhYwpU6ZI9913n9xhBK1PP/1UGjJkiKTRaKQBAwZIL774otwhBaWKigrpvvvukzIyMiStViv16tVLeuSRRySLxSJ3aEHhu+++a/K76uabb5YkSZKcTqf06KOPSikpKZJGo5EuvPBCae/evfIGTR3C/rt57LM7hv10Y+ybW8Y+uTH2w9SSSOi7r7vuOik1NVVSqVRSWlqadPXVV0v79++XO6xOi5S/7Za2s6amRpo5c6aUmJgoqVQqKSMjQ7r55pulU6dOyR12u7VlXzFcPtPWtjVcPtfbbrvN+/2amJgoTZ8+XVq3bp338VD9PAVJkqSuSc8TEREREREREREREYU21kQnIiIiIiIiIiIiImoGk+hERERERERERERERM1gEp2IiIiIiIiIiIiIqBlMohMRERERERERERERNYNJdCIiIiIiIiIiIiKiZjCJTkRERERERERERETUDCbRiYiIiIiIiIiIiIiawSQ6EREREREREREREVEzmEQnIiIiIiIiIiIiImoGk+hERERERERERERERM1gEp2IiIiIiIiIiIiIqBlMohNRlyosLERKSgqWLVvmXbZ161ao1WqsW7dOxsiIiIioKW+88Qbi4+NhsVh8ll9zzTW46aabZIqKiIiIWnLixAkIgtDo39SpU+UOjSgsMIlORF0qMTER//nPf7B06VLs2LEDVVVVuPHGG7Fw4ULMnDlT7vCIiIiogWuvvRYOhwOffPKJd1lRURE+++wz3HrrrTJGRkRERM1JT09HXl6e99+uXbsQHx+PCy+8UO7QiMKCIEmSJHcQRBT+7r77bnz99dcYO3Ysdu/eje3bt0Or1codFhERETVh4cKFOHHiBNauXQsAePbZZ/Hcc8/h2LFjEARB5uiIiIioJWazGVOnTkViYiI+/vhjiCLH0BJ1FpPoRBQQtbW1GDJkCE6fPo0dO3Zg2LBhcodEREREzdi1axfGjh2LkydPolu3bhgxYgSuueYa/OlPf5I7NCIiImrFDTfcgOzsbGzZsgVGo1HucIjCAk9FEVFA5OTk4Ny5c3A6nTh58qTc4RAREVELRo4cieHDh+ONN97Azz//jL179+KWW26ROywiIiJqxWOPPYYvv/wSn3zyCRPoRH7EkehE1OWsVivGjRuHESNGYMCAAXjqqaewd+9eJCcnyx0aERERNWPVqlV4+umnMXPmTBw9ehRfffWV3CERERFRCz788EP86le/whdffIHp06fLHQ5RWGESnYi63EMPPYQPPvgAu3fvRlRUFKZNmwaj0YjPPvtM7tCIiIioGRUVFUhNTYXdbscbb7yB6667Tu6QiIiIqBn79u3D+PHjsWTJEtx9993e5Wq1GnFxcTJGRhQeWM6FiLrU999/j2eeeQZvvvkmoqOjIYoi3nzzTWzcuBGrVq2SOzwiIiJqRnR0NK655hpERUVhzpw5codDRERELdixYwdqamrw2GOPITU11fvv6quvljs0orDAkehERERERNSkGTNmYODAgXjuuefkDoWIiIiISDZMohMRERERkY+SkhKsW7cON9xwAw4cOID+/fvLHRIRERERkWyUcgdARERERETBZdSoUSgtLcUTTzzBBDoRERERRTyORCciIiIiIiIiIiIiagYnFiUiIiIiIiIiIiIiagaT6EREREREREREREREzWASnYiIiIiIiIiIiIioGUyiExERERERERERERE1g0l0IiIiIiIiIiIiIqJmMIlORERERERERERERNQMJtGJiIiIiIiIiIiIiJrBJDoRERERERERERERUTOYRCciIiIiIiIiIiIiasb/AyKEexAjjpZXAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 1500x600 with 6 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 3,figsize=(15, 6))\n", "axs = axs.flatten()\n", "\n", "for i, col in enumerate(num_features):\n", " sns.lineplot(data=train_df, x=col, y=target, ax=axs[i])\n", " axs[i].grid()\n", " \n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "f61e88c3", "metadata": { "papermill": { "duration": 0.014539, "end_time": "2023-04-28T09:02:31.319840", "exception": false, "start_time": "2023-04-28T09:02:31.305301", "status": "completed" }, "tags": [] }, "source": [ "## category_features" ] }, { "cell_type": "code", "execution_count": 12, "id": "ecd84967", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:02:31.352143Z", "iopub.status.busy": "2023-04-28T09:02:31.351026Z", "iopub.status.idle": "2023-04-28T09:02:32.534420Z", "shell.execute_reply": "2023-04-28T09:02:32.533109Z" }, "papermill": { "duration": 1.202914, "end_time": "2023-04-28T09:02:32.537494", "exception": false, "start_time": "2023-04-28T09:02:31.334580", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 1500x500 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", "axs = axs.flatten()\n", "\n", "for i, col in enumerate(cat_features):\n", " sns.boxplot(data=train_df, x=col, y=target, ax=axs[i])\n", " \n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "0ccda2a8", "metadata": { "papermill": { "duration": 0.015382, "end_time": "2023-04-28T09:02:32.568481", "exception": false, "start_time": "2023-04-28T09:02:32.553099", "status": "completed" }, "tags": [] }, "source": [ "# feature engineer" ] }, { "cell_type": "code", "execution_count": 13, "id": "5f505c37", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:02:32.602358Z", "iopub.status.busy": "2023-04-28T09:02:32.601592Z", "iopub.status.idle": "2023-04-28T09:02:32.607947Z", "shell.execute_reply": "2023-04-28T09:02:32.606884Z" }, "papermill": { "duration": 0.02639, "end_time": "2023-04-28T09:02:32.610463", "exception": false, "start_time": "2023-04-28T09:02:32.584073", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "def feature_engineer(df):\n", " drop_cols = ['y', 'z']\n", " df.drop(drop_cols, axis=1, inplace=True)\n", " df = pd.get_dummies(df)\n", " return df" ] }, { "cell_type": "code", "execution_count": 14, "id": "497e0a4d", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:02:32.644933Z", "iopub.status.busy": "2023-04-28T09:02:32.644498Z", "iopub.status.idle": "2023-04-28T09:02:32.759582Z", "shell.execute_reply": "2023-04-28T09:02:32.758468Z" }, "papermill": { "duration": 0.135924, "end_time": "2023-04-28T09:02:32.762596", "exception": false, "start_time": "2023-04-28T09:02:32.626672", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "train_df = feature_engineer(train_df)" ] }, { "cell_type": "markdown", "id": "7692e354", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T03:49:53.656189Z", "iopub.status.busy": "2023-04-28T03:49:53.655749Z", "iopub.status.idle": "2023-04-28T03:49:53.675672Z", "shell.execute_reply": "2023-04-28T03:49:53.673747Z", "shell.execute_reply.started": "2023-04-28T03:49:53.656152Z" }, "papermill": { "duration": 0.015524, "end_time": "2023-04-28T09:02:32.793924", "exception": false, "start_time": "2023-04-28T09:02:32.778400", "status": "completed" }, "tags": [] }, "source": [ "# linear_model" ] }, { "cell_type": "code", "execution_count": 15, "id": "fce2a6f4", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:02:32.828660Z", "iopub.status.busy": "2023-04-28T09:02:32.828216Z", "iopub.status.idle": "2023-04-28T09:02:33.894964Z", "shell.execute_reply": "2023-04-28T09:02:33.893466Z" }, "papermill": { "duration": 1.089442, "end_time": "2023-04-28T09:02:33.899257", "exception": false, "start_time": "2023-04-28T09:02:32.809815", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array([0.98344378, 0.98275944, 0.9820022 , 0.98337806, 0.98080995])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = LinearRegression()\n", "X = train_df.drop(target, axis=1)\n", "y = np.log(train_df[target])\n", "cross_val_score(model, X, y)" ] }, { "cell_type": "markdown", "id": "abcb4e37", "metadata": { "papermill": { "duration": 0.040057, "end_time": "2023-04-28T09:02:33.979027", "exception": false, "start_time": "2023-04-28T09:02:33.938970", "status": "completed" }, "tags": [] }, "source": [ "# residual analysis " ] }, { "cell_type": "code", "execution_count": 16, "id": "93b5f5c3", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:02:34.029606Z", "iopub.status.busy": "2023-04-28T09:02:34.029180Z", "iopub.status.idle": "2023-04-28T09:02:34.272372Z", "shell.execute_reply": "2023-04-28T09:02:34.270394Z" }, "papermill": { "duration": 0.265898, "end_time": "2023-04-28T09:02:34.277244", "exception": false, "start_time": "2023-04-28T09:02:34.011346", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "model.fit(X, y)\n", "y_fit = model.predict(X)\n", "residual = y_fit - y" ] }, { "cell_type": "code", "execution_count": 17, "id": "16519af8", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:02:34.359500Z", "iopub.status.busy": "2023-04-28T09:02:34.358609Z", "iopub.status.idle": "2023-04-28T09:02:38.330601Z", "shell.execute_reply": "2023-04-28T09:02:38.329424Z" }, "papermill": { "duration": 4.017051, "end_time": "2023-04-28T09:02:38.333377", "exception": false, "start_time": "2023-04-28T09:02:34.316326", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "sns.histplot(residual, ax=ax, stat='probability')\n", "ax.set_title(f'mean: {round(residual.mean(), 2)}, std: {round(residual.std(),2)}')\n", "ax.grid()" ] }, { "cell_type": "markdown", "id": "d11db6ca", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T07:52:14.990267Z", "iopub.status.busy": "2023-04-28T07:52:14.989822Z", "iopub.status.idle": "2023-04-28T07:52:15.011480Z", "shell.execute_reply": "2023-04-28T07:52:15.008999Z", "shell.execute_reply.started": "2023-04-28T07:52:14.990225Z" }, "papermill": { "duration": 0.016314, "end_time": "2023-04-28T09:02:38.366363", "exception": false, "start_time": "2023-04-28T09:02:38.350049", "status": "completed" }, "tags": [] }, "source": [ "# oof" ] }, { "cell_type": "code", "execution_count": 18, "id": "cb5846ab", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:02:38.401568Z", "iopub.status.busy": "2023-04-28T09:02:38.401144Z", "iopub.status.idle": "2023-04-28T09:02:39.398905Z", "shell.execute_reply": "2023-04-28T09:02:39.397079Z" }, "papermill": { "duration": 1.020417, "end_time": "2023-04-28T09:02:39.403416", "exception": false, "start_time": "2023-04-28T09:02:38.382999", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "oof = np.zeros_like(y)\n", "\n", "kf = KFold(5, shuffle=False)\n", "\n", "\n", "for i, (train_idx, val_idx) in enumerate(kf.split(X, y)):\n", " X_train = X.iloc[train_idx]\n", " y_train = y.iloc[train_idx]\n", " X_val = X.iloc[val_idx]\n", " y_val = y.iloc[val_idx]\n", " \n", " model.fit(X_train, y_train)\n", " y_val_pred = model.predict(X_val)\n", " oof[val_idx] = y_val_pred\n", "# print(metrics.r2_score(y_val, y_val_pred))" ] }, { "cell_type": "code", "execution_count": 19, "id": "42f4d3ad", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:02:39.486902Z", "iopub.status.busy": "2023-04-28T09:02:39.486127Z", "iopub.status.idle": "2023-04-28T09:02:41.820907Z", "shell.execute_reply": "2023-04-28T09:02:41.819561Z" }, "papermill": { "duration": 2.380945, "end_time": "2023-04-28T09:02:41.824374", "exception": false, "start_time": "2023-04-28T09:02:39.443429", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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jnlWVxc7e47UUl1WG9M2Jdv31e8pRyqUYDTpsTnfUe9QHVG0JBK0RkdISCASCVszZzrNqKh0WeH2NUkZhfmaQKdnjgdsKuqOQRf/7WPh3BK0dIXgEAoGgFXM286wC01WNxcx+Ux0yqYTEGO/zNUoZz0/K47UNpSwvKvWfW15ro2uS1yd0Re+OfL7reMh9CsSYCUEbQAgegUAgaMX45ll93RChCRQuAG6PhyqLPax/xpeuChQzgRVWBVl6Fl/Thyt6dyQ7JYHXNpRSXGYOf65Bz7wJObg9HtbtPuF/3GjQceelBupsTuHhEbRqhOARCASCVoxvntWD72xl8/7KsGIkUsWWL11VmJ/JaxtKQyqs1u8p5+H3t/HA1dnUWJ0sXVfCrJGG8OeWlLNg1Q4WTezDn69yU2N1EK+Wc7TayqyVW3j+xjxiVXIhegStFiF4BAKBoJXjm2dltjh49P1tIWLEV7G1ZFJekOAIrLAKFEiBbCgxUV5rRy6VNHnu+hITh8xWpry6yf9YQZaeZ67vT63dSXlt+EiTQNAaEIJHIBC0S851o77zTaJG6U1RNTHaIfA1+tJhTVVYWR0uVHKvKbmpc6vqg03SPjP03HG9RadlQatGCB6BQNDuONeN+lqK063Y8qXDfi2vi/q8rkkxSJBQkKX3C59o5y6fdnHQSIn1e8pxeSAhRlRqCVovog+PQCBoV5zrRn0tyZlUbKVqY+jRMY6CLH3Y5xQY9LjcHirq7Mwdl8OxaitGgy7suUaDjk93HqPw9e8pLvP6iTRKGQDV9Q40CtlpviKB4PwhBI9AIGhXNEejvtaKL0UVjhFRSsM7Jah58rp+Ic/NN+iYauzGlFc3MfW176ios9FVG8Oia/qECCSjQcd0YybLi0oBr/fntQ3e8nUApUxGvUM0HxS0XkRKSyAQtCvOtlFfa6ZxxVZgeXpakibqcyXA6L4pTB3ejQS1AoVMilQKx2ts/Ou2YdhdLjweSE9Wc6zGyvh+Kdx/dS8sNhf1dhcujweJRMIz1/cPmpJeaMzEaNAhk0qwCMEjaMUIwSMQCNoVZ9Oory3gq9iqtDiY8/62iOXpgabtWJUcp8tNcqwSqURCxwQVT3y8i16dE7i8d0eOV1vRapTEq2UcqbYikUDPzglYGnrr6OKUlNfaiFXJqbW6iFfLyTfoGJyRjNvjYboxk3qHE5lE0oI7IxBERwgegUDQrmjcqC+QaGmftkKVxc7xGhtlFRam53enf3qS3zz89Z5y5n2wnXnjc3novW1Bqb2R2R2454qeVNTZOWKu5/6rs5n7/nae+3yP/5wCg575E3I5WGnh7e/2cfcVPdlxqIrslASWrCsJKofPN+iYPyEXhUTCTcu/44nr+tEhUXVe90IgOB2E4BEIBO2KwLTP142qtJ68rl+bLk0PV31mNOhYcetQzHV2LA4XnRLUrN9zgl1Hqpk10sDA9CQUMgkd4lQUl1WyaM0uCvMzKS6rDNtccO6q7fzxiizuvbIXj3+8iwdH9+bh90J7/xSVmJi/agd/ubYvSyb15/Pd5Yzrl3Je9kEgOBNaVPB8/fXXPP300/zwww8cOXKE9957j4kTJ/qPezweFixYwMsvv0xlZSVDhgzhhRdeIDc3t+UWLRAIWj2+tE95rb2hI7ACfVzb7sMTqfpsQ4kJCbsZkJ7E0nUlaJQy5o/P4Z8zhnDIXA/AptIKlheVclG6lqWT85AiYXlRKbNGGoIGhfp8ORqlnAOV9fz2ojTq7K4QseOjqMREnd1FUqya7/aVRzRUCwStgRYVPHV1dfTv35/p06dz3XXXhRx/6qmnePbZZ3n99dfp2bMnixcv5sorr+Tnn38mPj6+BVYsEAjaComati1wGhOt+qyoxMR0Y6Z/ZtbrG0q5/51t/uNGg47nJ+Vx18pi2PAr8ybk8N7M4SxevTPIA+Q7z+3xUFXvIC05hpr6Jkzg9Q4eW7OTp68fIKq0BK2aFhU8o0ePZvTo0WGPeTwennvuOR555BF+85vfAPDGG2/QqVMnVqxYwe23334+lyoQCAQtSqTqM98w0c4Jat6YPhin282A9CS2lJmx2L0CxBehKczPZOm6Eiw2F09+sjskclNcZmZsXytdtDHoYpUopFISNdG7lyTEKLg4M5kj5nq6tOGmjoL2T6v18JSWlnL06FGuuuoq/2MqlYpLLrmEjRs3RhQ8NpsNm83m/3d1dTUADocDh6PtlqOeC3z7IfYlFLE3kRF7E5lzuTdqKahknqDHNAoZT/22L//ctJ9XvjppPh7aPZn/u6Ev9/93q79UfHNpOdOHpqGSeXC7nGwuLUclC3+tBatORofmj8/lsqxkNu4LTWsN656MHDeX99Qhl0motdpwOEKjauI9ExmxN5Fp7j2ReDweT9OnnXskEkmQh2fjxo0YjUYOHTpEamqq/7zbbruN/fv3s3bt2rDXmT9/PgsWLAh5fMWKFWg00ftUCAQCgUAgaB1YLBYmT55MVVUVCQkJZ329Vhvh8SFp1NfB09D8KhIPPfQQ9957r//f1dXVpKWlcdlll6HThW+XfqHicDj47LPPuPLKK1Eo2nZvkuZG7E1kxN5E5lzszfEaG4++t5XfDU5HJpHwz0372Xqgiqd+248Vm/azcV8F4I3Q3DeqF7ldEjhktqKSSdHFKZn+2vf+KM8Lk/L4x6b9zL7MwNd7yunXJRGby4NaLiVeLefm5d/5r3XzsAz/8TiFjK7JGhav2eG/H3gjSTcNyeA/mw8wbXgmneJVpOtjz8u+tBfE3kTGZApvlj9TWq3g6dy5MwBHjx4lJeVkqePx48fp1KlTxOepVCpUqtBeEAqFQryZIiD2JjJibyIj9iYyp7s3gU0CE2MUDQ3+nFRa7MQoZOSm6VArlMxcsYXC/Ez+NCqHpz/ZzfqSSkCCRinj6d/l8dqGUh7+YJf/ugUGHU//biB3rSwmL13L8Ton04wGFAolPxyo5tUNZf5uzW5kvHTzYLYeNNO/q5Z/fPsrbomMvDQtCbFK5q/e5b+fj6/2VOL0SMlLT+KFr0tZOKFP1Nct3jOREXsTSnPvR6sVPJmZmXTu3JnPPvuMvLw8AOx2O1999RVPPvlkC69OIBAIzoxAcZMQo0AtlzJv1Q4+33XcX2X12obSIENxQZae3w7syvDuOpYXlXJZrw6sDzhemJ8Z8hyA9SUm3MCcsTkM7ZFM8X4zHjw8s3Y3xWVm/70CK7UKDDqGdddx89BuvFq0j6XrSlg2dVDQ/QLZUGKi0Og1Q1udokpL0HppUcFTW1tLScnJX7TS0lJ+/PFHkpOTSU9P55577uGxxx4jKyuLrKwsHnvsMTQaDZMnT27BVQsEAsGZEa5xYL5BxzRjJhv3miILlz3lzHl/G/Mn9MHudFFpCTZz5qVpo/bVeWRMDsvX76OwoDuHzVbWl5iYNdIQUSSBd+6W75jN6Y76unzHLTYheAStlxYVPJs3b+ayyy7z/9vnvZk6dSqvv/46999/P/X19cycOdPfePDTTz8VPXgEAkGbI1LjwKISEx7wp5YCoy2BrC8xcaDCwpGqegakJ/HilIF+UeOBsNEaX1+dOpuDW0f04JH3tjF5aAYAAxsaFUa61/2jezNrpIHlRaWo5NFL033H49WtNmkgELSs4Ln00kuJViQmkUiYP38+8+fPP3+LEggEgnNAtMaBvrRQtEiKRikjRavmlaJ9PPTedv/jBQYd1+V1Yb/Jwoz87uQFzNbyRWgWXpOLxe7igdG98dV8yKXRB30eqLBQXFbJ85Py2HaoCqNBF7bjstGgo/iAmYIsPRqlLMyVBILWgZDjAoFAcB6I1DjQh83pjhpJKczPZPHqnWFTUI9+sN0vdB4d25t/3T6Ug5X1qOQyth40I0XCojU72NCQyjIadCTFRjeEquRS/70GZyYz3ZgJEHR/o0HHdGMmb28qY+64HOqFh0fQihGCRyAQCM4DCeqmBUbxATMFBl1Yg/Dw7rqIKagNJSYeHpPN+H4pLF69k4cbRYDG9Uvh4THZVNe7iFfLuWZAKg6Hu8moje/ahcZMZq8s5rYR3bl/VDYOl5tYlffro97u5JFxvTlWVY9cFj31JRC0JELwCAQCwXlAH6dkRJY+aIK7jwKDno7xahQyCXPG57Lowx1BoueK7I4omhATdqeHxz4NHwGav2qHf7io736LJ/bhjhE9gPBRm7tWFvsf86XahmQm88za3UFryzfoWHRNHw5X2chL157ibggE5x8heAQCQbujcem3PrblB4kmapQ8/pu+HKq0oI1V4XR7qKl3EKeWo5RLKXzte7rpYxnXL5VLe3Xk0XE5HKysJ0mjQK2QhVRmNUYuk0Sdau5LSQGsLynnkfe3sfCaPlzcLZmHx2Rjd3qQyyRU1jlwuT0U5mf6vUCZOg2f3F3Awcp6Jg3JYHp+d38FWFGJibkf7GD+hBzsTVRzCQQtiRA8AoGgXRGu9HtElp4nrutHagsOtzxsruexj3Zx1+U9WfDhjiBxkm/Q8erUi5ny6rc8++nPPHB1Ngs/3MEDo3vjcLn5y0e7yEtPipqCqqxr2iMUSFGJiXq7i+E9knG64f99+jNFgb1/DHpW3DqU/24uQ6WQ8ch724IiO4ET2NeXlONweaixOc90ewSCc44QPAKBoN0QqfT76z3lPPjOVpZMymuRSI9vXdOGd2Ph6h0hoqWoxMSi1Tt49ob+dE6M4UBlPZ/vPsEfr+qJx+ON3PgaBUL4FJTTHX0sYjhD9P4KC1X1Dj7aejhI7IA3CuTBw+PX9uXB97aFrHlDiQkp8K/bhrF251HqbE5RpSVo1QiHmUDQhqmy2Nl7vJbiskr2nqilymJv6SW1KNFKv7/eU055bcvsj9niYNrwbqQkxkRNO3WIV7Powx1U1XujNXanh7qGqInF7moYEZHEsqmDeOmmgXx8TwGFxkykEglJGgUFBn3YaweakANRyaV0jFdF7KJcVGKi2uqMuOb1JSaO11gpLqskKVZJjEIIHkHrRUR4BII2SmtN3bQkTZV+10Q53hy+n+p6r6D66UAlcRo1MokEhVSCud6J3eXGg8ffzM9iDy3hrql38EOZmfuuzmbZ1EGo5BJilCeruyx2l994rFHKWHnrUF7b4PXR+MZSePAERWt8nZwDTchwUgTlpESfQl1tjZ6msjndbCgxMW/VDv4ysU/0DRIIWhAheASCNkhrTd20NE2VfsdHOH464jGSMDpsrueRd7cyUQdTln2HzSWhwKBn5mU9mPHGZr/ACfS+BIoejVKGPl7Fv28fRp3NSao2BrVcytaD3qZ+jX/WhfmZPL12N1vKzP6REk63hweu7s2f3R6cbjdut4dOiWoWfrgj6F75Bh1zx+cy+ZVveeq3/ZvYs+hfE75U2fo95dQ7RB8eQetFCB6BoA1yKqmbC1HwRCv9HpGlRx8XuienIx4jCaPHf9OXB9/dxnf7TEzUnbzGD2WVlJbX8WbhYI7X2PyjIFZs2k9hfmZQtGbZ1EE8tmYn2amJ5KVpMdc7SE+KoVfnBGaPjGHmpT3YsNfkjw4NaxgkGmmkxPzxuRyqrGfBhzvISU1k8pAMf3PD4gNmnvh4FzcOTsfj8ZBv0IV4eMArjNweT0SzdIFBH5Qqq2kiGiQQtCRC8AgEbZCzSd20ZxI1Sp64rh8PvrM1SPSMyNLz5HX9worAUxWP0YTRfpOF9XvKUQVYWAInnwc2AvSZjOWSk6Md5o/P4Z/f/MrsK3ryzCe7efu7Ml6dejGPfbQryF9TkKXnvZnDOWK2+kvHww0A3VBiYuGHO5g3IZd1u0+wbveJsK9vypAM5FIp04yZKOVSchrEls3pRqtREKeSY3M4w3ZZzjfo+POoXkx65Vv/Y75mhAJBa0S8OwWCNsiZpm4uBFK1MSyZlEd5rZ0aq4N4tQJ9XKgfx5eaMtXZWT7tYn9fmcbeGp94DBRGGqXMP+zT5nQjDTOXKpoYAZgzNoeVtw4lIUaGXCqld0oiT32yix/KzLx921Ce/GR32Knpi1bvZEB6EgPTk5ocNmpzBJeiN1535wQVFrubP7z1I69OvZj/t3Z3SKRo4YQ+vLZhN3npSf55X4kxCuLVcgpf/96/X/kGHeomhowKBC2JEDwCQRvkTFI3FxKJmuiG43CpqUjeGp949EXVAiM3PnGwbOqgkHtEEyMbSkw43G4mvfIts0YauCqnE263V6Tcc0UWNVEqo4pKTMy81HBKfpm6Rh6hxuueNdLAsO46bhycztNrQwXWhhIT8z/cwaKJudRYXdRZnXTRKig+YGbR6p1BvqRpxkxsLtF4UNB6EXJcIGiD+FI3I7KCy5CjpW4EXiKlpjaUmHhtQymF+Sc7EgeKR19ULVzkpviAGaNBF3S9aJPPAax2N6tn5zOmT2ckErA6XGiUMi7v3dFflh4JpVxKpj6WLknRq/HiVHLyG9YVbt15aVq+2WdiWPfwHh1oMCPb3VTU2inaW85NyzaRm5rAkkl5LJs6iP/eMYy89CTuWllMrfDwCFoxQvAIBG0UX+rmi3sv4f2Zw/ni3ktYMimPlAu0JP1UiebZ2VBiYmB6EhAqHn1Rtbw0bYg4ePu7MuaOy2VY92T/Y9EmnwPU2Jzc8PdvqLE6qaxzoFF5003Hq21NPjdGIWPeB9v5YtcxCrLC994pMOjxeDz8eVQ2+QZd2HXbnG6WF5Uik4Sm5AI5bK7n+/0VFJdVsmRSHl/+fJzXN5SSlqxhw95yfyqwqYougaAlEe9OgaAN01TqRhBKVX305oPxajlf3HtJiO/HF1XbdaQaCPbDKGRSKi02bhqSQd3eE7w27WI6a2PDlpODd4J5hzgVSybl4fZ4cHu8XZKHdddhdbj8EaOwlVFZemIUMu67OhuL3cXI7E78WFbJojW7/CmmAoOO6fndOFJtJSVBzcNjcqixOkK8Siq5FIvdheUU0mO+FJ1UIuGBUdk4XB4mvrCBvHQtz0/K4+3vyogXjQcFrRgheAQCwQWFRhn9Yy9eJadHx7iwx1K1Mf4RCuHKwS/LSmKiHt7YUMr6fWaWTvaOgmjsFZpqzOR3L3/DRelJ3Hd1L5I0ErYdrCJdF0vxATM7D1eFrYwqyNIzb3wOiz/aGVR5VZCl5/07jZSW15GqVfP1LyeQSSSkatUcqqxHIpH4hc5FGUm8P9PIrBVbAHjrliG43B5W3jokqOw9cL2BDQrX7yln2nCr/3VvKDEhAf4ysS/CwSNozQjBIxAILiikUknUIZyyMBVXgXSMVzFnXE7YCqyN+yqYqIdeKQms32dGAjw8pjc1VgcapRy3x8OXPx/3G6PXl5TDWrjncgMDuyVhd3r8vXVWbNofVBmVmhiD1enksY92hZSZr99TzqIPd3Lf1b2wOVyM7ZvKnPcjD/tcuHoHr04dxEONZmTlNzJu+0ro71pZzJKGOV4QfhBpjc3Z5N4JBC2JEDwCgeCCQi6VhI2e+L7cG39pB3ZWToxRoJJJ6dclkYfe3RZ0nkYp4xZjOlj3MLy7jnED0lj04Y4Q0eG7t48f9lcSo5TjcHlwujxclOE1AAeWj3eMVwFQZ3NF7KmzvqScGbWZJMcpeeT98MM+AX/Dw4OV9WGHmEqQ8NYtQ6ios1N8wNwwv0sb1GAwnMeo0mJv0nskELQkQvAIBIILiliVnFiljNtH9OCh0b1xuNxUWRxsLqvkX9+V8cz13lELVRY7R6utHAxICWmUUjrFq8lOSeDFKQNRK2RsPWhGKZdwRe/OPL56Gz30sHGfiR8ORO7B4xMdvtTY4w0NBjVKGS9MHsiYPp3pmKDG5nSjVsiIVcooq6zH1cRE9KRYZdSS9g0lJgobBJc5QiXY+pJyphm7MeONzQBBUR7fv8MNIo1VyokR09IFrRgheAQCwQVDpP47042Z/HykmkfG5lBWUUe8xcGc97d7U04NjMzuwJxxOcx9fzvr/7PV/3iBQc8jY3uz6MMdfFfqTWn165LI81+Whl1DoOgIVyruwcOabUeCRj0UZOmZMzaHw+b6iK9No5Shkks5ZI5e0u5LR0WLxsSrFfz79qHEKuUcrbbywDtbsdhdEQeRFmTpiVfLReNBQatGCB6B4AxpjunagvNHtP47UomEOy8zMOb59RTmZ1JcVhkSJclJTeTR97eHdj8uKaeizs76EpN/tITNFT0So5BLWTZ1ELFKubdjcnoSy4u8PYCWFYVGhrwdlndw50hDRP/Ro2N7c8hc32RaSSWXUpClDxul8VFjdfgjPAVZet6+bRhOtxulVMpjH+8KMjUXGHQsnJBLhcVOTKwq6r0FgpZECB6B4Aw4nenagpO0pEiM1n9n/Z5yphszsdhdDExP8qebAn00acmaiJ2TG6eHVLLo5l2ZRMLvGwQFnDQUy6WSqKMiHhmXw+zLDAAUl5n96wNvBdlhc33UknajQcfxGhsPjc7mmU9/Dnufximr9XvKmbdqO3PG5vDhtsP06ZLIpMHpAHTRxrDzSBXrdh9naA8d8ZoLd6SJoPUj4o8CwWnS1HTtKkv0Pi8XKofN9cxaWczlz37FtS9u5PL/9xWzVxZHTdM0J9H672iUMlIS1ayenU+cUsZr0y7mX7cNIz2gk3GdLXwXYY1S5jcV+9h6qCqk87KPfIOOb/aFente21DaZMl8rdXJYXM9D43OZvXsfH4qq2TGG5uZ8cZmSsvrgkraG9+/wKBn0TV9kEvg98u/Y/KQjDDneNN7y4uC03EbSkx4gJHZHenZKR61QkaHeBXPf/ELfbto2by/ArVcJiKcglaNiPAIBKfJqU7XFpykKZG4ZFLeOd+zSGLCZxx+bM3O4MnkBj0zL+vhT+386/ahEZ/7y7EajAYdm0u9r+8f3+zn6d8NBEL76Ewd3i3IAxMYSYptwvRrc7rZZ7Kwz2QJSbup5NKIJe3aGAVdkmI4aLJw3zve6jJfJZjvHJVcSod4FTe+/G3IAFWAGqsTl9uDSi7lm30n+/VUW508MiaHJoJaAkGLIwSPQHCa+IZIRqKmieMXIq1BJEbqvxNpqvn6knLcePyztbYdrAp5vu+5xWVmnp+Uh1LiBk5gcbi4a2Uxj47tzYOjszlYWY82RoFWo+S6lzb6BUXjBoazRhooMOiDzNI+jA2RIV8Kq3Hqq/iAmbx0LQ++s5Xl0y6mxuqkqt6BSi5l4z4Tuw9Xcd/V2WiUMm93Zbsr5BovThkYVuz41nqs2uoXgD6KSky48bClrJIYlZxOCeoIPwGBoGURgkcgOE18QyQjEd/E8fNJazFWtwaRGKn/zrDuuqhTzX0VVbNXFvP8pDyk4I8EBU5Ef/CdrbxVOIjd35/g2RsGoFZ6p4ovXrMLgOcn5eHx2IMERWF+Jis27efibsn88YqeON0exvVLoXh/uFERmcxaUewvm2+ML7pzvNrKk5+ETj4HsDk9/pL4cGhjwr938w06am1Odh+tZtZIg9/XpFbI2FJWidXh4rGPd/PP1EQheAStFiF4BILTxDdE8uswEYvA6dotTWsyVrcGkaiLVfL4R7sYnJnMA1dnA2CxuZA20R04sKvwjsNVzJuQy36TBZvTTWxDmkyjlPHEdf04XOn1I6lkEmxONxelJ5E3SUunBBVPfrybi7olU2DQ+QXToPQkBqZrea2olOc+3+O/T4FBx/t3GjleYyUxRoHH4xVst43oTqxSjtMdOsTBYvdGld4sHMzD720P+1rWl5Rzx6U9wgqefIOODvEq8g26oJL4fIOO+RP6UGWxkZ/Vgac+2R30fKNBxzX9U7l5WAbVYlq6oBUjBI9AcJr4hkg++M7WINHTeLp2S9IaPDOBnEuReKpRrESNkoXX9GF/hSUoArJs6qCo11crZHSMU/Gv24dyvNqG3emmQ7yKI1VWYhumgxfmZ/LODwe493IDO4E7VxZjc3mFVL5Bx9zxuew6WsOtBT0Y3z+F7/ZV0DFBTacENY99FOwdAm8EadGHOxndt3OQeCkw6LhmQCqf7TwaNj1nsbuoitBQ0IdKLg0rahZN7MPhynoeHZuDB6iudxCvVqCQS/h05xHsTg8//FoRtpniwg93cN/V2Shlog5G0HoRgkcgOANStTEsmZRHea2dGqv3i6HxdO2WpDV4ZgJpSiQC7D1ee9qpt9ONYmmUMl5YV+L/0tY0mIQj+WYKDDoydRrmfrA97IiIdbuPkW/QMSQjmWv6p7J49TZ+ow++RlGDeHnyun4cra5HpZDy0bYjrC8xsWzqoBCx48PX8Tj4MRNz3t/O/Al9MHSMB0LHY3RMiN4Lp9bmZLoxkwdGZ1NrdZGgliOVSqi1OoiPUbB625GQAaLgFYaBUajG67pf4u30LBC0VoTgEQjOkERN6xE4jWkNnpnGRBKJFruLWSuLTzv1diZRrPJau1/Y+AzDb23az1RjN9x4QiqqHhqdzaKA6q3AiiqAAkMHrsjuRJxKRqXFybf7KkIED3jFy0NjepOh07Bg1cn5Wo2HcDYm3PGiEhM2hwtdrJIHrs7G7YYamwO7003xATO7D1dTkKUPK3jzDTo276/0p6TCDQeN5O9paq1Wh1v4dwStGiF4BIJ2SGvwzISjsUissti5/wxTb2cSxQrsxRNYnfXtvgp/ibZGKUchk7DfVIdcJmHKkAx+e1EasUo5iRoFT68N9rA8e31/+nVNxFRni/raj1R5/T3rG5WSRyPS8WqrE4vd6a+YWjZ1EDPe2IzRoOOi9CSmG7vh9nhCoj/3jcqmss7Ov28fSq3NxZaySv9kdI1STqxKFlEsJUYwNPuIZHgWCFoLQvAIBO2QtmKsPpvU26lGsXwen0qLnViVnD9emYVcKuGyXp3I76HnwauzAQnrfj7G7IZIh1IqpW9XbdC08z9emUWHOBWFxkymDMlArZCx7ZCZfmmJLFi1g2mNpqCHw+4KjpJE64pcYNCTHKtk+bSL2VJWGZRmilPLqAxocBmnkrNs6iCKD5i5c8UWgKAeO12TYvh05zEmvfIteela8hq6SQfiFVDf88GdRhZ+uDMoxWc06IhXy6OuVSMGhwpaOULwCATtkOYwVp+PkvazSb2dShSrscdHH6fknzOGUFFn51dTHWqFjKK95ew8XMWtBd3p10XL1kNmxvVNYX5A6kkfp2RCv1SOVFtxujx0SlCjlEtJSVRjc7hZX2Kif3oSQ7snAydC1lJg0NNNp8HRaNq5r5Qcgr04+QYdU43dmPLqJix2l3/0xF0rixmYruV4tS0o+pMQo+B3L38bdO1AQbNs6iCWriuJOPzTN05iYLoWhUzC0B7J/OHSHijkUqrrHRQfMFP4+vc80eC3Ckr9GXRMz+/G/FU7eOb6/q02zSsQCMEjEESh9EQddU5PmxwOejbG6mhm4A6xzfexcTapt6aiWHFqOX/+z0/+16BRynh16sUsWrMzJNUz3ZjJsvX7uPeqXgyQaJFKJEwzZjJpSAaxSjkpWnWIcdknHhwNUZvlRaX83w19sewNFjwFWXrmjc/F5nQRo5AFVUj5SslvG9Gdh0f3pqregQf4Zp/Jn2qCkwJjztjeXNQtmb9+9jM9GkzLBQYdR6rqI0dfsvR0TlTz+vSLSY5V8tznvwQZkn2v/+3vylg8sS8VdVayOyewcZ+JPqmJ3PHPH/znNu7O7IsczVrhXavoMi5ozQjBIxCE4WiVFYDxLxT5y4vb4nDQMzFWN2UG/uv1fZptfWeTevNFsRqv1WjQMfMyA1X1wemywvxM/t/a0IZ8G0pMJKjl3HVFTyQSCRqVnKPVVooPmFleVMqdl/Xg1fWmkGqqLWVmxvS10j9Ny4tTBnpTXAdMdANemJSH3SNFJZfSKUHF6q2H6dslEZlEwsJr+jAvQDxZ7C46xat44uNdTDNmhnQyDlzng6Oz+etnP3PdRWnctbIYo0HHVGMm9/93a/joS5aeWZcZuP5v3zT4dGTMGZvD/aOyqbU5iVXJkQDHqm1kpyQw5vn1zBmbw0fbj7B+T3lIyX7j7sy+yJEP0WVc0JoRgkcgaESVxc7cVduZqIPbR3Snf7rO31X2q19OMKZP53b9V2xTvhpTbfN9qZ1t6i1WKWNM3xSmDe/mnwe17VAVm0pNDM08ORhTo5RxeXYHAKY1RCfUChlbD5rRKKVc0btzkAgBuCK7Ax/NzsfqcvP02l+C7hs4EiKwT84lWUl008N9/91KpdXNyOwO3HV5T77/tcJf0u0THY+MzeFErQ2Hy0NijJyH3tvOpCEZUV+v1eHmvlHZlNfaePcPwyk+YPZHggKjLwBdkmL46ucTfFtq4tXfD0Ihl+JwuUnSKHF73MSp5Gw9aGb+hzv9ER+jQUfnRDVzxuWw4MMdTU5eD5yqDq2ry7hA0BgheASCRpTX2vmxzMxEHfx00MzzX56cHG006BjWXdeuBU9TvppaW/P+FX82qbfyWjsPvbvN/2+fEFmxaT8jszv6H/vblIuIVyspLjtZkq2PU/LilIF0SlBzqLKeSUMymJ7fnS1llbz9XRk3Dslg4z5T2FLrSPO3fGXpNw/L4IcD1dxzRc+QMQ8Wu4uH3tuG0aBjXN9UBmZoqar3dihuqmqrxurk+r99Q4FBzwNXZzO4WzJ56Vo2lJj80RdfiuqZtT9z/6hsXG43EokEt8fNR9tPsLyolDcLB3PHP7/nxsHpvH3bUA5W1pMYo8DqcHHnii38o3Awc8fl4HZ7uKZ/algT8/RGXqDWZIYXCMIhBI9A0Ihqq4Obh2WAdQ/f7qsATo4e2FBiYs4H21l6njsVn0+a8tXEqZr/r/gz7WnUWJz5hEheepJ/2OfgzGQ6xCtZsGq7X3jo45SsuHUoplobj763LaSp4KtTL+b5L35hSoSIS+AMrUA0Chng4qrczuT37IxCJiUvPYniMnNIIz/fnK4nP9nNA1dns2zqIBQyKStuHcLGvaaQ5n8FWXq2lFVSYNAzZ3wOH28/grGHV/jIpVL2V9ShlEmDoj42h4uLuiXzw6+VXNTtZGXW8Rob5bV2lq4rIS9Ny8y3vJVdy6YOwmJ3EauW06tzAlUWO6Y6O3PG5eBwuamw2NFqFGw7WBXkMWpNXcYFgkgIwSMQNCJBraBfl0Tq9oY/vr4FOhWfT5ry1ejiWk/aIjFGwayRBgalJ5GoUaBSyMhJSSA9WcPnu45xW0F3OiaosDk8QaLmyev6sfnXCtZsOxLW0yPlZ/qnewdk/nKsJqQTc7gmfBqljKd+2xfL3s1c99JGv/crsMKqsehxuj1MHpLB4tU7QwzRgc8pyNKzcEIux6qt5KVpcbhc/P2rfVzWqyMTlm5g2dRB/OGfW0LWtL7ExDRjJs99vieoa7MvktQ4LWVzusk36EhqeG/7hOje47Vc9VyR/3UW5meyZFKeP41o6BBHShvytgkuTITgEQgaoY9TUno8+jnt2ZzZlK8mIab1fGwoZVJ2Hq5iQJqWZz79OWhkxKNje9MpQU2tzYlaIWPWSIM/auIbvxDOmwInxzpIJBIkEph5WQ9/J2aNUkanMOMbCvMz+eem/SGdlr0CSsJbtwyh0uII6qmTkqgOO9m8qMSEBAlv3zYUmURCnFpGvcOFxeFi5ab99OmqJS9dC3hL3ht7aQLxiTPff30iJ1xaKjFGwWPX9g1J4wVG0hoblwHenzmcDGIjrkEgaA20+klvNTU13HPPPWRkZBATE8Pw4cP5/vvvW3pZgnZMokbZZCVWezdn+nw1X9x7Ce/PHM4X917Ckkl5reqv+CqLd0zEPVf05I0AP43Px7Nm2xGu/r/1/PZv3zBuSRHFZZU8PykPjVKGxeZC2YRfxu5y0zFeyZW9O1HvcHP7iB6snp3PR3flk6RRUmAIVjZ5adqGFGgo60vKqaizU/j69/51jMzugN3pjiq67E431//9Gx59fwdOF/zz2/3cOCSDrQfNzLosi5+P1LDgmlyWF5WGvQacjOao5FJ/ifyg9CTy0pOCok4FWXoy9bGk60KFS2vt3C0QnA6t50+1CNxyyy1s376df/zjH6SmpvLPf/6TK664gp07d9KlS5eWXp6gHRCuwV6nBBXhxyS2jDkz3BqBc9oYsDXPCquy2DlSbSU9WYNCJuWibskMykymbxetv8Q7fKoK/n3bMDQqGUcaWg9EoktiDHU2F0vX7QlKN3lLvXvw6LgcFq7e4b+P3eX2e3henDwQhUJBcqwSh8tNdb2ThBg5GqWMDSUmJMD9V2dzyFwfdQ3Ha2xY7C7W7ynn4TESZo/Mosri4MrendDHK4lXy9j8awUXZSSFrazzRXMKDHpSEtXcPyqbI+Z6XinaF1K+vuiaPsRG6JbcVjp3CwTRaNWCp76+nnfeeYcPPviAESNGADB//nzef/99XnrpJRYvXtzCKxS0dSI12PvLNTkAGHvoWPdLRdCx823ObLxGjVLG8mkX88K6kiBfSVvsE3QmHDbXM/f97WSnJpCXpqWswsKonE4gkbDfZMENUSaQm3hEJuF4tRVtjII1s/Mx1dlxuT38EJBqKjDovHOz3tsdcq31e8rB4+Gh0b3JS0+i0JiJ0+2hZ8c4VtwylF9++JqZK7YEeXimGzN5YV2J35dTVGKisNbeZOQksGqr1uokTi3HE+Nhc5mVzz7aRU5qIsuLSlk9O585H2wP21Dx7U1lzJ+QS7XVwVe/nOCf3+7npqEZPDg6m+PV3vlfxQfMjHl+PYMyksK+h5qjc7dA0NK0asHjdDpxuVyo1cH55JiYGIqKilpoVYL2QrQGe/NWbecaHTz9236YrZ7TLpc+l2sszM9kybo9IRGMUxm42dapstiZ+8F2bhySzopN+1HIJIzOTeGpT3aRnZpIXpqWWqsz6jUOV9Xj9sCSL0tCBMLzk/J4+7sybi3oTo3VGVE4/VBmRq2QMbyHjqp6B2lJGo7VWHnpy1/CengA8tKTeG1DKYX5mSxdV0KsUkatzXnKfW6qrQ6eX7eH6cZu7DxcxeQhGf6U1JGqevLSk5iR3x25TII+ToUEMFvsZKcmMH5pkX9ExRPX9WPH4Sqe+DjUOxTtPXQ27QMEgtZAqxY88fHxDBs2jEWLFtG7d286derEypUr2bRpE1lZWWGfY7PZsNlOTi2urq4GwOFw4HC0X6PpmeDbjwt1X46ZLXy37wSqMFH8zaXlXKODGLmEhCQlcNKkej73K9waB6TG8cpXe8Kue9O+ExwzW9AoJKEHm4nz9b6prrdjqnVQY/N+uepiFZhqHeR0juXfm0q56eJ01Eopz36yg8kXp3O02orH5SRGLkMl80S8bpxCwgv/K2FzaUXQHm4uLUcp9XBrQSab9h0np3NC2OtoFN5qrEUfbmVjgGfn1d8PovhXE7/Rg0oa/LzNpeVMH5rGK1/tYfrQNFQyDxKPC7XMw9wx2TzxyS427j0pPoZ2T+amIWnc/9+tqGQehndP5qcyE9/tO4EcN1OGpHPfv7bgcrlQyUAp9fDKVyeTsG9MH8zfvyoJWp9K5l2HXOLmj1f05MV1v5z2e0ijkJCepOJ0fx8u9M+aaIi9iUxz74nE4/FE/mRoBezdu5fCwkK+/vprZDIZAwcOpGfPnmzZsoWdO3eGnD9//nwWLFgQ8viKFSvQaDTnY8kCgUAgEAjOEovFwuTJk6mqqiIhIeGsr9fqBY+Puro6qqurSUlJ4Xe/+x21tbWsWbMm5LxwEZ60tDSOHDmCTqcLOf9CxuFw8Nlnn3HllVeiULTvKotw0YKKOgfjloZPjaqkHhYNcrf43pSeqGP8C8FrfGFSHnc2mnYdyId35pPZ4dyVCJ/N++ZolZW5q7YHRTOGd0/m/lG9OWi2kJak4clPdgVFJoZ2T+a2gu7EquRY7E60MUqeXrubHw9UcfOwDK7M6cyxqnokEgk/HTTz3x8OsmBCLv/ctD+oamp492QmD8nA5fFw99s/hqxNo5Bx87AMRmZ39Fdx2V1ubHYX9S43XbUxbD9URUqimjveCu1588KkPO791xYWDXIzZ7MUm1sScvzOlcUs+/0g6h0u7v/vViwOb4XUPwoHs3z9PnK6JjIiyzsCw2J3IZdK+LW8jqM1Vl748mRjqGdvGMCj723jhcl5vLJ+X9B+DeuezMNjcvjd37/xX78x/ygczM3Lv4v4c2ru99CF9Flzuoi9iYzJZCIlJaXZBE+rTmkFEhsbS2xsLJWVlaxdu5annnoq7HkqlQqVKrRHhkKhEG+mCLT3vfGafrcH+WAKsvQsntiHET078dmu0KY7xh464HiL700nrYYh3TsEGUV/PFzLoEx9WN/HiCw9nbSa87Lm092bKoudhz/Yyfo9wd2rv9xTid3zM4XGTBZ//DNFJZVBx7/aU4nb8ysPj+lNbIyKhat28ENZNUsnD2R5UWnI6I+F1/ZnwaodvDhlIDVWJ+Z6Byq5lA7xKm58+VtenDyQWy/JIi9N65+ptetIFflZHXjmk91B1/NNRP/zv7b6PTB3X97Tb0gO5MfDteR10wEnsLklQecYDTp+PFzL4MwOdNXF8Wu5hb9cNwC1QsaWskokUhmf7DbxyW4Tz36+z9/cLy9NS5xGzciuydjdUr+pOl0fxzszC5i7anvIfv1vTyWuNT8zZXj3sN2gARJj1SHvKx/n8j3U0r9PrRmxN6E09360esGzdu1aPB4PvXr1oqSkhPvuu49evXoxffr0ll6aoA0QyZi8fk85D7+3jUfH5mB1ukOqtBZOyOGHDevO93JDCFcds7yolOXTLkYqkYSsuzVXzPiGkgZ+mducbmIUMtweD6naGIoaGvsFHveJgmPVNpRyKT+UmVk6OQ+1XMbkIRkUNsy/Wl7k7cWjkkt5YcpApBIJt7y52X8ts8XBsqkXo49T8ua3vwaJgcd/05dnPgmtyCoqMeEBv9F4Q4mJOy8N7bIM3p/L/93QF8veE0GP+6qlVmzaz5zxOSxevZPPd588p8Cg47q8Lt7+QA0TzX2DSQPX6DNVr9i0n7U7jjEqtzNFUXr43HFpj7CCp8CgY+vBKh67ti8Pv7dNVF0JLhhaveCpqqrioYce4uDBgyQnJ3Pdddfxl7/8RShhwSkRbfL3hhITR6qsjOmbwtxxOdTZnP7Kk3Np+j1dIlXHLG1jFTPVVkfEL/PLsztw+yWGqF/24/ulcKCy3nu8qDRk/pWv5DsnNZGfj1TTIV7tv9byolK/8CmrcHLvlb3o11XLy1/v83ZejleFiJ1A4RWrlDMwPYktZZV8v78iZNQEeFNQ/9l8gLFJ8OLkgahVSpJildidLsx1DqYMyeCJj3exbnewIFpfYmLuqh3cNqI7z32+J+Jg0sD+PTe+/C3GHo3KwRohk0pCKsCMBh1zxucy8YUNrJ6dL6quBBcUrV7w3HDDDdxwww0tvQxBG6Wpyd9Wh4uH3t3GF/dewoD0JP/jra1iIlITwMDHqix29h6vPWeNCE+VcE0SEzVKEtQKCvO9kQ5f/xpfhEcXp6TO5oz6Zb949S7mTshh/qodYY+DNxIzKD0JXbwSjwee/GQ3xWXmsCLqiuwOvH3bUMpr7cQovL2NfJEiIKLwmpGfyeg+nVnw4c7g5n0GHX+8she/bD5G50Q1Px2q4dY3N/s7Gb91y5AQseNj/Z5y/nRlL577fE/EwaSAv3+Pxe5Cq4n+R5/F7iIvPYmZlxpweTw4nG6OVVv5ePsRLHYX1fUOuneIEwJHcMFwyoLnN7/5zSlf9N133z2jxQgEzc2pNnZr67OxIjVQbNxELpIYOZfrKMjSM39CLh48XJXTiQFp2hAhkW/Q8edR2Rh76CJ+2ftGLUQaxeCbPp6oUWCudaCLV7GhxMSskYYQEaVRyrhxSEbIHCtfpGjH4aqwz8lLT0Ill1Fl8UaJHrhawpEqK3KphOIDZv762c+MTYI6m4PDVdagAZsud/T6EIfLjdGgCzuYNBCrwztMVKOQUZClj9hheUtZJT8dMDMgTctdK4vJS9cy3ZjJ4jW7ADEOQnDhccqCJzEx0f//Ho+H9957j8TERAYNGgTADz/8gNlsPi1hJBCca6K1xA9s7NaWP/yjNVAMbCJ3qqLobNbx1S8nmDa8G5MGp/u9N8uLSpn7wXby0pO4KqdT2AiOd1jmbu66omfUe1TXR28qaHe50SilJGk07D1RCxA2YhItkgTwwNXZ/PWzk31toqXaphszmb2ymIvStUwblkZtyTE0KkXIPZdNHRR17T5BlZYc/WehjVEwZ1wOa7YfZrqxG26Pp1GkSc+j43pzxGxlXN8U9ldYWDIpj+IDZn+jQjEOQnAhcsqC57XXXvP//wMPPMANN9zA3/72N2Qyb+cql8vFzJkzm6V0TCBoLiK1xA+cFN3WP/yj+ZS+3lNOea0d4JRE0dlQaXGweuvhsBGTu1YWU2jMRCKJNqHcxMNjo38kJTaRxklP1gASvtlbTqpWw6yRBmKVodeMljYKt75oAkkqkbBqVj7Hqq3EKyXUAjEyaYh/xjehPFJXZblM4l9TpPMKDHq6JsWw62gN2Z0T2XbIzMXdkv3pQV812rUvbsRid7Hmrnze+na/MCYLBJyhh2f58uUUFRX5xQ6ATCbj3nvvZfjw4Tz99NPNtkCB4GzxmX6PVls5WOkd1uj7a3dQRlKb//BvyqfkS9c1JYrOdA+qLHbMFgdz3t8WVhCo5FKWTMqjQ7wKiy20L0ygObjG6mTFrUPYuNfkL8H2MbZPJ9QNE78jpXE+3n6U5UWlzB+fQ3pyDK+uryQvTRtyr3AiKBCrIzitFE0grd9Tzn5THTPe2IxK5uGpweACbsnvjhSJ39y8vKiUZVMHBT3mW/fskVl8vuuY/7znJ+X5989HvkHHvAm5/OaljX4RGxhh8pXN56Un+f8/TikXxmSBoIEzEjxOp5Ndu3bRq1evoMd37dqF2x09/ywQnGsi+VQSNUo6J6gpr7Wji1Vy7YAu7eLDvymfUrxaccqi6HTxpcmmDe8Wdu6URuktHX99g7eqqnFaJ1KqKD8gMmSxuxjbtzP3j8pm0eodTB3eDTyekCqt6cZMHnxnK89PyuN4tZVHG4Zp9k9P8qYvA8zLgSIoHFJJcJSlKV9N4+OPf7ST0f26Ms3YjWnGboBXeCvkEib0T2GasZs/InO82kqHeKW/saDF7vJGxPIzufNSA0q5lFiVnKp6Oze+/I1f7ECwWbu4rNIftfSJKK1G0aqn3gsE55MzEjzTp0+nsLCQkpIShg4dCsC3337LE088IfrjCFqUpnwq7fHDP5pP6VTTdWfiYaqut/sbOk4anB72HF8qqLjMzKyRBhJjFCybOgiJRMKWskoUMklYc/CA9CQ0ChlvTB9MnFpOvFLGQ+9tY32JiR8PVrHytqFYHS7q7W5qrA5/xM53v0Jjpv+avojJ2L5W/73yGkRQpPRSUUk5042ZwMkoVTQaH9+4r4I/XZ3LDX//hosykrjzUgPXvbTRvyepSZqGztEuQEK93UVeuta/HovdRXFZJRMHpOJwuZEAN768Key9N5SYeHRsDqNyOnO4qp4lk/I4XmOjW7Km3b3XBYKz4YwEzzPPPEPnzp3561//ypEjRwBISUnh/vvv509/+lOzLlAgOFVO1bzb3kjUKFk8sQ8Pv7ctqBFdvkHH4ol9/K/5bEVRY0y1Dv9eRxIEeWlav+AIZ/idNy6Xv3+1z/9Y44iPLwU1tm8Kk4ZkcEtBd1KTYjDV2KiwOEiOVTLjjc1B91u6roQpQzL8j/kiJm8WDubh97YDkdNGgd4u8IqTQmMmybHKqKm0wKnmPurtLt4sHEyN1cFhs4V/3T6U49XesTff7POm7Aama7lvVDbTXvueGwenB3lxig+YqayzE69WcKLWFnL9QGqsTiw2J3KphK5JMQzKSGqX73WB4Gw4I8EjlUq5//77uf/++/3TyIVZWdDSnIp5tz1+CVRZ7CxcvZMB6UlMb/SFuWj1Tp65vn9E8/bZGFhrbCfTYJEMuTanO6rhd9HqnRTmZ/obA17aswNV9Q5m5HdncGYyfbsksqwoNN01zZjJn//zE0saRAt4xVJyrJJlUwfRIT54vIzF7uJ4jS3o376IkE9kZOg0fLz9qD+NBvjvq1HKeH+mkQWrd0QVSIHEqeWs3XGUfl21pGo11Fq915RJJOSkJPDq7wfRJSmG6xo8OeE8QuP6pXC8yoaziZGHDpebI1VWjFn6BuO2QCBozBk3HnQ6nfzvf/9j7969TJ48GYDDhw+TkJBAXFxcsy1QIDhVzpVPpbVTXmvn813H+TzMTDDf8USNMmLH5jMVgfGqk2mwSBETbYwiuuG3pJzp+ZkMmBTam+fxa/vyWlH4EnbfuIdth6ooMOj4ocGf8+ynP7O+ofdOYwGmVsiCrmOxu4Lu9/HdBfxUZg4ySvvIS9fy8Y4j/oaJ8WoFUgn8cqwmSCD5GN7dO6j4+18reO7zk+XtBVl65o7L4VBlPfFqOe//eIheneMpD1eRlaXH5fJwx1s/UJifGba7M3hF1zf7TIzvlyLEjkAQhTMSPPv37+fqq6+mrKwMm83GlVdeSXx8PE899RRWq5W//e1vzb1OgaBJTsW82x45HaHXnB4mXZzCnyYLjJjMyO9OrFKG0+2hPsK07uCxDTJcHg956UkUBwiOjgmh4x58bCgxcWuBtwrqqpxO/HQguFFgYwGmUcrQxynJN+jCzp8qMOhYt/sYU43d8OAJOicwiuOrfio0ZvLWpv1MHpIR5L3xcdflWZgt9pDH1+8pZ/6HO8hLT2Jc3xSu7tOZsX1TWfDhjqDopNGg485LDfzvl+NY7C52Ha5i3oRc5q3aHjHCdEV2x4g/K4FAcIaC5+6772bQoEH89NNP6HQ6/+PXXnstt9xyS7MtTiA4HZrDvNsWaUmh98jY3kytrPebkJcXlZI+PobXfjrM+gah8d87hgc9p6nhmD5h0VRlVKxSjtvjYem6Pdx9RU86JqiYMiTD3/DwwXe2cuPgdGbkdyc1Uc0za3czzZiJh9By74fG9OZYtY37/vsTNw5OZ+ZlBuRSKQ6Xm2/2mYLEznRjJg+8s5Wlk/J4tag0aExGvFJCxe5NvFZUSnrH8Gn+DSUmZl5qYEtZJR0T1Ly35aA36mOux2J3+dORhW98z9u3DWVAWhLxajlHzPVB9/Kd51tbexX0AkFzcUaCp6ioiA0bNqBUBn+BZGRkcOjQoWZZmEBwupwLn0pboKWE3p//u5Uvf6nw/7sgS8+au/Kxu9zc/842wJs2crs9QYbfproc+yaT+4zQkaanx8fIeeaT3dw4JIPFq3eGlKn73gsD0rRU1Nn5fPcJNu6rCPLt+ETD8Wobrxbt48bB6SxdV8LSdSW8Pu1iNpd5+/gsn3YxdTanX2BclJFEcpySey7vidXp4kStjbTkGD7bfpgewJ0js7j2b99G3DuZVMLiNbvIS9eSl57kj/o0Tv1Z7C6/wdlXeh4uPdieBb1A0FyckeBxu924XKGh6oMHDxIfH3/WixIIzpRIPhWgVQzWPBecitBrzhla1fXePjAb95qAk1Pl1+8pZ+7727nv6uyg84/WWFl8TR8eed9bRdZUl+N7r+zJVTmdiFHKuKJ3R24cnB62T89vB3alT1dtVPH05HX9WL6h1F+11di34+PFKQPZUGLij1f09Dc8tDhOnvvhbCMut4fBmckM766j3uFi4gsb/em3AoOeR8b15vLeHfm1eA9OtzusF8iHxe7CYnf5538tXVdCYUMZfCB1Nqd/DZF8Uu1d0AsEzcUZCZ4rr7yS5557jpdffhkAiURCbW0t8+bNY8yYMc26QIHgdGnsUznXM6RaA9EMyc39+k21kT1D60tM3C85GZUZlJ5E12QNR6rq/VVkmia6HLs98PQnu/mhzMya2fn+BoKBFJWYmPPBdu6+PCvIFAzBEaEEtYIZ+d1JUEe/py+aVFXv8KfVfI8ZDTpiFDJ+9/dvefX3g5BJJf7OxuCNbC2YkMvTa3dze0E3AD7fdSyiX8g32NOHL3XXOIXXuNw90Cf1yJje2J1u0TlZIDgNzkjwPPvss4wcOZKcnBysViuTJ09mz5496PV6Vq5c2dxrFAjOmJbozXOuJ5JHIpwh+Vy8fl85+u0jutM/XReUZlpeVIrZ4uC1aYPYe6KOOLWc/aY6YlVyf6SiySGaChn3XtULuUyKxeGKPHtrTzmzR2YFPzeCP+ixa/tErXIKFBavbSjl0bG9/aX2042ZHKyopzA/E7cHvi81BU1BP15tpcxk4ePtx7i1oaty/y5aLslOwUPoNPbGZew+YRXYy6jAoGeqsVtIubsvQnXtgC7kpCYiEAhOnTMSPF26dOHHH3/k7bff5ocffsDtdjNjxgymTJlCTEz7+ItZ0D443715Wls06Vy8fp9J+qeDZp7/stQfURnWXUd+Dz1ajRy3B9ZsO+Jv9OcTORqlDKmEiE38Cgx63B4Pz3z6MxtKTLw4ZWDUtagVwQ0PI/mDFq/Z5V9D4zlWgeMYig+Y/Z2LU6usANy1spglk/LIS9OSqJHz96/2haSrlk+7GABHw2id29/6AZlMzpyxvZkz1mtIBoJMxt7X671ngUFHSqKad/4wjFilHLVCyuI1u8KmxYRfRyA4M05b8DgcDnr16sXq1auZPn26GCUhaNWcz948rbHTc3O8/sYRK18kon9XLdPzDWiUcmKVMuwuN9X1Tg6ZrSGio/iAmZHZHZg8JIMTNTZmXtoDt8cTEv14aEw2/69B7EBw1COceTlGKQuK3ETyB1nsLma8sZl/3TaM+yUef8djnwDJS9cGRV5+NdXxh39u8a+r+ICZvDQt2w5W+U3VgVgbyu+VspPrvSg9iZzURG59czPzJuTyxoZfQ8TWnPG5PPXxLh4a0xu5TILUKUEhl5KkUbLomj7YnReWAV8gOJectuBRKBTYbDYkEknTJwsELcz5LNlujZ2ez/b1HzbXM/eD7WSnJJCXpuVIlZWMJG8XY1+EB7xi5NGxvenbNRGLzUVhfncGpCf5DcDLi0p5+7ahPPnJbgqNmcx4Y3PEaqkvdp/w33/74Soeu7YPqdqYEGH1/f4K3tlcxqKJXkP0hhJT1FJ2i93FgUoLf/7PT8wZm0OfrgnkpiawZFJeSOTFJ1wCI0D/un0osxuiPY1RyaUUGPQkxng/Ul+YlMePh2uZ9Mq3WOwuVmza7x8kejIVZkMplTB3fC4LP9zJ57tPNo70RQXFpHOBoPk4o5TW7NmzefLJJ3n11VeRy8+4WbNAcM45nyXbrbHT8+m+/sBoTpxKzo8HzEwZksGrRfv8s63+dYs3ffPtvgpAEuSb8aWwwJueem/mcI5W2fh+fwUVdd5GfFOGZEStlgo0PKdoY1i8ekdQyXmBQceccbkMSk/i6tzObNlfwa353Sk0ZtI5QR11PzKSNay4ZSimOht//ewX1gWIq8B1+0ZU+MvQ07V8set42P5ARoOO4zU2Fk3sg83urWC7c2UxNpf3j8KCLD23jehB4evfBxmd/3JtXxLVcmatLI4aFezRUXSuFwiagzNSK5s2beKLL77g008/pW/fvsTGxgYdf/fdd5tlcQLB2XI+e/O0xk7Pp/P6w/mPCgw6Zo00MLyHjnuv7InbDZJGc0Ij+WbWl5SzcPXOhg7KleQb9EDoiIdANIqT4gmguGhfmOuaWLD6ZN8anwCa+OIGlkzKi1gdlW/QEa+WU211kKRR8ODo3jhcnuDXm6XnzksNTHl1k1+cGA06pgakuxqbi+dNyEEikWB3uSirsACw8pahuCVS1AoZFrsTqQTemzmc+oYGgb5Izd7jtS0SFWwpY71A0JKckeDRarVcd911zb0WwXnC92FnrvMaKavr7egU7bdLa3PPkIpEa+30fCqvP5L/6IcyM24PfLvXxNNrfwHgzWnBRuKm+uoUGr3DQWMahI7H4wkSJYHenI4JKh7/aFdQf5po1wWvAFq0Zidv3TKEWquTBdf0Yd4H20Mmxy+a2JcDJgtVNicquZT1JeVclJHEtOHdiFcrUCukKKTeiNWyqYOotDhCuhkXZOlJSVTz3zuGUW11cqzais3p4sV1JWR1TuClL3/hqcGwZN0vPDq+H+OXFmGxu/jsjyPI6hTao+xUooLNLU5am7FeIDhfnJHgee2115p7HYLzROCHnUrm4anBcN9/t7L4NwPa9Yddc86QinaP1trpuanXH8l/VJifydIvS/xRFo1SRqJGQWXAOU2NgFDJpay8bSg7D1VhNOiQSSRMM2ailEvp11XL5b07crza6wt0ezxc1C2Z6Q3zuKIReN/1e8qZNrwbM97YzOg+nZg3IRe7w02d3Um8WoHT5eaZT3azZvvRkOsYDTry0pP4saySueNzuWnZd8ybkMuKTftDRNPCCbnU2Z1olFJsTikDuiZSZ3dw7UVpQSXkG/dVMH/Vdr/Buc7mDPsamooKxihlISmvsxEnrdFYLxCcL87KgHP8+HF+/vlnJBIJPXv2pGNHMbyuNRPpw27DXpP4sGsmzlc0KRpnEhGIFGkIjN5olDKWTMpj56FqAmdyB6Z4AvFFbpJjVRypqqdzYgwPXJ1NRa2dB9/ZyqtTL+b/rd3tbxyoUcpYPnUQPzRMGG+qX0/j+/oE0Mfbj1Frc3HfqF7MfGsLT/22P7NWbOG9mcMxWx1BKbKCLD3zxudiczrJS9My+ZVvKa+1+xv8PTw2h/2mOhLVClK0aj7efoTNv1aSk5rI0nUlGA06Fk7ow++XeyM5qgCNtr7ExLSGKFSkdGZTUcEtZeZmFSet0VgvEJwvzkjwVFdXc+edd/L222/7R0zIZDJ+97vf8cILL5CYKBpitUbEh9354XxEkyJxpumKSJEGn4jwGZPVChlPrf2Z+XkwtHsyX+2p9DfoCxQSkRoAFhh0LLimD8umXswza3cHmZEL8zNZEhBNCnddH42bBUKwAPJFfMpr7Vgd3jEOR8xW8tKTeHh0b+psTmJV3o+/CQ1pp0B8puq8NC1pSRo+2XGU5UWlIeXrG0pM/utH2r+CKOnMaFHBhdf0Yczz68M+70x/X1ujsV4gOF+ckeC55ZZb+PHHH1m9ejXDhg1DIpGwceNG7r77bm699Vb+/e9/N/c6Bc2A+LBr35xNuiJSpMEnInzG5ClDMrA09Jzp31XL74f3IFEt5/qLunKosh5zvQO1QobH44lgZPaOhPjjFT35oczMrJEGf1+dtGSNvxLMV6U1vl8Ki1fvitgs0EdBgyFao5T5xYdPrKnkUowGHZsbBm/mpWmZvbKYt28bikwiiTrzCryDPnNSwpevA9RFeX5ijILHr+0bVZhEigr+aqqLurYz+X1tjcZ6geB8cUaCZ82aNaxdu5b8/Hz/Y6NGjeKVV17h6quvbrbFCZoX8WHXvgkXwfOJh4HpSew5XkucWo5UIkEulaALSHX5Ig2BgkmjlBGvlvP+nUbsTjejcjqhUcq5+3ID1PzML0dqkMnlXNO/C4+8ty3I77LiliFhK6XAGxW5e6QnJALkK0kPfNy3/jsu7YFSLiVeJae4zMyD72z1G50BOiWo2Xm4ihcmD+TOFVu86SW5lIIsPceqrSHdlH3DO/VxKgoMuqBIkw/fufFqOTPf2hJx3yN5jQoMejJ0GromacIeDyRcVDCu1h71OWfy+9pajfUCwfngjASPTqcLm7ZKTEwkKSnprBclODeID7v2TeMIXqS0ki9C8vhHu1hwTR9/qitWKWPhhFzqHW6OV1vpkhTDwg+De+AYDTpmXZLJ8Z0w+4osXEiZ8/62EHFjro8efUiKU/J/6/YERYBUcmlIibsvteQtP9czKDOJsf1SWHnrUBZ+uCPkdc26zMDtl3Tnu9IKjldbWXRNHz746RCL1+ziovSkoPlUbreHNdsOM2dcLgtW74g482ps35TIozCy9MSpZSHHh/fwVoWditiJxLn4fW3NxnqB4FxzRoLn0Ucf5d577+XNN98kJSUFgKNHj3LfffcxZ86cZl2goPmI9GFn7KHjL78RH3ZtncYRvEj9cXz/zktP8qe66uwu5r6/nb5piYztm0KX5BgWrtoREvnYUGJCKfEwUQ+/eWkjL950cdjoSCQjsw+H0xOyruIDZoZ110UsRV9fUs4dl/bA5fKwcPXOiK/rkTG9Gds3BaVMygGThWGZOvqkJpIcq/T318k36OicoGZUbmeQeBjXNzWk6/NdK4sZmK7lRI2V+0f18q4hqEeRnrnjclDJZCxtSElV1dVzYOtGnvltP3QJZy524NyJk9ZgrBcIWoIzEjwvvfQSJSUlZGRkkJ6eDkBZWRkqlYoTJ07w97//3X/uli2RQ8GC80/gh53vw/np3/ZDl9B+S9LbA6dSedU4InAq/XGWriuhos7OX9bsZMrQbqgVUuat2sGM/O5hhQzAxn0mJnotMxFL0n2G4+Iyc8j8q/IaK7W20AjQ8qJS8nvoo+6DQibB5Q4VS4GvywMcrKjnz//9ifJaO6tmGbnh5W9ZNnWQv5fOggm5fLLjCKNyO/P4ml3cOCSD5Y3EYb5Bx+Jr+/LblzZisbsozM9k2vBuQaLI7fEQo5T5U1IOh4oDWyEhpnnEw7kSJy1prBcIWoozEjwTJ05s5mUIzifn6sNZcG5oXHmlUcqYMy6HgelaLHZXkAAK9OE01R/Hd9zqdHLXFd4uyqY6GzPyu6OJ0A1Zo5RxizEdrHt49oYBpCWHj2IsLyrlhckDiVHIWPLlnuBKrSxvZCTQYAze9JXPEB3p3lqNkgMN3YwjUWdzMu317wFvagqCx0Vk6DSMW1LEwHQtl/bsxOe7T7BxX0XY2V6VdTZ6dY5nQ4kpRDwWGPTEKKRcnZtyTsWDECcCQfNwRoJn3rx5p3TeypUrqaurCxk9IRAITo3GlVeBvpyH3t3mP89Xeh6rlDGmbwozjJl0SY5h2dRB2JxuYpVynG43EokEq8OFWiFDH6ckLSmGGIWCx9ZsC4rorJmdH7IW373/sXEvPfRw779/5NZLssKOcrDYXZyosfLhT4dDK7X2lLPwwx08OrZ30OwtgC1llRFHQ8wZl8OiD3f4e9tEIk6lQKOUkZeuZdZlWew+Us1UYzemvLqJvHQtD1ydTV66lrnjczlYafGvN1w0rMCgZ+GEPsxftSOkUsznBzI2EZUSCAStg+iJ9rPk9ttv59ixY+fyFgJBu6Zx5VUkX46v9NxscbBo9U6cHg8LVu1gxhub+fN/fsLhdrN8QymFr3/PzLe2UPj69zz9yW7emD6YR9/3ih2NUsaskQZen3YxMQqvETcQ3729Q0O9LC8qZZoxk/yGSIoPo0FHvzRtxLTY+hITfbsm+iMwPnYfrmbOuNyQx/MNOvp0SWB9icmfLgtHgUHPjkNm3r5tKOP6pqKPV3Kk2spdK4vJS9cy+7IspBKvf2nyK982WbkYq5Lj9ri5+4os3r51KB/OMrJqlpHBmcn+8nRR3SgQtA3O6ahzj8dzLi8vELR7GldeRfPlfL2nnDq7M0QURR7uaeJotZWiBrHz/KQ8Vmzaz4A0LY99tJM/XdULj8fjj7b47u3rJnz7iO4MzNCjjVXyyNgcam1OYpUyVHIZHjzsN0VPPR2q9DYCDEwjpWpjeO7zn/2PK+RSZBIJ3+wzcbDSO/tteVEpz0/KAwjummzQMz2/G7NWFPOfO4bRKVFFeY2NvPQklkzK43iNDV28kic+2sUXDVPS//fLiYgRpQKDDo/Hw8IPd4VUqk1viDKJ6kaBoO1wTgWPQCA4OxpHIJry5VjsLi7t2SFIFEUTSb7ycZ8oyktP8oujm4Z2Y0B6EtMbBEms0vtx4fX3uNh9pJp+6TqeXrs7RHjMGmlAJpFEXWuXJDX3/vvHIB/PyluH0KNjvN/k3DlBzdglRQD+URMWu8s/+iFQLHWIV3Hjy99isbvYb7KwctN+Fk7sQ3mNjY5xKjJ1GhweD4+OzWHKUAtWhwuNQsYVvTvhYXdIWfqfR2Xz189/CVupBt4U26U9Owh/jUDQRhCCRyBoxTSuvGqq3DteLfdHQnyEE0kapYzbL+lOr85xrJplRCaRkG/QkxijQC6VUFxmpt4Z7GvxCY6bh2WAdQ/ZKQkRIkfetU7P7xaxf43RoGPbwSr/cE3wpq1sTjdj+6Zw2FyPSi7FVHey+V7gqInGnhvfAFCfeOqmj6V/epJXDClk/N8Xv9CjYzwjsvTEKGUUNpiafXsRKJ7SkmNYu+MYFruTdQ2RoMZsKDExf3wuKe144K5A0N44px4egUBwdvgqr0Y0+Gki+Vc0ShmP/6Yv9Q5vJGb5tIuZNdKARikLEUkapYwXJg9kaGYyx6ttPPnJbsYuKeLGl79l9P+t54f9lbx/p5GMRhVY2w9X8di1fbi8t3dI8BW9O5GXnoQmTKfh9SXldE6IYeGEUD+Ob2DnS//b6++UnG/Qcd+obH46aGbxmp3MeGMzM97YjMN1UqwtLyplujEz5Hq+FNPyolL/tY6Y61m6roQqi4PnP/+F6y5KY3lRKbFKOWt3HAu6hk88zXhjMyu/K8Pp8pCXpsXhip6SjzQBXSAQtE5EhKedciYTswWtk8BeLHU2B78d2JW5H2z3R300ShnLp13MC+v2BFVuGQ06np+Ux/bDVUHjEwrzMzlS5Y0Crdl2JGwV1YIPd1DYIC42NHh8+nZJ5LWiUhasKuepwXD9379hUKae5yfl+bsXB/bcAa9g+MvEPhwyW6mqd/jLvZ/8eBevTr2Y6no7y6YOaigBt9MnNZG/frbHv5bGUZ3AVBaALk7F57uO+Q3EBVl65ozLYfIr3wKQEKOgT1etv4lgglrO7iPVfg9O4zTWnHE5THxhAxa7q8lp7cKsLBC0Lc5I8EybNo3CwkJGjBgR9byMjAwUCvGhcL4504nZgtZL414s/uaR9Q6SNArmfrA9yGviLctOIkYhY2B6ElfndqbSYsfqcKNRyolXyzlsro/awG9Gfne/MMhLT2JZkTd9pZIFnwdw24ju9OmSGHY6+p2XGbj1zc0hgzBtTjfzJuRy/d+94uTFKQND1tHYoOyLxvh6+Xz58zHy0rQ8c31/tDEK4tVyJr/yLeW1dm+kp6qe5z7fQ75Bx/wJfVDKpMwZl0PpiTr+fFUvHhwtodLiwOnysKWsksOV9f51RpvWLszKAkHb44wET01NDVdddRVpaWlMnz6dqVOn0qVLl5Dztm/fHubZgnPJ2UzMFrRewkXsYpQy5q/awTRjtxCx03gA5/OT8nh9Q6m/GimcuGiMzemitLyW+RNycbo8Ubs2//GKnvz181/CVoK5Icir46OoxIQ9wF8Uzp/UOKoTr1YQo5Sy/WAV1zREYsArrKbnZ3LLy5v9oyMWT+yLqdbKh7ON1NmcHK6s5x/f/sp9V2f7GxM2ZtZIg993FKkaTMydEgjaJmckeN555x1MJhP//Oc/ef3115k3bx5XXHEFM2bM4JprrhFRnRaiymLnSJWVSYPTmW7MZEtZJcuLSv1fCl/vKae81i4+qFsZTaUfw0Xsnv5tP9ZuP8KgzCRSE70NBp1uD6mJMSDxcLza2zE5Lz0JhUwSYi5uyvwM0F2vITclgcPmemTS6Oc7mxj3UBihWWB1vdcHU2DQU3zADBASVfFHdQx6LuqWxMtf72PO2Bze/cNwjtfacLs9uNweNAoZbxYORqOUUW11UGaycMdbP/jf/z5js9sd2ZuzvKiUNXflM++DHXy9p9wvtu681IBKIUUboxRzpwSCNsoZe3h0Oh133303d999N8XFxSxfvpybb76ZuLg4brrpJmbOnElWVlZzrlUQhXBfigUGPe/NHM7RKhvf769geVEpNdboU6ybC+EhOjWaSj9Gitj16BDrn3312Ec7+aHMzPOT8njik10hvpT5E3LxePBXIakVMjweD8errRFTNmP6dEKtkDP/wx1MGZJB5wQFL04ZiFoh48f95WDdE3R+vCr6R4mmwUjdWITHqWUYDToWTszlmU9+pmdKPPPG5bJodfDg0nyDjjnjvd6cgelahvXQsWV/JVmd4zhRY6Njgopdh6sZmqljX3kdmxvdB04KL4vdFXEKeV66llU/HWZ03xQeGdub+obGgkLkCARtn7M2LR85coRPP/2UTz/9FJlMxpgxY9ixYwc5OTk89dRT/PGPf2yOdQqiEOlLcX1JOQtX7yQvPYniskqen5RHQsy5j74JD9GpEenntnl/JV/9coJBGUmY6x1MN2bSP00b9AUeo5Cz+2iN33Q8a6QhbIl4cZkZU42dzb9W8NznJ0XKyOwOzB2XQ/80LY99tCuo8Z7RoONPV/Vi0Yc7mDwkg9c3lAaJj0uykuih9/bjsbncGA06XE00GbXYncx4Y7PfSO0zEasVMsb1TWXHoSruuzqbOe9v4+9f7fMO6myICnVMUPHFruM89fEu3iwcTLxKjsXpYEC6lgMV9WwpM7P7SDX3X53NnhO1zHhjc8R12JxuEmMUYaeQ+6q9fAboEVl6kQIWCNoRZyR4HA4Hq1at4rXXXuPTTz+lX79+/PGPf2TKlCnEx8cD8Pbbb/OHP/zhrAWP0+lk/vz5vPXWWxw9epSUlBSmTZvGo48+irSJMPuFQuPxA4EETsWWAE/9tv85XYvwEJ064X5ukWZlBQoFAIkEOiWo/QJnYHpSWI9NYX4mS77cEyKE1u0+gVSyiz9d1TOouaBKLmX74SocLg99umqDfD8+vt1XwW/03n48PxzwVjx9+fPxiNEio0HnT1f5m/aN7c1F3ZJ59tOfuW9UNg6Xm0fe3+Y/Hq7Hzue7T3D3lT0x1dmY/Op3vDF9MHV2J3lpWsb2TWHyK9/y5HX9ou65NuZktGbJpDyOVFnZV17nrx7ziR0QKWCBoL1xRoInJSUFt9vNpEmT+O677xgwYEDIOaNGjUKr1Z7l8uDJJ5/kb3/7G2+88Qa5ubls3ryZ6dOnk5iYyN13333W128PNB4/0Bhf47miEhPVVgepnLsoSzTxJb5Aggn3c4s0BqJxNdQhcz02p9vfNC8uQkrJ12XZd15emha7y03HeDUKmYRaqzPo+MD0JIZk6nB7PFyV0zkoKtSYK3M745bI/CIsnME3MGoS+FrmjM3B5XZRkNWBH/ZX0rdL4il5gE7U2PB4vFVqHkCtkLGlrBKNUsaNg9OjVlblG3Rk6DT+91+iRsm+8jpmvrUl4ms8XylggUBw7jkjwfPXv/6V66+/HrVaHfGcpKQkSktLz3hhPr755huuueYaxo4dC0C3bt1YuXIlmzdHDltfaDQ1ADHQoOoziZ4rmhJf4gvkJOF+btHGQGwoMfHg6Gyq653Eq+VU1Nr90aBRuZ3CPscnigKrtnwUGHQsuKYP+jhvc8PGx5vqQ1NRa6O4rNIfEWncIycxRsH/fjkRFDXx4YuqdExQc9fKYpY0iKVI+ER7SmIMi9fsDBI0+QYdV/TuxKD0JGau2MLzk/KQSiTBfrYsPY9f25cuScHNFJv63RG9dgSC9sMZCZ6bb765udcRkfz8fP72t7/xyy+/0LNnT3766SeKiop47rnnwp5vs9mw2Wz+f1dXVwPeNJzD0T6/bLVqCSN7JrNhb+hftUO7J/NTmQmVzOuxiFXg34fG/20OYuUS/73CoZFL2sTP4VzsTWPC/dxsDkfU/TtWWcedK4u5fUR3hvfQ8dJXe9lcWoHT4eCxa3rTMV6FzeVBLZfy00EzMVIPtxdk8M+N3vNUMq/35uZhGfTrksi+Y1W8VTiIJz7e5T/uw+Nyhl2LSup9zOFwMm1oGnKJm2/3VeByOXnlqz0M7Z7Mg1f3ZvIr32JxeIWOqlEzZqXETYJKxm1v/oDL5Yp4Lx9dEhW8etMArDY7F6UlsPNgpf/a35eW89dPd3LXyCxcLifvfPcrT1ybS53VSa3NQZxKgS5OQUKMIuTnGe13x9hDh1Z9eu/X8/G+aYuIfYmM2JvINPeeSDytfKS5x+Ph4Ycf5sknn0Qmk+FyufjLX/7CQw89FPb8+fPns2DBgpDHV6xYgUajCfMMgUAgEAgErQ2LxcLkyZOpqqoiISHhrK/X6gXP22+/zX333cfTTz9Nbm4uP/74I/fccw/PPvssU6dODTk/XIQnLS2NI0eOoNOFziBqT1TX2zHVOjDX27E53Xz/awX/+GY/FoeLYd2TmTcul64B85EcDgefffYZV155ZbP2TjpaZWXequ1BfzUbe+hYOKEPnRIjp0FbE+dqb8Lh+7nV2hwkqBUs+mgn3+6rCDpHo5Bx36heZHWKw+nykBijwO5yM/2177l5WAZbD5r5ptFzAIb30FFozOSWN70p4NtHdOeng2b/9W8f0Z1+XRK5M8Bj4+OeKwyM7NWJxz/eFXTtgh5axutMZPYfQoXFQ8cEFU+v3c3GgHOGd0/mkbE5PPPJbr4MSC0N757MLQU9sDlcSIA7Vmzxv75/3z6MxY1e+7DuyUwZksH9/93qj+iAN3LZv6uWv3+9z//YPwoH06NDLAkxp+8RC/wZnIwInf51zvR947t/jc1BvFqBLvbM7n82HK2yMnfVdjY2+r1dMKEPnc/y9/Z8/j61NcTeRMZkMpGSktJsgqfVz9K67777ePDBB7nxxhsB6Nu3L/v37+fxxx8PK3hUKhUqlSrkcYVC0e7fTDqFAl3De+JYtZUOCRrye3YmQS0nKVZJp4TwH1rNvTdpegV/vfEiymvt1FgdbbqPSaS9ac4+Q4E/t58OVHLz8B44PVK/T0WjlPHSzYN44csSHv5gl/95BQY9T/9uIHKphOe/LAUkIdfe9GsV912twebyHhuQoQ86t3+6948A3/FAjFmdefLTX+iTpuPm4T38VVw/lZnAakIiU7D5YDnFZZVsKKkMuv+Xeyqxr95NoTGT64d4PT2p2hhcLg9f/HyMv3+1j2eu7++/7+DMZBRyOXkZen7fcC/f1PK7/70Ni90ddP2v9lR6z3Od9Anq4jXoEmJPb/N9zw34GTQHp/M75W3jsL1F2zhUWew8/MFO1u+pIHCf1/1SgfODnc1WXXkhfA6fKWJvQmnu/Wj1gsdisYSUn8tkMtxud4RnCMBbshxJ4JwPGs9+ak+cyz5DCWoFlRYHsy/L4tGxOeABlULKvEazssDbZ0kpl3D7JYagxwMrrjQKGQ6Xm8eu7cOzn/2CRhFsprE53ew8Uh2xsmnd7hOs230i6Nq3GNMBqLO5uDq3M+Dt99PYmLyhxMQDV2ejkElZu+MosxuZl31m+nyDjj+P6sXiNbvITk3w99F5ccrAiAZu39p9tNXZVq2ljYOorhRcCLR6wTN+/Hj+8pe/kJ6eTm5uLsXFxTz77LMUFha29NIEFyDn6guqymKnwmIPGQJqNOhYdE0fZuR3Z9KQDH8Ztq8JYb80LbHKkyImYkVWlp7/3jGMw2ZrkCCKU8kZ06cz1+Z1Yf4HO1hfcvJ11TcSML5r/2PjXnroYepr32FzSYJ6BDUWPSdqbHSMV4WUtxcY9KRqY1hx6xDiVHIKX/+e8lo70wNmbjU1/sJ3vKANz7ZqLUJDVFcKLgRaveBZsmQJc+bMYebMmRw/fpzU1FRuv/125s6d29JLE1yAnIsvqEOVFqrqHTz+0a6QKM6GEhNzP9jOgIDGgoEC47JeHdlxuIoCg571JeUR+/is31POIbOVzfsreG3aIPaeqMPj8VBea6PWJqO8xsoDo3sx09oDqURCnd2FplFple/am0u9jQcD1+g73jgi0zFBhVwSnC4ryNIzf0Iuhyvq2dQw8sQnlGRSiT/aFK2nToFBTxdtDJ/9cQQd41VtUuwAuDwelk0d5B/50Xj0xvkSGqI8X3Ah0OoFT3x8PM8991zEMnSB4HxyKn8Jn46/52CFhQfe3UqhMTNE7PgoKjExPWD4ZqDAkABHqq3MvKwH4AnpuBzYcFAqkSCXSvB48I+k8GE06EhL1rClrJIkjZKeneJxu/FPDoeTPYIal5j71tR4QGiBQccXu44zvLuOD2cbOV7tnXm1dscxxi8pCokGgXdQaF56EoXGTGQSCdcO6ML8VaFRr6nGbijlUrp3iAu7Z22Bw+Z6Fn24I+S1BUbLzpfQ0McpI84Xa6vpQoGgMa1e8AjODDG889zQ1F/CMUoZf/rPT3y+67j/sUj+niqLnYfe3cqGEhNThmREvW6gXwVOCgyrw02f1ERmryzmrVuGUBXQWLJxemvZ1EEUZHXgyU92R+zkvGBCLvNW7eDh97ajUcpYOjkPPB7Wl5hC1hBtjV5R4u2wPCq3M8eqrADIJRJ+OhDq9/E9Z0tZJUvXlWA06Lh/VDbPfLqb/ulJTAsYfVF8wMzKTftZeE2fqOtpzfhToxF+DoX5mWw9YD5vQiNRoww7X2xEG04XCgSNEYKnHSKGd547ov0lbDR4J3hnpyQECZ5I/p7yWrv/C+9U/Sr6OCVPXtePjgkq6m0u4mPkJMUqeLPQK3bi1Sd/pRunt34+Vk3nhI5RRzjUO1z+4xa7i1krvN2T77jUQGITg2czkjW8fdtQLHYXW8oq/QNClTKpf7ioVCrhvlG9wEOQX6jAoGPehFyq6h0M76Fj414TM974nieu68frYTpETzVmMn/VDp65vn+b/DJuav7dnZcamDI4/by+tlRtDEsm5bWL6kqBIBxC8LQzWkvVR3slUaNk4TV9ggZdgtdT8udRvZjxxvdhB1iG8/cEpsei+VV8wzf1cUreumUoC1fvYEOJyR+Bea3o5DTzWSMNFBh0rC8xBc3RuvOyHozs1Ymq+ugpuTpbcOTFYnexdF0JS9eVsO5Pl1CQpee7fSdCnleQpafG5qDw9c3+6E2+Qcfc8bmYaq1BE8yvyO7Aoom51Npc1NmcxKnlqOUyKi027vjnFm4cnE5empaclATkEgmzRhr445U9MVsc/snpvpRPW60eaio1qlbISGmBP05OtbpSRJAFbREheNoZraXqoz1TY7XzwNXZ1FidVNU7/GmW//viF564rp8/mhH6vOAvOY1S5vfYDEpP4jd5XZi3agc/7K/0+24AUhLVHK22Mr5fCosbxA54IzjLi7zTzAMrry7J6sAfLnMTo5D552S9saGUp9f+0uR8rHi1nFkjDUHGWR+VFjtzxubw+JptwEnRYzTomJGfiVQi4Z0/DKfK4iBBo+CIuZ7nPvuZ7h3jg67z+e4T1Du3M65fKhelJ1HvcGC2O0nUKOndOT6kuuzRsb05YrZSfMAcsq62Wj3UVGq0qWhaSyIiyIK2ihA87QxRXto8VNfbAdh60Iw2LiboL9gEtZKHG0V4fNicbhZMyEWjlIUIhkAD6rFqKz8dMLNs6iBeWb+PGIWUzlo1d1+eRZxaTvH+SmYHTCF/bUMphcZMfigz88crs7i8VydkMok/ghPo1fGJn+Hddbw45SJcbg/905P4oczcZCTp4+1HKS6rDFtmrpLLmPjiBm8fHusJXv39IHQJGuxOFyqZFIfbw83LNtGrczx56Un8dMDM1OHdgial+/B5kBas3sEjY3qTpJEz5dVNvDBlIHdYnbg8HhxONymJaq59cWNYz0/jPW1LNLdJ+HxFXEQEWdCWEYKnnSHKS8+ew+Z6Hnl3KxN1MPnVTdhckqC/YO0ud1QfTK3VFVKi3fhLzGJzkpuayF8/+5mbhmbwWpE3AuPDV62z70QNbzT4cKYO78bLN11El6QYLHYX1Q3pqUCvTqQ+PL7rPfjOVp5oSLk1rtKa3mAy9omLwNdQYNDh9niw2F38/et9PDUYbnlzM4My9eSlJzE4M5k7/vEDF6Un8eg4b0TmqpxO3PjytxHFis3p9vuGTtTaSNdp2H6oyj9B3WJ3MWukgYsyksJGLdty9VAkk3BBlp7Hru17WqLhfEZcRARZ0JYRgqedIcpLzw7fX7Df7TMxMWD0WuBfsLU2Z+QLADU2B2P6pmDsoSdeLafW5iQzWeP/IjhmrsfqdCGVSvjzqGz+smZnxGqdRdf04bGPfkajlNG7QxxIJVRbndRYnWhjFay9pwC7y+0XJo3Fjy81ZnO60ShlPHldP+av2sH8Cbk8MjaHX8vr/Cm5QLETWGZubDAUr9l2JOS1+s5L0ihYMimP4gNmf0Rm2dRBEcUOnDRiO1wePG5YOKEPq7cdZvGaXf7nLS8q5cPZ+SxYtaPdVQ+lamN4/Dd92W+yYA5IjS74cAcLrulzSmLlfEdcRARZ0JYRgqedIcpLz47yWjs/7K/k9hHdwbqHZ28YQIxK6W8Id6TKijJKRZVGKUMXq+SIuR6b0029w8WxqnpSEtSUnqglTiWn3ulm8ZpdbCgx8UbhxWH772iUMgZnJgOwenY+DqcLl0TCI+9tC4nMzL4sy//vQKNy2I7LBj2vTr2YJz/ZxW8vSmPmW1v89wsUR2qFjNRENe/NHMbuIzXIpRL+/tXJQZ2NWbvjWEjTwVMxYgO43B5StGoOVFj462fBHZktdu+Q0fZYPVRlsfPgu9vCRkxszlMTK+c74iIiyIK2jBA87RBRXnrm1NocQeMT7v33j0HjEw6a65FKYMUtQzDXO4K64wIsmzqIxz7aRVEjUdJNH4vd6SZTF8vGveUUGjOZNjyTTvHqkE67b39XxtO/7Y9aIWXOB9vZUGJi2dRBPPPZL2H758y89OQsLV8vnIgdl0vKWbR6BwPSk/wRlmjjKOaNy2FAupaPth+JGK3pkhTj9xsFsryolOcn5SFFElSCHpg+Mxp0fLPPxKU9OwRNQ/cxIkuPrsGP0t7ev80hVs404nKmnh8RQRa0ZYTgaae0xy+I84E2RslTa38OOz5BJZfy6NickEGeBQYdH9xpxOXxUFFrZ/KQDArzu/uFkE90LL6mDy6PhzXbjlBcZub5SXk8s3Y3fbpqyTfocbo8XJ3bmesHduW7UhPv/3TY/9yOCaqIvqFv9pn8oyV8IsYX6QlHUYmJe67oyYa95RgNOvLSkyKOo1jw4U4WXJPLlv3msNcqyNKjkEoidk2+a2Uxa2bnY3O6OWSuB/Cnz/LStX7hk5uagLZRZVJ7j0o2R3roTCIuZ+P5ERFkQVtGCB6BIACfITnc+ISc1MQIU8tNLPxwJ2P6duahhg7FhfmZDOuuI7+HnnqHix/KKvF4YN4qb8Rm1kgDKzbt9xuWA4drFhj0zBmXw5Nrf2bWSAN5aVqsDQbewJSTT1AtLyrlvZnDWbh6pz+N1FRX5Kp6B327JNKvixalXBpRHK0vKcfmdHPHJT2wOd1BX5LDuycz/5o+WJ0uv+BqzEXpWursLsprbBQfMPv76/j8Pj7fUHqSBqvTxSf3FCCTSJBJJf7ITnulOdJDpxtxaQ7Pj4ggC9oqQvBcgPjC2eY671/c1fV2dAqReweiGpKjRU3Wl5QzzdgNfZyS5dMu9vfo8QmTnYerGNc3xS+WfD12fH10AvmhrJKfDlTyZuEQjlTVI5dKSY5VUdwwdsFH4NylI2YreelJDEpPYuKALhyvtjb5WpcVlXJxt2QGpidFPa+m3kFyvJK543pjdbqprrNRvutbHh6dw03LNmGqs/P8pDw8eEJSeVONmRwy17PtUFXI+n3kG3R8vOOo/5gv2tDev0CbIz10uhGX5vL8iAiyoC0iBM8FRmA4WyXz8NRguO+/W1n8mwGiaRjR/+qOFDXxRXQ6xqt4ccpF1NlcWB0uNAoZFoeL4T10XJXTiSNVJ0WI0+3hqpxO5KVpmTwkA7VCxtaDZjQqKVdkd2beB9u5751tgLd78qvrKyPOv3p0bG82B8ygGpyZTJ/UxIhRF59h2Fdh5XBFjwYlaBS8+tVeJg/txsHKevQab/jrhpe/odLqfe5dK70jKGZeasDl8WB3uv0RnCWT8vx+nsB1g1fsTGtIa/m4UHq6NFd66HQiLqLKSnAhIwTPBUSkcPaGvaYL4gvmVPD91b0pzPiEcN1vIxl+fV/kf/7PT1jsLvINOh4ek+N/TqYulkWrdzTyAulZNDGXR9/fHhQpiRZZ2lBi4sHR2SxesyvIDKxRynh16sUAEQ3D4BVxO49Uk2/QhUSavGvSUby/ktsuMTCuYcL5qzcNAGgwGUu8/x8wgmLZ1EH+URIFBj3FDcNCfaKo0JiJRiknTi1j7Y5jIQ0O4cLp6dJc6aFTjbiIKivBhYwQPBcQomlY0/j+6n7k3R+BkwNAjQYd8Wq5f06Vj8L8TFZs2k9eehKFDRO91QoZ2w6Zqai18WbhYI7X2FArZFRbHVzRuyPZKQksXL0jRGCsLynnsNnKljJzkF8nVhX917TO6uI/dwzjp4aICsAT1/Xj+S9+4b6rezGtplvQpPFAgdE1KQaNQsYVvTvhIXiKeoFBz/T8bsxaUcw7fxjOP2YM5li1DY1SSl2U9fgiYUaDjkfH9ebaFzcCXlG0vKiUwvxMRuV2os7qiijk4MKJNpzP9JCoshJcyAjBcwEhwtmnRqxSxh8v70npj8d5bdrFxMWokCBhfclxZhR0B4nELxwHpScxIE0bFOHRKGUsmzqIF78sCRJHRoOOv0zsy9Eqa8Qv+hqbMyRi1NT8qzq7k8p6Ox0T1OSla4OqrnJSEykuC02HgVfQfLrzWNA4ikJjJgkxCqQSb5XWrBVecVRT72Da698HRXgi0TUphmVTB1F8wMwRs9UvrhpHw5qe6yWiDc2NqLISXMgIwXMBIcLZwUTqRWKqs6OQecu7p7/+PTaXN20zMrsDl2R15JGxvamyONAoZShkUhat2RkkKArzM1n6ZUlYz82cD7Zz1+VZRCIlUc2TnwRHWk6lgd/w7jpueXOzP3riE0uRvDPhoi9L15VQYNDxwNW9Gbe0KOg+MSq5X7hsPVRFjwjrNxp0fhFVkKWnS6I6aF8Cy9+jvS4RbTh3iCorwYWKEDwXECKcfZJIvUgWXtMHu9PNk2t3cW1AHx6NUsbkIRk88fGuoKjNmtn5IV/YUau59pTz4NXZEddld4bO6YomWqYbM1m5aT95aVqWTMrD5nRjsZ30wzT2zticbromxfDpzmNU1tmDvDNGg46Zl2Xxxc/Hgjovg9ep45ui/o9v9jM/D4Z31/HlnoqQ9dy1sti/lx/8dMjfWDEtOSZoXyK9LhFtOPeIKivBhYgQPBcQkcLZxh46/vKbC+cLJlovksVrdvKnq3rxzb6KIMETqXOxqc4ecv2meuDYXW6uyO5IdmpCSF+dcGnHQNHy4OhsDlTU+/04b2/az6NjczhWbcXt8Z4vk0pCnh8oNJZNHURxWSV5aVrWzM5nf4UFlVzK8RobMgn845v9UQeQ3vcv7ziKKUPSuWl4d+wuNykJMcSr5ZjqbCydPJAe+ljM9fagUREvThkY8XUVGjOJVyvQxSpFtEEgEJwThOC5wAgMZ1fV1XNg60ae/m0/dAlnV5J+pq3qW4Jo5u3slAQqw4iYSFEbp09lBKCKMmsLwGJ18ui4HB55f1tIZde4finhn9MgWsb0SfGXu4/K7cRVOZ0oq6hn6mvf+aujZo00RE2BHa+2Md2YyeyVxbz7h+F0jFcRq5LTMV5NjErKv24bxvyGBomB+P5936hecHwbMokEjUpOjNJbpr5622H+/tU+LHYX788cHpIiDbcvgWLsi3svoUfHuKh7JxAIBGdK9E9mQbskUaOkR8c4+nbVApAQc3bC5LC5nlkri7n82a+49sWNXP7/vmL2ymION4wSaG1EM2/npWlRKUJ/LSJFbbYeNFOQpQ96zOdNCUdBlh5trJI5728LERRFJSaK91dSYNCHfa7RoOPHA5VsLqtk5ltbOFBRz4kaG9/vrwha4/KiUqYbM0PWUGDQMW98LoO7J3HXymIuykii1uag1urksY92oZJLqai1Y3E4ww40Ba/oMTSIkjtWbKHW5mTC0g1MWLqBv362x58i8/lCRgTsTbR9udBSqs1JlcXO3uO1FJdVsvdELVWWUMEuEAhEhEdwljRHq/rzTYJaEXY6+NaDZvRxSmJVcoZ2TwZO9uIJF53QKGX076rlqpxOeDwnB4YuLyrltWmDGNc3lY4JKv/1j1XVk2/QU+dwRRQUi9bsYvXsfP/QUB+B/pglDb4XlVxKxwSVf3Cpb43hfDtpyTGs3XGMJz7exeyRWVyUnsTCCbk4PR7u+Oe3lNfaWbB6B3++qhcHKqIL1RO13i/UYd2T/RPPA/GJl8YpVJ9nRwJBJfnCs3PmnM1cLIHgQkMIHsFZ0RZ7+/jGPyxZtyeolHzO2BzkUinlNXb+dGUvSotPoFHIsLncbDtURUGW3v9aNUpZQwfhfczI786A9CQK87sTp5JhsblQK+Ws2XY46Iu9wKDDaNBzqLLef43GomtLWSWmWltQX5/G/XNsTndDasrKtkNVWOwuCgw6jgWMkwhMFRUYdPRPT6K4rJLpxkzUCinj+6fgwcOkl71iB3xNDCVNpuRUMglOYN64XB775JegY43FS+OKoIQYBf/vhgHUWp2iQugsaYt/bAgELYkQPIKzojX19jkdH9EL6/b4IyiB/WEees87zsE3duPftw+jzuEmXq1gePdkRvfpTOdEb7O+eLWc/ulJ1Du9DfUGTNJSY3VSfMActvfN+hITBwPETiRj8G/yurC8qDTsBHLwdnyedVkWVoeLRWt2+RsESpCEeHeMBh0LrulDmckCwIpN+7midye66+P4cOsRv9jxUWlxRC0XL8jS010fx7a90DVZwzPX92+yvDlcRVCnhLAvTRCGSO/rtvjHhkDQkgjBIzgrWktvn9MJ7ZfX2kO6JYerwAJ47ONd3H5pFs9/tIubhmbwxa5j9E5NJC9NS4XFzvAeOjrGq7j9ku68tqGUQmNm1LJ0c72DnUeqeXRs75B7apQy8tKTOFpl5ZXfe0u5fRPRfeKnIEtPV62aGpuTaquDd/4wHKVMyuMf7WLjPlNQGksll3Ks2sqHWw/z18/2eKewj8/hx7JKdPFK/v7VvpD1OV0elheVsmzqIKQQMvri8Wv70ilewbaGx0R587nlsLmeB/67NWg8iO993Zr+2BAI2gJC8AjOitbQ2+d0Q/uBXxQapYxLe3aIKFA27jVx/+hc+nXV8ta3+5kyNIPlRcFRmQKDnnkTcvj7V/soTjf7e9eES1np45TM/WA7r02/mIff2x60jmil4HetLOaidC2zLjOwetsRnl77C0aDjkfG9Gb80iKen5RHvdPVaF065ozP5XiNlTWz80EChyvrKausJ1GjDIkgGQ06tpRVkpeuxepwc1G3ZKYFiKeuSTF0TdbgcIgv0vNBlcUeInbA+75+4J2tzB2XE/X5vuo5gUDgRQgewVnRGlrVn25o3xeV8omMqvpgAVSYn8mA1Djq9m7m37cNQwIYe+gZkdWBn49Ws6XMDHjF3pPX9aNjgoryGjv/vWMYR6utdE2O4fVpF5Ou0zDvg+0hImTp5IFBk9MhcpRpQ4kJKfD2bUPZcagaq8NFbkoiRoOOWZdlcbzaxpJJeWhjFCyYkIvT5eFwVT0ej7cqauILG8hL1/oNzz6Rs+KWIUH3KcjSM298LgcrvKmvO1dsCRFEX9x7SRM/CUFzcrzGFnbaPXgbWCpkkoh/bHjFq5nOCWoRgRMIGhCCR3DWtHSr+tMN7asVUvINOgY0zJwqNGYCwVGWtzbuY34ePPv5z3y1p9L/3AKDjtWz87HYndTb3SjlUr7YdZyXv/b2nxnTpxMPjO7N4ap6XinaF9bHg0TCQ6ODuy1H7c5cYmJajY2H3ttGgUHHw2NzGNs3BavD5RcmL900EJvTTacEFRnJ3qZ/vu7LjQeGFmTpSdGq+e8dwzhRa0Mpk9JFG8PBCkvYNYMoGz8bzrRHlbk++vu6os7Owmv68EijFgeBFX2DuyULwSMQNCAEj6BZOFMvx+l8GUQ691R9RFUWOxUWO8eqrEwzZhKjkLF0XQl56UkYDTou7pbM6w1RlrsuywTrHr7dV4F3sIJXEA3KTMbqcAESXB4PTreHLokxvDRlIH94awvXXZTGw+9to9CYGVY4gPev80fHSoKqvprqzuw7vr7EhAc4XGVl8ZpdfhGToFbQIV7FM5/+TI+O8f4S8Nc3lAZXimXpWXRNH/abLNTZnf7KMLlUyswVW8KOeigQZePAmQmXsykbj20iJaVWyKiqt0et6BM+HoHgJELwCFqM0/kyiHZuUz6iOLWcX8vr+GZvOau3HWHKkAz+/J+f+NtNFwHevjkvTB5Ix3gVz33uHYXQr0sidXu919AoZdx+SXfG9EnBVGvjLx/tChYEBj2zRhqYNbIHKYkxbCgxcdPQjKivvaLOzvzxucxt6GjcZCl4wPHyWltIh+auSTE8+fEurrsozf9l9/amMhZP7MO+cgsej4cuSTHEKKQs+nAHn+8+EfT8MX06A4T070mMUZCeFEPKBd7T5UyEy9mWjccq5VE7Zscq5TjdnoiRQbjwBgILBNEQnZYFLUJTXwZVFru/g+wvx2p44L8/RTwX4Inr+gV19QVvZGLxxD5sKCnnkfe3kZIYQ156EmnJMVjsLtxuD7NGGnhx8kC6JsVwNKCPjc3lHRmhUXjTXB3iVHz/awVLwkxBX19SztJ1exidm8KRKm/ZeYc4VdTXr9UoKTlRS156EsumDiI5Vhm1w3Jggz+n6+Q4i4IsPQ+PzcHj9vDnUdl00cbw+vTBvPOHYYzq05mqegcej4fiA2Y8Hg8Pv7c9SOyAtwng4x/t5tGxvf39e2a8sZm3Nu1HJpWQEHNhf2meyns1HKfiLYuGVqNg9siskO7URoOO2SOz0GpCu1kHItKQAkEwIsIjaBGa+jI4Wu1N2azfU86yqYMidibevL+Sijo7bg/cdXkWD43pDR5w4+FEjY3jNVZ6pyQw3ZhJmk7D8RqvqPnXbUPRahRk1mnQxyups7mQSE4O3fQ117t5WEaQzydimqrEFCSYVHJZ1L/OlTIpcqkkqPGhN53kCXqtgX4M8Aqc9OQYXpwykIxkDTU2J2q5lKM1VopKTP4S9gKDnj+P6sWkV77FYneRb9Bxac8OUdZfzp+u6sX7M41U2xw4nG6O19jolqy54FNZZ9rv5mzLxhM1SjKSNYzrlxqUsmr8c2npogGBoK0gBI+gRWjqy+BgZX2T/hafSJj7wfYQkTAjP5N4lZz/+3wPu47W8J/bh+IBPt1xlLLKevLStJjq7KRqY0hsCPsnxMj9vpodR6rphje19fyXpUwZEj1FBSCRSNh+uAqjQUdVvZ3pYUSST8CY6+1BDf584yBuG9GdB0b3ps7mxOn28M0+kz9FVWDQc9+oXuw9UcfMt7bwnzuGsanU5B/YWZCl572Zw3G63ajkMm58+Vv/86Yau3Gi1hZ1/Tani07xKtweN/EJagZlJIkvTM5cuDRHj6oUbQxj+nQOKgho/HNp6aIBgaCtIASP4JwRzeTZ1JdBIJH8LU2Vco/pm8IPZWb+ddtQNv9ayZc/H2fW5T35f2t3B5eKZ+mZNz6HY9VWHh7TG5fLg0LmZvd3J8cmqBUyPJ7QyeiBuNwePB6YbswkSaPk+r9/E9II0GcofecPw/3GYt+aLXYXz32+h+0Hzfx5VDZKmZSrcjqRb9CjlsuQSSVMf/07nryuHwA1Vid//WyP//7r95SzcPVOHrg6G4fTzdLJA7HYXSRpFEx5dZN/BlckkmOVdOsQR7eoZ114nKlwOZ0eVdF+V06lIEA0gBQImkYIHsE5oSmTZ7QvgwKDPsizUnzATIFBF5LWilbK/UOZmQXX9OE/tw/D6nAxqFsyeRlJLFi1I+Q66/eUM2/VDvLSk1i6roQCg447RnQDoFOi15Dq8Xg4Xm2lwKAP2xvFaNDxzT4TY/umAN66rrz08OszGnRIJXBRRlKQSRigizYGj8dDrFLGryYLNTYnKrmUohLv8M28dK1/P7aUVYZce0OJCYVMyqc7j/ojP8umDsJid0UdGfH/27vv+Kbr/A/gr+zR3QRoCx1pU+lglQ1pUTiGLDlFlILaUkDvkEPkTlEBGSIneKd3MlQ8hh5D/Z0LUUQQRAqyC5RSoIXaMgqlKx3Zyff3R5ovSTMoCE2bvp+Ph487Mj/5Usibz+c9BsXLIeRxkVNSdUel023B3TbXbGqPKhoASkjzoKRlcs81NclzybguSHORaLxgbBI7ARywVlEtGJPslLzpjtxfiM+f6w+d0QwGDIKk1u7GJZVat7lABworMCI5DGsm98SU1FgUN8yeyr1iDRJ4HA7CgiRYMCbJZRLpFJUC67OLcK1ai5H/3o/rah2mqBRuHwsOMLJLGFampyAp3DpYqqxGDzGfC63RBKOFwdr9lzBj8wlM/fhYQ/m8tYHgudIaTElVOFwje3UNOz+2knVboLM+u8jlmtLi5ZgxWImR7+3Ho2sO4g//3Ie/bM3BtWrPU9PbClvg0jg5uCl5Mrbjpp/mPIivZwzET3MexMr0FLbq7W4Togkhd452eMg919SE5OPFVchKVSBzYAwAoGOIBBwAu85eR6+oEHYnRWMwY/e561gwOhEWBjBZGGj0ZgRInH98pUIe1mf2Qa3OhFV7rT12bIM8pw+K87juy5UazNh8AgDwYHwIHpMDq/YWYulj3WFmGPxlaw42T+vrse+JzbGSKpy9pnb52E8PF+MPiR0cRkvYpCnleH6IElX1evSPDcXsofEwWwB/MR9cADqjGa+OTMDYVQfcDhcNkPAddsRuHZ0VOe0odQqR4PQVNbI2HnV4PXel02qNATeqrcFgUXk9OgS1jaTm35Mn4+m4iQaAEtJ8KOAh99ydJCQ3nhs19+EEmCwMZg6Jw8iuYegQKIbeZEFYkBgMA/zjx/PY01BWPXOIEqlKmUNjvaxUBfKuqrE9txQHCiuQpVKw7xHi5zkXwz5X6NClSjwmB9Zn9AHD5UFjMOH/nhsAfxEfJ0uq3B5V2Y7ibEFG49lYaUo5loxLxuiV2S7XYKuWmvSfQy5nXaVEheDRHh3RKzrE5RelSimDycwgQ6WABXBIiJ4/OhGvjExgJ7aX1eoR384fL/3vtMu1NP7CtR29HLl0Eyv6AmNXZaNfbLs2c/RyP/JkaAAoIc2HAh5yz91JQrK9A4UVMJktGJ7UAXwuF6v2FDaa1i3DlFQFDl2qhMZgdkj6tQU9tsGdOSXVmDlECT/hrR9xk5nxWCpunzdkc7NOj+c2n8R76Skoq6nF7vwbyFQpwABOzQczVDFs+bgtyLDtpviL+DBbGIT6CVGlMbjdnQGAa2qty/sPFFZgxkNK1OmNyBgYAwvDuKwAu1qtxYufnURWqgLPP6QEl8uBxmDGiZIqh+7MAPD9rFS36wBufeHaH72I7BoAN7WJHnHtXlRyEUKahgIecs95TEiOl6NdgAhrJvdkxxrYesdIhTz4ifg4fbka205dc04ubphD9flzA/BD3nV8eqQEedfUWDAmCSYzgzq9CVwOB5UaA1ZP6olStRZ+4lvfzmqN0WOpuC1YsVejM7HVYFkqBfacu4lDlyqdqq/aBYjYMnAbWxM/ANg6vR80RjOOnr2OPtGhHq+fp67LPC4HVfVGp47I9kdrnz3XH/+Y0B2dQqwJ0HvP30TXjkFICg/Eqkk9Ha65p8ALuPWFS0cv98fdJkQTQu4cBTzkjt1uppC76pS0eDmef0jpEBiolDK8l57CfoEv3X4WLw57AN2jQpDZ8GVuHxjtLyjHnGFmDIqXY3TXcKg1RhjNDMpr9bh4sw4DlXLwuIDMXwQRn4uqeiO2TO+HgxcrcOpqNU5drnbIq4kMlWBn3g2nHBypgAfAjE4hYsj8JegZFYIQqQBSIc8hkLGZOUSJXlHBLpOi0+Ll0BqtOz4r01NwtLgSyx7twh7X2X++XtEhLneabGw7NZ4qwHbm3cCqPYX4dHo/hPpZO0TbRmY0vuZBEkGTvnDp6OX+aGolFyHk96OAh9yRppbQ2pI8y2r1UGuNkAp54AD4Mf+Gw+vZdlqyUhUYEGutJAqUCJHTKE9GpZRh1aQU5JfWQCLgo7Jeizq99cv/0yMlWJmegp/Pl+Gfuy5gy/T+eO0rxwnSqUoZpqXF4g8J7aHWmqDWGiEW8FBWo8fJkip2hykrVYHeUSFo789HwfH9eOLDQ9CbrR2Y05RyNlBovDOyPrsIX89QYfH2PKejrvmjk/DoGmuSscnCoGvHIGzILnJqlrguozfaBYjw1o5zLq+9qqEUfX12EdZn9AYXcNuVOS1ejk6hUrz6xWmXfYoAYMGYJLQPEDXpC5eOXu4fahxISPNo8QFPTEwMiouLnW6fMWMGVq9e7YUVtV13Ogyx3mDGku1nHR5vv7tgCxoOFFZg7ogECPlcfPpsfyxuGKhpz9pMkINRXcPw8L/3O7ze+sw+WP7DORworMDMIUr8c+c5p+dnF1aAw+FgVJcwvGpXHTU0oT0Wj+uCN787i0n9rGMkACD3cgUeazSiaH9hORgwyEpVOO2u9IoOATgM5o9OAsMAdXoTeFxrj5/S6ls5OZEhEqfho7c+H/Da6ES8NioRWqPZ7bFbz6hghAVJ0D9OhkyVAoFiAWp0RvZIq3d0CJaP7waNweyxDP/1MUkNibi47RcuHb3cX9Q4kJD7r8UHPEePHoXZfOtf02fOnMGwYcMwYcIEL66qbbqTPA53wZH9jo79HCmpiI/F284gU6Vw+yW9v7AcL49MwMwhSjYH5UBhBWp1JvZ1PTUj3F9QzpbA2+/maA0mLByTjPlf57KVXR/tK3AKeABr4PTnh5ROnZpnDlbij6sPuqysMlmsHZpTlTJwORyP87gYhoNL5fXssZu/iA8elwMhn4tStQ4r01OQc7kaS7fnISEiCBsPFOHv47sh1CiEzE+IR3t0ZIOVHBeNCe1p7dZ6uy9c+6OXw5duDR+loxdCSGvR4gOedu3aOfz6rbfeQlxcHB588EEvrajtupM8Dk/BkS2osHnuwVgcLapApkoBqdDzj+TlSg1ySqocdonq9CY2gPG7zfMFfC7WZ/aBv5CHAAkfDMNBlcYAHpeLOcM7Y1qaCXYzRF0yMwzWZfSG3mRBsESAsEAxzAyDlKjgRsdZMix8JBmV9Qb0jArBiZIqqLWer+HlKo3DUNE1k3uyvYEay0qNxSPdI/DW9/l489GuiGvv73D/vT6Gsh293KjWIP/oPnz7fCo6BLeNPjyEkNavxQc89gwGAzZt2oQ5c+Y4TLa2p9frodffGpJYU1MDADAajTAaKbHSnu16NPW6+PE5EPHcz5OS8jnsa1XXaz0+1mgyYtZgBXpGhqBjiARLvz+LQ5cqsTo9xePzhBwLjhWVQ8ixYMvU3ihV6xAVLMS/n+iKTYeL0SPC3+XzpQIenh4QjRARF1fVWgQE+GHF93k4eKmSfUz/2FA81S8aUiEPIq71NWz/a8+gN+B5u4quz5/rDw6AOX+Iw8vDldAZLBALuBAJePj+9BVsyP4NGqN1N2VYgszj52sn5ePnC2XsY4Qci9vHcxgzMtf9iop6A2YNjoNU4PhnIljMwZAHQnHgoosy/DgZgsWcO/4zIRVw0ClYiHwAnYKFEAju/DV82Z3+mWor6Lq4R9fGvXt9TTjM7SYitiCff/45Jk2ahJKSEkRERLh8zKJFi7B48WKn27ds2QKpVHq/l0gIIYSQe0Cj0WDSpElQq9UIDAz83a/XqgKeESNGQCgU4ttvv3X7GFc7PJGRkSgtLYVM1rRZTG2F0WjErl27MGzYMAgETTveuK7WYeG2Mw67Bqo4GRaMTsLyH85h7wVrfsdzg2Jx+ko1frXbQbFZ+kgXdAwR48P9l/B0v2iH3RKpgIcVj3fDpsPFOORi9+Xl/51md0veeaIH5nx+Ev/70wA8/sGvbp//3KBYnLpSzf56dXqKw3s2tmZST5jNJmiLcrDgGBd6C8ftGgBg09S+eGrdEQDAwFgZunYKwqkr1ejeKRgf/nKJfdzAWBlmD41HWa3e7eezMAxmfXoS/WNDsXBMMt7+4Rz2XLiVM2P/ePvX//b5VCja+bn8PDVaAyrqjKjTG+EvEkDmL0Cg5O6Poe7m56atoGvjGl0X9+jauFdRUYHw8PB7FvC0miOt4uJi7N69G19++aXHx4lEIohEIqfbBQIB/TC5cSfXJlIuwLsTezlU9PiL+Zj3VS5255fDOicc+M+BEryXngITw3UY/aBSypCikGHhtjwcKKzCk30VbNk3AOjNFrzweS6yUhV4ZmAcpEI+tEYzGIYBj8PBm+N7sH1r/ERCBEhE0Jk57Gs0fr7eZEGMzA/v7S1i12ZguA7v2ZjewsG8L/OwKAVY/VQfiEVCGEwW/HqpAi98nguNwcK+VppSjgOXqqE3c5CqlGH28ASs/KkAf3qoM6Z+fPRWSXu8HE+rYlCldV6frWngC5/n4tNn+2PNU32Qc7kaGqMFC8Z1Q32jknGVUoanB1ortvRmDgbFy9EhWOr291AmEED2+/+ucEJ/ptyja+MaXRf36No4u9fXo9UEPBs2bED79u0xevRoby+lzWtc0XOxrA6788scHmM/WmH+6CTUG0zQGy04eKmCra4CXHcVto2NyEpVYHTXcPB1HJgsFhy4WMFWZ6UpZRiR3AFbpveHxcI4Pd++iurT6f0d7vfUydh2v20HZ9bWHLyb3gsmC4NTl6sdqrDSlHK8PjYJl8rrsWVaP4QHiXGlUosunYJw5LcKrExPYQOa9gFiPLn2VywYnYhe0SFumwb+ePYGe9+jPTo69Gip1hrYa2hL2KYqKUIIaZpWEfBYLBZs2LABGRkZ4PNbxZLbFHfVW7bAY3Dndnj/54uY2DcK567VYFD8rXrvnMvVTvOtpEKey8Gbth4+r3xxGt2jQlCrNaEWJoQHiR2mg9u/zvzRiU5T1V29p/175FyuRv/YUAA3seLxbtCbLPi/oyX4yxAlXn64M65W6RAjk0LA46KyXg8+lwOJkIfRK7Pdjmr49Nn++N+fBqJOb8DLIzq7nYNlG28xKF4OfzEfF8vq2I7WynbWKqwOgWIMTWhPDeoIIeQOtIroYffu3SgpKUFWVpa3l0Jc8FT+LBXyIBXw8KcH42BhGMwbkwi1xsTevz67CKsmpYDL4bBl7LbZVa6a84kaysrPXFVDazRDb7JAb7LgtVGJ+OePF7D7XBn7vusyemPN3kJcU+scAhz7oaOugo4th4vxVL9oaC7exKbDxZg7MhkT+0Ujc8NRfPRMb/B5HFTU67EuuwhJEUFYtacQ6zJ6e5xL5Sfi4R8/nsOkftGYsTkHE/tGYUGjnS/7XZulf+zScEx4a+fM1tG6cfk5IYSQ22sVAc/w4cPRinKr2xx3XXilQh7WZ/bBsu/zsb+hC3JOSRUGxsmQFi9nAxwurB2QpzQ02vMT8hyaEmalKpASGQy9yYLwIDH4XA6+yy11ClbmjUrEzCFxYMCBiM9DqVqLKamxyL1ajampt4aG2o7bFoxOwoLRSajTmyAScGEyM1BrjEiKCMLL/zuNRSnAoUuVMDMMG4yotUZsPlyMeaMSMalfNLsj42nXKC1eDg7DQVJEEPs6py5XY3qqAkFSIdQag8Ouza2cKMdjwrudTH672WeEENIWtIqAh9w79l9+foLbdNhz8RxPw0Ibd1aePzoRq/cU4HhJNWYOUWJEcgckhQciPEiMwZ3bQ8S7gEn9oyDgc/HqV2cwc4gSA2JlKK60Vtm5OtqyBU2udn/+/v05zBudiEqNAT+dK2PzfVRKGbp1DEafmFC8OjIRdXoTLAwDrcGM62odRAIeanQGhyni9r1vrlTdGg0h4nOtYyA4HIfxGOuzi7Auo7fDThVwa2DqE2t/ZR+bqpThzUe7stewKTlRNq46Wnv6vWnq7DNCCPF1FPC0IY2//EQ8Biv6WkvNI+Wuj6Wa+oXJ53Lw2qgE8HlcGIwW1BtMCBDzEREkwYIQCd74Ng+fHinB8vHdwOdxUKsz4a8jOkOtNUCttR5xpUQGo95gQqcQCdZl9IaAxwWfx0FKVAhySqwJwx5HRxSW42q1FlM/PuYws4sdOxEVghs1Omw+XMzOzWq8S2R7jtl869hNyOOy99smmdfqTGxSsljAw3W1FkYTg78N74zMgTEOycp7zt/AZ8/1x+VKLYIlAkSGSBAZ6r4nVFM7Wt/u9+Z2s8/entAddToT7fwQQtoECnjaCHdffgCwcNsZvDuxl9OXXVOHhV6r1uL1r3Mx0S6IsO3OlNXo8FH2JZy/XovN0/pjSaNp4qlKGeaPSQIAMADi2/vj9a/POE0BtwUiepPF4+e03d94ZpdtnAWHYz1acpcjZHvOR/sKAAADY0PZ4yr7pGKj2YKpHx9jn5umlGFKqgJV9Qb29jSlDN2jrBVZfWNkCJIIEB4kRqTMdb8cm6aMhGjK7015nQHHi6swc4iSPRK0lfSvzy7CxbI6TPrPYfa5tPNDCPFlFPC0ER5nW12scDgmacpzbEcrADD3f6fRPSrYIYiwJR5nqRQ4UFiB9Zm9sWR7HnIajrfsv4CFXC6GJLRDnNwP8792Pyl987R+4PNuX1JuPxi0Q6AYI5LDUFVvQIifECazBb2jXJeF297Lfs7XvFFJqNSaMbhze+wvsDYATFXKcPCS4xr3F1aAafjcgLVkfUpqDGZusQZIDMNY+wl5XL1VUyaTN+X3pk5v9FjtVqs3OT3vbnKECCGkNaCAp424k8Gfd/IcC8Ngf2E5pthNPwduTS2f3DCbKixIgpySapdfwEMT22PR2GRcqdJ6mCRejkxVDHIuVyNVKXNoZmijUsqQe1WN99JTsOVwMXpEBmPp92cdB3rGyzF/dCKkQh40BrNTUrRYwEN4kBhf/XkgCo7vx4QPf0WVzsK+/vrMPtAazHh+i/NAz+zCCswfk4Qv/zwAvxSUY+aWnIaeQXJEBIvx5nf5+MeE7h6vKeA4mfyXRsdVtp47l8rrPb5Grc6IEKkQ//6pgJ28br/Ds+VwMWYPfcDpeY1zhAghxFdQwNNG3O6YJFAicEqAlUmFmD00Hl07Bjkdh2gMZgRKBDBaLNg2UwWj2eKwc9M+QISZQ5TwE/KRlapAjcbottx8d34ZZg2JR/VtJonrTRaHkvLGHZynqBTIu6bGhgNFSIkKcXovqZCH7pHBqKgz4IOnesFsYSDzF+Jfuy84BGBp8XI8PygaAPD2491gYLjsZ//P/kvo0jHIbQn61Sotci5Xs6+X2jAx/URJNZaM69LkQMK+4aCto7V9z52mHHsZLRY2V6nxDs8UlQIms+vjQVfBb1tA1WyE+DYKeNoIT8ckQx5oByGPi5lbc9hjEltJ+fHfKvGv3QXsY9Pi5fjuL6morDfAaLbAYmHw/s+FeGlEAnJKqhwDB6UMj/fsiA6BYbCAg9Q4OXo17DYIuVz4S/gQ8rngArAA6BQicbnjYguyRHyuQwfnV0cmQmM0w2i61cdmZXoK3t1VgCyV446Tu2aGqUoZMlUKHLpUyQYxx4urYGasAc/zDeMbgFuBAp/jubptVJdwpCrlCJYIUKMzQsjl4A8J7e/4y7Nx9Za9phx73ajVY8vhYrc7PLP+EO/ytQNuE0z5IqpmI8T3UcDTRgRJhVg+vht+vnAT7QNE1ioiLoO6wqN4bVQiXv0q1+Ev+6xUBVbuKXDajdlfUI7535xBSkMejG28wsJvnHNvjpdU47paj9V7C7C/IZE5K1WBAbEyCHlcGEwWcDkc/GPnOewvrMCLw+KxPqMPVu4tcNqRWJfRGzmXHRNwLQwDCZ8Hi8WCUw1VXLak5cbJze52l7Ltcm9s75mVqsDa/ZfwmNzhoexz5z6c4PIa26q49CYLZmw+gbR4Of7+aFd08lCRdbeacux1vUbncYdHwHMO3GzBUlvS1OR8QkjrRgFPG8IA+P50KfYXOpalG8wMjhdXOTzWU/m3fWLv/sJylNfp0T0qBJkNuwgSAQ8WhkGHQBGW7zjHBju366nDMMDqvc5B1oHCCkj4PPzlD/FYsfOc0y7SlFQFxnYPxwtD4yER8qyfrdG8rKZ+HttjP9pX4BTw2B4r4HGdmgzaV3GtbDhy219Qjte+ysUb47qgUmO458cktzv24gAeq9HmjUp0uL2tzuVqSgJ4W7smhPgiCnjaCPZfsYXOf7Ev/f6sww4H4LxD0pjtfqmQh1A/odNxVqpShsWPdMHxkmoArndYGgchXTsGORyf2UuICMQ/dp5z3nEqrIAF1h47Mn8RhHwuu9NiH5Q09fM05bH1ehPGdA1nj4ls085nbc1Br6hgtlcPYP3CLLxZx5aq3+tjEk/HXhYGbpPAbc0Tf5rzoMtgqS25m4R+Qkjr47nGl/gMT/+KPXixAimRwQ63NWWiOAA8OygWS7efdXlUtGhbHlumnRIZ7PSYxoGFp0AjJTLYaTiozYHCCoxI7gA/IR9mC4OXRiTg7DU1pqgUUClld/R5mvJYC8NgQJwcGw8UYcbmE5j68TGs2lOIXtEhmJKqwPrsIrefy3ZMotYYPL7HvaAxmG5zvxlx7f3RIyoEce3972mwo9YYcLGsDjklVbh4s65ZPu/dakoCOCGk9aMdnjbidv+Kbezc9RqHeVf20uLlKCyrw+yh8RieHOZ2V8ZWSm7bBVqX0ZtNnD19pRphgSKHx4sFPLfrud2uy+VKLWZstpaKD01ohznDOsNoNmP+aGtTQy7H2hvH1Q5Xql0HZQAoq9VjYJwMgPN4h7R4OUL8hHj8g4OY2DcKmQ1HYeFBEuw9f4MtRbfXOIBqrmOSIInn1w+S3J8v8taWANyUBHBCSOtHAU8bcbt/xXYKkTj8pZ8cHoSeUSGwMIxTrsqMh5SICBLhSrUOao3nQIrH4eC99BS88+N5hx2aNKUcY7qFY+v0fqjSGOEn5CMiRIzN0/pBrTU6lcDf7svZT8jHuozeaB8oQp3ODA4HkAj4eGrdYZTXGSD3F+KTrL7AjnMOX8QqpQwvjUhAVb0Bayb3hELuh/xrarw8IgEXjjkGPGnxciwZl4yqegOWj++GADEfIVIhxHwuFm8/63L+lapRMGXTHMck3vgib40JwE1JACeEtH4U8LQRnr78VHEyBEuFeGNcF9QZTKjTmRAoEWD8+weRlapwylWZ+vFR/OeZ3pj8n8NYn9nH4/tGhUqxYJtzBdf+wnIs2paHHlEhbG+dJdvyXI6U+PRwMSKCxQ4NB+3L1zkAwoJEOF5chb/YDfRMVcrwf38agB1nSrFqz0U8/sGvWJ/ZG39+MA7VWiP7edI/OgSNwYxUpQxv/LELLldr8XN+Kf4QAKxOT4GB4SJaJkV2QTkuV2hhtFh3mzjgoLxOj8NFlZjcLxpao9ltInNjzXFM4o0v8taaAHy7BHBCSOtHAU8b4e7LDwAWjE7CvK9ysTu/DFIhD1un94daY4TGYHZb2WRrEsjlwKnzsS0YGRgrcwoCGvfZiQqVIiUyGOvdVBNxwcGbj3bB33fkI1OlAAO47dhsP3NLYzAju7ACC762TmG33Z618Ri+n5WKNT8XOjUuzFQp8Mb2sxia2AFJPTpCc7GU7cPz5Z8H4u87zuGH2WlY8cM57Dl30+G53ToFoa8ilK32igyR4nhJlcNEdZvmPCZp7i/y1pwA7CkBnBDS+lHA04Y0/vKT8jnIP7oPy384h4MXrT1uRiWH4dSVanSPCnF4rqtAZfbQeIQHi/Hywwng7DyP/QXlTuXnayb3dHgNV4HKlun9PI6UqDeYsePMDey7UI6sVAXmPpyAt39wrthqPDAUsCZPzx2ZgJV7CtnbtQYzekSFYIqLKiuNwYwZDykxfeNhLLJWlyNNKQOfx4FKKYOAy3UIduzfNyUqhK3G2vPXB/HgA+2wIzrE68ckzflFTgnAhJCWigKeNsb+y89oNCIfwOGiSryX3hNbDhfj0R4dsT23FFfVOras212gkqaUYVyPCNRqDBjZJQyZA2MQ6ifEOz+eR05JNV4cFo8HOvhj20wVNAYz/EV8nL5SjfPXa9kGgiYLA8FtBoLWNOwm2XacblexZd9TBwDqdGaH29Vak9udK8CatKwxWndlBsbK8LRKgco6A6aoFCit0TbpfWu0RsS2829zxySUAEwIaamoLN3HNaU8+NkHFfAX8fDaqEQsasi3WZ9dxJZ1u+tSvL+wAq9/fQYXyuqx9Lt8nLmmhojPw/GSaqye1BN9Y0KxcFseHll1ABPXHsKYldn4LrcUm6f1x9lrakz9+Bhyr6phuE0FVkCjhOU76akDAP5iHnu7qmG3xhOF3A8fT+kLAOgRFYyZW3LQPlCEWVtzYDC5n3du/762nYwgqfC+lX63RLaj00Hxjl0bKQGYEOJttMPjw25XHlyjtQY/wxLDsHD7OWSpFOzOiW1m1fOD4zAkoYPbHZH9hRWYkhqL1ZN6QizgolStRVaqAqVqLb7LLXV57PTGdmuy8p5zN5ESGYxfL1U4dS62SYuXgwPGIU/IU/k64FgGnqqUoaxGD8Bahj1FpUB2Ybn791PKsTPvOt7fewEr+gJrfr6IPgo5JAIeBsbKcKKkyuk5jd+3re9ktLUEYPuho34Cz8E0IcR7aIfHR92o0eG38nqk943C+sw+mDlECbm/EN0ig/FbeT1OFFeirNYaCLzxnbVxoKudk7T4duyRkjt8Hgelai1W7bUGRSmRwegQKHabl5NdeKvRoW0Cun2TQBuVUoaFY5Mh4nOx9I9dkdpwP8Mw7P9vzL4M3Fp11RVzvziNtHg5dEZrELf2l0su3y8tXo6ZQ5RY+8sl9rb+saHIVCnw5ndnMXdkAs5dq/H4vrSTYdVWdrauVWsxc2sO/vDOPjy65iDGrsoGAFxX67y8MkJIY7TD44OuVWsx93+nHPJchiS0w+Zp/bFkex5W7SmEVMjDv5/oCgA4dKkSUiEfnUIkDs0BubB26w0QCbBmck+n3ji2ROZ2/iIIeVxMTY0FwzDgANA18dip8QR0+xL43KtqcDgMStV61OpMeGVkIsQCLkxmC1uxZR9UpSllWDA2GbVaI0Ykh6Feb8SOM9eQGBaIxY8kY8zKbLZiqvH7RYdKESjmY9vpa1iZngKdwQjTb8fRvVMwm8z81IAYvPxwArQmx8ozW2DFMAympyp89sudOHLXcwgAFm47g3cn9qKfBUJaEAp4fIxaY8Dr35xxGOYpFvDAMAyW/5DvUMm06XAxHpMDUgEPbz+ZghU/nEN2Q5Lycw/GYmy3CCz85ozL3jivfHEab43v5iKRWY55YxJxtcp1cq+N7fjHfuaV/etIhTysz+yDRd849+Z5fUwSXvniNCb2jXLqEfTH1QfwwdO9oDdZIOBxMbhzB4zpGoFanRG9okLYTsv2JfepShn+/mhXXLxZj7d3XrCur2Gw6oe/XILebD2mMFsY7MgrRUpUiNP7GkxmdA4LvOvfN9L6eOo5dOBiRYvtOURIW0UBj4+pqDdgYt8oNhCx74nzp0FxeHFoZ+hNZpgsDFI6BqCu8CaeHhDNJiVHhkiwLqMPjhdXYsE3zg0Dbb9e8Xg3bDlUbC3FTo0Fn8tBqJ8QRrMFDMOgrFbfpFEOtqaD9q8NAPNHJ2L1ngKnaqwDhRVYuj0fE/tGuc0r4nM4mPSfw+yv0+LlWDg2GW/8MRkLvslz+JJKi5dj8SPJuF6jhZlxn5AMAO0DRfhw6yWnvjoAMCi+ncfnEt/TmnsOEdIWUcDjY0wWhg1e7MvJbYHFB79cRFJEEFIig9ljp/6KUFg4PExPi0VYoBhvbM9DpkrhNgcnp6QaMTI/vDDsATYh+MhvlVifXYSUqGBMS41Fj8gg9IoKweLteU7dh18fm4y3duQDuJUcPX90Il4ZmYArVVoIeVwESQR47aszLt9/f2E5/vRQnMuAJ1Upw8FLjarJCsqxeFse+seFYmSXMLz8cGdoDRYESviorNPjiQ9/xftP9ULOZc/J0z/ll7kMdgAgUEx/lNoa6jlESOtCf0v7GIuFcTi2sgU/M4coseVwMSb1i2Z3f2zHNjJ/MXJKfsOqPYXYmNkH3aNC4Cd0/aNhC6IWfnMGx0uq2WaEvaNC8OjMjqjWGlCtMUJrtMBPyHF5/DPpo0OY2DcKL41IQEmlBuFBYhhMFlyp0kLEt+YJJUd4Ph7icTlOw03TlHJkqGJcjnLYX1iOl0d2xs68G9hzrgx/Hd4ZGr0RR4urkBgeCAGX67DbdKzIcd7WorHJeOfH82z/INtR4YmSKuRfUyPEj44u2prbjWtpy5V6hLREFPD4GI3BxP7/lMhgdhckJTIYEgEXH9vt/kxTRQG6Ary14ywOFFZBKuQhPFiMnOwqtorKxpbX83ByGAxmC54fEo8giQC5V6oxtyGf5/VGM7OWPdoFpy5Xu9yJOVlShSd7dUKQWIDljbomq5QyjEwO8/g5GYbBwrHJMJotuK7WIUDMh5+Qj/EfHHS7C3O5UotTJVVYPK4Ljv1WidIaHfpEh6K/QoYqjR69okLYZOYp/SNRf/EYVqenoKzehJ/OXcdLDydg3te5Dp8nVSnDm492RYdAscf1Et/jaVzLkke6UP4OIS0MBTw+Jkhy6y9ZWyWUVMhDuwARIoI7QCH3x7S0OAT7CfDuzrOIkwMHL1UC4CArVYGl260l6ilRIWwOjlTIY/vsLGm43yZNKce6jD74908XnI6Cln6Xj/UZvQHAKW/mb8M747fKeqzdd8llntDpK2qkKWUuOyqnKmWICJJAYzKDsTCICBajos4AId/iNtgBgMhQCUZ2Dce3p6/h3V0FWJfRG0I+FxIBDzqjBfPHJGLp9nyH3a//Hi7G0wPjIKjnYsHXzjlNtnldLXEKOLn/3I1r6RBEATAhLQ0FPD7Gts1+rLgKnUIkWJ/ZB1IhD/V6Ew5ctHZQfnZQLI7/VokjRZV4tKEhrlTIw+DO7djdi0+PlODTZwdg8bY8dI8KdttIcH9hOcABukcGO82Y0hjMyPr4GL6aMRBXGqq2wgLFKK/T4+cLZRiS0MHtiIg3vjuLr2eo8Mb2sw6Jz2nxcrw+JgklFRrUGkwQ8bmorDegnyIURjPjNlFapZQh94oa7QPFWPqdNX9Ib7KAy+Fg2Y58pDRMbbflEqk1Otw8ewjdOwXjsyMl+NuIznjpf6ddrrUlTwEn95+rcS2EkJaHAh4fEyQVYvn4biiu1LBl5ja2knK5nwAmC4PMAVGoKzyKtZN7IULuD53RzPbb4YABh8Pg1VEJMDMMymr07gd8FpQjc2CMy/s0BjOq6q3VKmU1egi4XDAAjhZVIr59gNvPoTGYca1ai0xVDDJVMWyvHB6Xg3GrD7A7OWlKGaakKrDk2zxM7h+DKakxYMA4fO40pRwLxiZhx5lSLP0un31usESAXwpu4kBhBV4bmYiRyWGQCHkwWSwIlgpwE8DYbhGYmibFpfJ6j9edKnIIIaRlo4DHB0mFPKzeU+jwpQ9Yj4okfC7mjU5CTkkVPtpXgBV9AYPFgkXbHKup0uLlmPFQHGp0Jpgtnsu1Ac/zrQLEfARKBOgUIsHu/Bs4dLEC2YUVmNJoyGdjsgAhnvzwEBugrM/sg0AxH+syeqNKY2SToGdusTYG1Jos6KsIRY+oELw2Kgl1eiOEPB5+vlCGP9oFSYD1WCxAzGe7KtfprQNFbbtDtiMtsYCHIKkQgWLnGWSOn5EqcpqD/RiHQIkAcj/fHVlBCLm3KODxQeV1BpfHOgCQEBGE1xv664gaRlJtOlyMA4WOM6L2F5QDDIOFj3RBcYXn3Q3AOqfKlbR4OfxEPDz+wa9YPr4bVHHt2OZ+9k0HnZ6nlDmUgauU1jlWI7uE4fH3fnX5XraJ5VM/Poak8ED87f9O4b30FBz/rcoh2ElTyvG3EZ0xZeNR9nazhXF5zWwdc5t7Cjh9sTu73Ww4QgjxhAIeH6TWGtiGg41LqHtGhThVTR1qSFpubH9hBao1BpTVWOcCeQpOAsR8p/tVShnmj07E0u1nsWV6f1gsFtTobgUe7poOpiplyFAp2PJylVKGKSoFth4uxuM9O3r87I1HVnx6uBiZqhj8+aE4MAB0RjNyLlcj/aNbO0dp8XKn3j02to65ce39XVbk3I/ZWfTF7kitMaCsVo+SSg2mqBToHhnMjjf5paAcr3xxmpLGCSG3RQGPD7hRo0NVvQE1OhOC/fiQivhsw0H74EallCE1Tn5Hr32zTo+wIAkCxTzMj0xCpcYAtdbIBlDnSmsw9+EEFFdqMPfhBBhMFtys00PIsx43XVfrsfvcTWhNFozpGoFunYLY13Y1Q0sh94OfkIdr1Vr8Y0J39tjK1kNIa/Q8o0vE57KDPFVKGV4bnYTjv1VC0c4PQj4Pa34udArKFo5NxiMNQx9dseXnNMcUcHfzmdrqF7ur4M+Wi2abcUZJ44SQpqCAp5UrqajHvK9y2WqndRm9ESWTYuvhYoemf2IBD7lXqxEk4bMDQkVcBnWFRz2+vpDHxevfnMF/p/bFgq8d52qlxcvx2qhEWBhrtdOVKi3EAh7yrtVgfXYRekYFY3hSB0iFPPa4icNx3Cmyn2mlUsow9+EEPPzvg5g/OhFdOwXhSpWW7Qk0a2sOPsnq67ZcXaWUoaxWjyXjukBnNKFvTCjqDdYxGvV6M7R6C1KiQjA9NRZBUgH4PA6q6o0wmi3ISlWwuwaN2efn2Ffk3A+e5jO1tS92d8GffWNN288OJY0TQm6HAp5W7EaNDku+zWMHhRrMFkQES2A0WZBu11EZsCYyb8jsg3/+eB4JDaMljCbrl8SA2FD8XFDl9PoqpQy5V9VYPbkn5rnoQbO/oBzLvs/HqC5heNVuDIRKKcO6jN7QGS341+4L7BeT3mTBrvwb+MvgeABw2mn5y5B4iPhcrExPQc7laoeKKhuxgIcMlQIWuJ6ULuRysOS7sw4l8iqlDDMHK60DSbOL0CM9GP/48bzTMZr9rgH73GbumEvzmW7xOJyzIYC2oaRxQsjtUMDTilVrDZhoF9hIhTz8d2pf+An52NKwwzM9NRbBfgKI+TxcV+vw8shELPk2D6v2FGLWYAXiAEzuFw0jw3UKAF4akYCfL5ShVme6o5L0A4UV4ALoFROKPeduYnK/aADW46YP913CqC7hGN013GHkRFmtHv4iHoxmCzYeKHK7g2M0W9jZWy8OfQBltXr22GvHmVIcK6p0OXAUABY/kuwwbsNetotdA6D5O+bSfKZbbhf82fK17kfSOCHE91DA04oJudYuwZP7RWNaaizaBQjhJ+RDb7ZgUr9obDlcjB6RwXh753l2nlZO9q3Oxt06BqH+IvDy/05j8sBYp5lXVfUGdIkIglrbtC8ee/sLK5DZ8C9wvcnC5tVoDGZYGAZ9YkJhMFlQpzchQCzAues1eOLDQwCsx3K217CxJS6rNUb0jApG+0Axnll/xGE3ZvO0fnh3V4HLNR4orIDeaHEYt9FYdmEF5o9OwtCE9l7rmNvc1WAt2e2CPxGfe1+SxgkhvokCnlbqWrUWr3/jmFOzYnxXfHvqGuaNTsKGA0VIiQphd3qyVAq0DxA5fNnrzdb+Ohqj2WUQsGZyTwDWLxZP3N1vC4SCJAJMaai6SlXKIObzUG8wg8/n4OKVOoejK5VSBp3Rgl4xoXh5ZAIuV2rZAOzTIyV44Q8PYN7oJPzzx/ONSs1lt12nxmhGoJvyeRud0YweUSFe65jrbj5TW/pit5XkmxnGaUCsTVq8HMp2/m0uiZsQcvco4GmF1BoDXv/mDJu7Y0tK7hgsxqJvz4KBdUfj2bQ49IgMxoYDRVifXYSNmX0cpn13DBLit9/cv0+nEAk4HGBn3g2PicI5l6tdPl/E5yJNKYfOaK3G6hkVjKV/7Io6vQEaIwOd3hqwrExPcdhZen7LCfSMCobJwrCBmO2I7d8/XcBfh8Vj9tAHMGd4Z9RqrX1qJAIuqm+zExUg4kPA8xwUtYQjo+aoBmup7KuypEIe3ktPAcM4ds62BX/hbbBEnxBy9yjgaYUq6g2Y2DfKqew8TSnHe+kpUGuNkAp5aB8owtLvrMM+XxwWjxA/IXJKqtjn2HJ4XElTynGzVo/cq2qcvabGgjHJWLw9zylReMbgeEz92FrpZd/7BwDk/iIsfbQLymp0+Oy5/iir0ePtH87hzw8pUavTY+aWE3gvPQXrG+XU2IKbqnoD1kzuiWCJABHBElyu1GDO0AfA43Gx9Ns8p+csGdcFQxPaY/e5MpefRyLkIVgiaBVHRve7GqwlalyVZd+2YMZDSmvXa0nbCf4IIfcWBTytkMnCuEy83V9YDgsY/HV4Zzw7KBYWC8M+ZnDn9nirYUgmW6rOZVBbCDwUL8fOc475MhmqGGw+XIyn+8egW6cgnLxc5ZRonHtVDZ3RjJ5RwThRUu22988UlQIZG251NZ4+KA4nSqqc+vAEiPngc7mo1hpQVW+AxmhGdKgU12t0ePyDg+gcFoC5DyfgzUbBDmDNv3n9mzNY8kgX6M0Wx+nsShlmDlEiWCKgI6MWzFVVlq1twao9hfhpzoOIa+/vpdURQlo7CnhaIftAxlVH5VCpAEM6t0etzsQ+h8uBU6m6bV7Ucw8pMXt4IooqNOyxkq08W98wnwqwDtJcuC3P4UtpSEI7vPxwAjjgYMUP+U6BiKueKXqTGeuziwA49uFZn9kHWRsPOTx/XUZvTP34GDsA1GRm3FaMZRdWQGeyYN6oRFxT66AzmtkKsOhQKRvMtOUjo5aMSvIJIfdTqwh4rl69irlz52LHjh3QarV44IEHsG7dOvTq1cvbS/MKjcEayNhyHBrvqnz+bD+E+otRZ7gV8PA4XJe7QgDw758uYPawRMzYfMLpvgOFFZiaGousjUfRvWMwXhuZiGsDtQ45NxPXHsLK9BSXOT6217DvmeIqcdg2K8teWrwcUaFS7HpxEIQ8LtRaA3QehpQCgFprxPs/F+KNcV1QpTEgQCxA7+gQp2CmLR4ZtXRUkk8IuZ9afMBTVVUFlUqFwYMHY8eOHWjfvj0uXryI4OBgby/Na4Ik1i9qdz1lBHweFm+zJjXbuhpb4H5n5NClSvB5zrO0bPg8DlRKGY6VVGF4UgdM/fiY02M8TUu3v1+llIFhGIcdn7R4OZ5/SImsj291fU6Ll2OFU2KqH86V1nh8H38xD78UlMNkYdAjKsTjY0nLQiX5hJD7qcUHPMuXL0dkZCQ2bNjA3hYTE+O9BbUA/mI+UpUytz1lBDwu9hdW4HhDXg0AVNYbPL5mlcb9cYFMKmTLyocndXA5RLQppeu2fJ7LVVqMSA5DUnggomVSMAzw07kbDtVaUaFSl1U4IX5CpCplDlU7NqlKGcpq9ADo+KM1ovwqQsj91OIDnm3btmHEiBGYMGEC9u3bh44dO2LGjBmYPn26y8fr9Xro9Xr21zU11h0Bo9EIo9E3vgRr63V47eHOuFatQUSgAEseSUa7QBHqdGYEiPngMGZEBArweK9O4FjMeFYVjRAJDyIe4/A6Ii7D/i+XMTvdDwD9Y0NhsZjw0mcnYDab8fO5UswYFAM+x9IwZd3qRnU9BseHupw6PjBOho5BQvSLCcJLn53A2493Q0l5LeZ8fhLvPtkDDAOs2XPB4TnfPp/q8vcrVMLDG2MTsXh7Hn61e/8BsaGY+3BnTP34KEQ8BlI+53f9ftue6ys/M/fS/bw27fz4eHdCF1TUGVGnN8JfJIDMX4BACb9V/F7Qz41rdF3co2vj3r2+JhyGYZy/5VoQsdja6XbOnDmYMGECjhw5gtmzZ+PDDz/EM8884/T4RYsWYfHixU63b9myBVKp9L6vlxBCCCG/n0ajwaRJk6BWqxEYGPi7X6/FBzxCoRC9e/fGwYMH2dtmzZqFo0eP4tdff3V6vKsdnsjISJSWlkImkzXLmu+3Czdq8dj7B/HDrDQs2p7nsNMCAM8NisWpK9UOt0sFPKx4vBs2Hy5md0ZEXAZv9LagU5d+2PBrCWLb+aNbxyDozQxEPA5OX1XjQmkN/jRYiavVOoh4HIQHS/BLQRkMJgbJ4YEOj/3f8SvYNLUfrlVrodaZ2Nv/+2sxNEYzBsSGYvbQB7BmbyESwgNx6ko1Hk4KQ2mNDh/+cgmAdUdp3sgkKNr53fY6XFfrsHDbGRy4aFdSHyfDkke6/O6REEajEbt27cKwYcMgEFCyrD26Nu7RtXGNrot7dG3cq6ioQHh4+D0LeFr8kVZ4eDiSkpIcbktMTMQXX3zh8vEikQgikcjpdoFA4DM/TDozwOPxobNwsK+gCoBjwnH3KBne21vkcLvebMELn+ciK1WBuaO6oFpjhFQA/JaTjZe/zMOrY7pgw4GihudZ2XJuJq07xvbQWZfRGwcuViOzIafHfrxDqlIGnZmDpzYcd7FqDn4uqMKzDwFP9FPg08Ml+PPgzmgfIILWaELv2HYwmRmcKKmCmcNp0u9VpFyAdyf2uq/l5b70c3Ov0bVxj66Na3Rd3KNr4+xeX48WH/CoVCqcP3/e4bYLFy4gOjraSyvyPn8xH++lp6DGzSgFdxVTtp43SeGBmLH5BNuH55WRCXjli9OYOyIBr49JQrXGCImQBw442HP+Bvt82xgJV5PFU5UyLHqkCwrL6jyunc/lwl8ILBibhO2nr2H13osOQZNKKcOEnp2afC2ovJwQQkhTtPiA58UXX8TAgQOxbNkyPPHEEzhy5AjWrl2LtWvXentpXiPkWXvqzB+d5PL+Ox32uelwMeaO6IyU6BAs3nbGaUr5e+kp2HK4GJP6RWPW1hwA1iZ/r41OgipODn8xDzqjGUIuBwFizz9SRrMFPA4HjIXBwYsVTsHOX4bEI1hK/8ohhBByb7X4gKdPnz746quv8Oqrr2LJkiVQKBT417/+hcmTJ3t7aV6jN1lwoLACUgHXZYl2zuVqt6XbroZ9HrpUifljujoFO4C1aSAXHGSqYvCXRkdY9WwnZw5EfB6uVmkQESJxP+FaKQePC3QMEkPI42JMtwiHURVltXrE2HVEJoQQQu6VFh/wAMCYMWMwZswYby+jxdDorYGGxmDGokeSsWhbnkNwYxv2uaTRsE9bTo5tl8aewWxx2yl5f2E5MlUxDsEOYD1ayympwtLv8tn7hiS0w/zRSVi6/Sz2F9rNs4qXY8m4ZPgJ+WgfaE0oHtUlzCH/xlVHZEIIIeReaBUBD3HkLxJAKuTBzADPbjiK1ZN74lUuB8V2s7Am/+cQJvaNYndQFHI/fJdb6pRobGM/d8uVxnlBKqUM3+WW4lRJFb6eoUJRRT34XA773p8/OwAGswUag9nthGvKvyGEENJcKOBphYQ8DtZl9IbeaMbCR5Kx/IdzeGVkgtMsrPXZRexg0Tq9CQPjZOzt9kFP/9hQ8LnuR0sAjnk/9jtFGoMZi7fnISUqxGFUhIyGcRJCCGlBPGe3khZJb7Zgzd5ChPgJ2VlaZTV6pCpv9RmyDRbNKanC1I+PYcIHv2LSR4dxsqQK76WnQCrksY99Ni0O2YXlUCld9ylKU8rQLkCENZN7YttMFVKiQhx2ig4UViAlMhiAdQzAChoDQAghpIWhHZ5WyMIA+ddrYTBb2ByduV+cxuZp/fHGdms+j7vBotmFFeCAg83T+qGiRoP6i8dwvKQSPTrJMLJLGJZ+l++QcKxSypChUmDi2kPQGMxYl9Hb5fyuALEAP8158J73wSGEEELuBQp4WiGDyYQt0/vjSqWGva28zoDJ/zmE5eO7Ye7IBHDBcRmYALeSkJ/fmoMVfYHVey9Cb74EqZCHb2aqcLNGj2qtkc0Hsu3muKrwspH5CRHX3v9+fFxCCCHkd6OApxUKkYrw6le5yFIpHG4vrzNg6sfHIBXysPbpXpg5RImUyGDoTRaIBTycKKli83dcNSfUGMy4WqmFWMDD1iMlDjs9aUoZZgyOx9SPjzo9b1C8HHJ/2tUhhBDSclHA0wrVG8zWvJmoEKiUModjK6mQh9WTeqJDoBg5JVUOuzy2JoKztua4bE6oUspwrCEo+mrGQFTWG2C0MAiRCmCxWF+7V1SwQ/n6oHg5llPODiF3TK0xoLzOgBqdEYESAeR+dBxMyP1EAU8rVNswUmJ9dhHeS08BADboyUpVoFStxbrsS075O7ZfLxiThLIavcN9jSuvrlZrERYoxt93nGN3eqRCHhaMScL8MUnQGsz3ZXYVIW3BtWot5n5x2mEXdVC8HG+N74aIYIkXV0aI76KApxUKkFhHL2gMZszamoOsVAXbbycyVIKyGr3LLsuANehZMDoJJosFq9NTUH/xGFanp+DktTqHyquIYAlkUiFWpafc1+GchLQ1ao3BKdgBgF8KyvHKF6exMj2F/owRch9QwNMKSYU8dnSEbSCozbqM3m6Hh9rU6kwoLKvFD2eu4jE58PzWHOjNt/rwpMXLER4oZv/Spb98Cbl3yusMLkevANagp7zOQH/mCLkPqA9PK1St0WPBmGSHvjuAdWJ5x2DJbYeHcrlA39hQzBvpPHw0jfroEHJf1eiMHu+vvc39hJC7Qzs8rZC/SIgn1/7KlqDX6czwF/NQVqPHT+duIFQqckpmtrEN9nygQwDmfXESi1KAz5/rjwqNGR0CxJAHiNChYdYVIeTeCxQLPN4fcJv7CSF3hwKeVkjuL0RSeCCmfnzM6b4hCe2wcEwyYuRSAHAIetLi5XhuUCye/e9x/N9zA7Axqw9+yzmAyloDbtSbkBQWSMEOIfeZ3F+IQfFy/OLiWItaPBBy/1DA0woFSYV4a3w3vPLFaYe/NFVKGSb1i0ZxhQbRMgmWPNIFOqMZ9QYzJEIuLlyvhdHMYGCsDEFSATRaBgDQMUSKngopHWMR0gzc/fmlFg+E3F8U8LRSEcESrGyooKrSGKDWGtmuyJ8+2x+vfX3G5ZFWqlKGZY92RacQKYz+AuQDULTzg0BA2+iENBf7P79UAUlI86CApxULklr/grQNCLUxmCwugx0AbGXXxZt1CBZ5npBOCLl/bH9+CSHNgwIeH9A4CfJmnd7NI62KKurx500nMOSBUIxzPSCdEEII8SlUlu4DbEmQNkKe599W2/0HLlp3gWq0hvu3OEIIIaQFoIDHB9iSIG1BT87laqiUrrduXE08r6ijvh+EEEJ8Gx1p+YjGScyPdIvAG9vzHAZ92s/Lslenp4CHEEKIb6OAx4fYkiAvltVh7KpsZKUqkKlSwE/ER73exFZx2eZl2fiLqEKLEEKIb6OAxwfJ/YXoHR3CztiaOUSJnJIqt5VbMn8KeAghhPg2yuHxQY1zetZnF2GKSuE0e6t/bKg3lkcIIYQ0O9rh8VGNc3rqdCZMUSmQlRoLndEMEZ+LUyUVgO4mKuqMkAV6e8WEEELI/UMBjw+zb0yYufGo0/0iHoMVfSlpmRBCiO+jI6024HbTmSlpmRBCiK+jgKcNaNyYsDFKWiaEEOLrKOBpAxonMduo4qxJzIESmudDCCHEt1EOTxvhajpzsJiD7L27vb00Qggh5L6jgKcNaTyd2WikZGVCCCFtAx1pEUIIIcTnUcBDCCGEEJ9HAQ8hhBBCfB4FPIQQQgjxeRTwEEIIIcTnUcBDCCGEEJ9HAQ8hhBBCfB4FPIQQQgjxeRTwEEIIIcTnUcBDCCGEEJ9HAQ8hhBBCfB4FPIQQQgjxeS0+4Fm0aBE4HI7Df2FhYd5eFiGEEEJakVYxLT05ORm7d+9mf83j8by4GkIIIYS0Nq0i4OHz+bSrQwghhJC71ioCnoKCAkREREAkEqFfv35YtmwZYmNjXT5Wr9dDr9ezv1ar1QCAysrKZllra2I0GqHRaFBRUQGBQODt5bQodG3co2vjHl0b1+i6uEfXxj3b9zbDMPfk9TjMvXql+2THjh3QaDR44IEHcOPGDSxduhTnzp1DXl4eZDKZ0+MXLVqExYsXe2GlhBBCCLnXLl686HaT4060+ICnsfr6esTFxeHll1/GnDlznO5vvMNTXV2N6OholJSUICgoqDmX2uLV1NQgMjISly9fRmBgoLeX06LQtXGPro17dG1co+viHl0b99RqNaKiolBVVYXg4ODf/Xqt4kjLnp+fH7p27YqCggKX94tEIohEIqfbg4KC6IfJjcDAQLo2btC1cY+ujXt0bVyj6+IeXRv3uNx7U1De4svSG9Pr9cjPz0d4eLi3l0IIIYSQVqLFBzx/+9vfsG/fPhQVFeHw4cN4/PHHUVNTg4yMDG8vjRBCCCGtRIs/0rpy5QrS09NRXl6Odu3aoX///jh06BCio6Ob9HyRSISFCxe6POZq6+jauEfXxj26Nu7RtXGNrot7dG3cu9fXptUlLRNCCCGE3KkWf6RFCCGEEPJ7UcBDCCGEEJ9HAQ8hhBBCfB4FPIQQQgjxeT4b8CxatAgcDsfhPxpAesvVq1fx1FNPQSaTQSqVokePHjh+/Li3l+V1MTExTj83HA4Hzz//vLeX5lUmkwnz58+HQqGARCJBbGwslixZAovF4u2ltQi1tbWYPXs2oqOjIZFIMHDgQBw9etTby2p2v/zyC8aOHYuIiAhwOBx8/fXXDvczDINFixYhIiICEokEDz30EPLy8ryz2GZ2u2vz5ZdfYsSIEZDL5eBwODh58qRX1ukNnq6N0WjE3Llz0bVrV/j5+SEiIgLPPPMMrl27dsfv47MBDwAkJyejtLSU/S83N9fbS2oRqqqqoFKpIBAIsGPHDpw9exb//Oc/70nr7tbu6NGjDj8zu3btAgBMmDDByyvzruXLl+ODDz7AqlWrkJ+fjxUrVuDtt9/GypUrvb20FmHatGnYtWsX/vvf/yI3NxfDhw/H0KFDcfXqVW8vrVnV19eje/fuWLVqlcv7V6xYgXfeeQerVq3C0aNHERYWhmHDhqG2traZV9r8bndt6uvroVKp8NZbbzXzyrzP07XRaDQ4ceIEFixYgBMnTuDLL7/EhQsX8Mgjj9z5GzE+auHChUz37t29vYwWae7cuUxqaqq3l9EqvPDCC0xcXBxjsVi8vRSvGj16NJOVleVw22OPPcY89dRTXlpRy6HRaBgej8ds377d4fbu3bsz8+bN89KqvA8A89VXX7G/tlgsTFhYGPPWW2+xt+l0OiYoKIj54IMPvLBC72l8bewVFRUxAJicnJxmXVNL4ena2Bw5coQBwBQXF9/Ra/v0Dk9BQQEiIiKgUCgwceJEXLp0ydtLahG2bduG3r17Y8KECWjfvj1SUlLw0UcfeXtZLY7BYMCmTZuQlZUFDofj7eV4VWpqKn766SdcuHABAHDq1ClkZ2dj1KhRXl6Z95lMJpjNZojFYofbJRIJsrOzvbSqlqeoqAjXr1/H8OHD2dtEIhEefPBBHDx40IsrI62NWq0Gh8O541MJnw14+vXrh08++QQ7d+7ERx99hOvXr2PgwIGoqKjw9tK87tKlS3j//fcRHx+PnTt34k9/+hNmzZqFTz75xNtLa1G+/vprVFdXIzMz09tL8bq5c+ciPT0dCQkJEAgESElJwezZs5Genu7tpXldQEAABgwYgDfeeAPXrl2D2WzGpk2bcPjwYZSWlnp7eS3G9evXAQAdOnRwuL1Dhw7sfYTcjk6nwyuvvIJJkybd8bDVFj9a4m6NHDmS/f9du3bFgAEDEBcXh48//hhz5szx4sq8z2KxoHfv3li2bBkAICUlBXl5eXj//ffxzDPPeHl1Lce6deswcuRIREREeHspXvfZZ59h06ZN2LJlC5KTk3Hy5EnMnj0bERERNNcOwH//+19kZWWhY8eO4PF46NmzJyZNmoQTJ054e2ktTuPdUoZh2vwOKmkao9GIiRMnwmKxYM2aNXf8fJ/d4WnMz88PXbt2RUFBgbeX4nXh4eFISkpyuC0xMRElJSVeWlHLU1xcjN27d2PatGneXkqL8NJLL+GVV17BxIkT0bVrVzz99NN48cUX8fe//93bS2sR4uLisG/fPtTV1eHy5cs4cuQIjEYjFAqFt5fWYtiqZBvv5pSVlTnt+hDSmNFoxBNPPIGioiLs2rXrjnd3gDYU8Oj1euTn5yM8PNzbS/E6lUqF8+fPO9x24cKFJg9kbQs2bNiA9u3bY/To0d5eSoug0WjA5Tr+dcHj8agsvRE/Pz+Eh4ejqqoKO3fuxLhx47y9pBZDoVAgLCyMrXwErHly+/btw8CBA724MtLS2YKdgoIC7N69GzKZ7K5ex2ePtP72t79h7NixiIqKQllZGZYuXYqamhrafgfw4osvYuDAgVi2bBmeeOIJHDlyBGvXrsXatWu9vbQWwWKxYMOGDcjIyACf77N/RO7I2LFj8eabbyIqKgrJycnIycnBO++8g6ysLG8vrUXYuXMnGIZB586dUVhYiJdeegmdO3fGlClTvL20ZlVXV4fCwkL210VFRTh58iRCQ0MRFRWF2bNnY9myZYiPj0d8fDyWLVsGqVSKSZMmeXHVzeN216ayshIlJSVsfxnbP0rDwsJ8voecp2sTERGBxx9/HCdOnMD27dthNpvZXcLQ0FAIhcKmv9Fd1461cE8++SQTHh7OCAQCJiIignnssceYvLw8by+rxfj222+ZLl26MCKRiElISGDWrl3r7SW1GDt37mQAMOfPn/f2UlqMmpoa5oUXXmCioqIYsVjMxMbGMvPmzWP0er23l9YifPbZZ0xsbCwjFAqZsLAw5vnnn2eqq6u9vaxmt3fvXgaA038ZGRkMw1hL0xcuXMiEhYUxIpGIGTRoEJObm+vdRTeT212bDRs2uLx/4cKFXl13c/B0bWxl+q7+27t37x29D4dhGOauQjJCCCGEkFaizeTwEEIIIaTtooCHEEIIIT6PAh5CCCGE+DwKeAghhBDi8yjgIYQQQojPo4CHEEIIIT6PAh5CCCGE+DwKeAghhBDi8yjgIYS0CosWLUKPHj28vQxCSCtFAQ8hxKcYjUZvL4EQ0gJRwEMIaTaffPIJZDIZ9Hq9w+3jx4/HM8884/Z5GzduxOLFi3Hq1ClwOBxwOBxs3LgRAMDhcPDBBx9g3Lhx8PPzw9KlS7Fx40YEBwc7vMbXX38NDofjcNu3336LXr16QSwWIzY2FosXL4bJZLonn5UQ0rJQwEMIaTYTJkyA2WzGtm3b2NvKy8uxfft2j5PFn3zySfz1r39FcnIySktLUVpaiieffJK9f+HChRg3bhxyc3ObPMF9586deOqppzBr1iycPXsWH374ITZu3Ig333zz7j8gIaTFooCHENJsJBIJJk2ahA0bNrC3bd68GZ06dcJDDz3k8Xn+/v7g8/kICwtDWFgYJBIJe/+kSZOQlZWF2NhYREdHN2ktb775Jl555RVkZGQgNjYWw4YNwxtvvIEPP/zwrj8fIaTl4nt7AYSQtmX69Ono06cPrl69io4dO2LDhg3IzMx0Om66E717977j5xw/fhxHjx512NExm83Q6XTQaDSQSqV3vR5CSMtDAQ8hpFmlpKSge/fu+OSTTzBixAjk5ubi22+//V2v6efn5/BrLpcLhmEcbmuczGyxWLB48WI89thjTq8nFot/13oIIS0PBTyEkGY3bdo0vPvuu7h69SqGDh2KyMjI2z5HKBTCbDY36fXbtWuH2tpa1NfXs8HQyZMnHR7Ts2dPnD9/Hkql8o7XTwhpfSiHhxDS7CZPnoyrV6/io48+anKScUxMDIqKinDy5EmUl5c7VXrZ69evH6RSKV577TUUFhZiy5YtbFWXzeuvv45PPvkEixYtQl5eHvLz8/HZZ59h/vz5v+ejEUJaKAp4CCHNLjAwEOPHj4e/vz/++Mc/Nuk548ePx8MPP4zBgwejXbt22Lp1q9vHhoaGYtOmTfj+++/RtWtXbN26FYsWLXJ4zIgRI7B9+3bs2rULffr0Qf/+/fHOO+80OemZENK6cJjGB92EENIMhg0bhsTERLz33nveXgohpA2ggIcQ0qwqKyvx448/YvLkyTh79iw6d+7s7SURQtoASlomhDSrnj17oqqqCsuXL3cIdpKTk1FcXOzyOR9++CEmT57cXEskhPgg2uEhhLQIxcXFbudgdejQAQEBAc28IkKIL6GAhxBCCCE+j6q0CCGEEOLzKOAhhBBCiM+jgIcQQgghPo8CHkIIIYT4PAp4CCGEEOLzKOAhhBBCiM+jgIcQQgghPo8CHkIIIYT4vP8Hr1NXUSrqlL8AAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots()\n", "\n", "\n", "sns.scatterplot(x=y.values, y=oof, ax=ax, label='oof')\n", "\n", "ax.set_xlabel('y_true')\n", "ax.set_ylabel('y_pred')\n", "ax.set_xlim(5, 12)\n", "ax.set_ylim(5, 12)\n", "ax.grid()\n", "# ax.spines['top'].set_visible(False)\n", "# ax.spines['right'].set_visible(False)" ] }, { "cell_type": "markdown", "id": "8c2cf4e3", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:46:45.889446Z", "iopub.status.busy": "2023-04-28T08:46:45.888780Z", "iopub.status.idle": "2023-04-28T08:46:45.910174Z", "shell.execute_reply": "2023-04-28T08:46:45.908467Z", "shell.execute_reply.started": "2023-04-28T08:46:45.889396Z" }, "papermill": { "duration": 0.018246, "end_time": "2023-04-28T09:02:41.861196", "exception": false, "start_time": "2023-04-28T09:02:41.842950", "status": "completed" }, "tags": [] }, "source": [ "# submission" ] }, { "cell_type": "code", "execution_count": 20, "id": "cb5dc1a8", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:02:41.899867Z", "iopub.status.busy": "2023-04-28T09:02:41.899412Z", "iopub.status.idle": "2023-04-28T09:02:42.257512Z", "shell.execute_reply": "2023-04-28T09:02:42.255987Z" }, "papermill": { "duration": 0.383108, "end_time": "2023-04-28T09:02:42.262798", "exception": false, "start_time": "2023-04-28T09:02:41.879690", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "model.fit(X, y)\n", "test_df = feature_engineer(test_df)\n", "\n", "res = np.exp(model.predict(test_df))" ] }, { "cell_type": "code", "execution_count": 21, "id": "598ac539", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:02:42.355036Z", "iopub.status.busy": "2023-04-28T09:02:42.352570Z", "iopub.status.idle": "2023-04-28T09:02:42.677399Z", "shell.execute_reply": "2023-04-28T09:02:42.676052Z" }, "papermill": { "duration": 0.374091, "end_time": "2023-04-28T09:02:42.680336", "exception": false, "start_time": "2023-04-28T09:02:42.306245", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "sub_df['price'] = res\n", "sub_df.to_csv('submission.csv', index=False)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 94.125264, "end_time": "2023-04-28T09:02:44.425468", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T09:01:10.300204", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/548/127548701.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "66791660", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:08.675531Z", "iopub.status.busy": "2023-04-28T09:06:08.674110Z", "iopub.status.idle": "2023-04-28T09:06:10.060981Z", "shell.execute_reply": "2023-04-28T09:06:10.059502Z" }, "papermill": { "duration": 1.410467, "end_time": "2023-04-28T09:06:10.064095", "exception": false, "start_time": "2023-04-28T09:06:08.653628", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import numpy as np\n", "import seaborn as sns\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "from argparse import Namespace\n", "\n", "from sklearn.preprocessing import scale\n", "from sklearn import preprocessing" ] }, { "cell_type": "code", "execution_count": 2, "id": "7467d855", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:10.101209Z", "iopub.status.busy": "2023-04-28T09:06:10.100783Z", "iopub.status.idle": "2023-04-28T09:06:10.123078Z", "shell.execute_reply": "2023-04-28T09:06:10.121537Z" }, "papermill": { "duration": 0.045664, "end_time": "2023-04-28T09:06:10.126273", "exception": false, "start_time": "2023-04-28T09:06:10.080609", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "df = pd.read_csv(\"/kaggle/input/insurance-premium-prediction/insurance.csv\")" ] }, { "cell_type": "markdown", "id": "d5a3c434", "metadata": { "papermill": { "duration": 0.017506, "end_time": "2023-04-28T09:06:10.160592", "exception": false, "start_time": "2023-04-28T09:06:10.143086", "status": "completed" }, "tags": [] }, "source": [ "Adımlar –Veriyi Tanımak ve Sindirmek" ] }, { "cell_type": "code", "execution_count": 3, "id": "f88e292b", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:10.197279Z", "iopub.status.busy": "2023-04-28T09:06:10.196830Z", "iopub.status.idle": "2023-04-28T09:06:10.227608Z", "shell.execute_reply": "2023-04-28T09:06:10.225939Z" }, "papermill": { "duration": 0.05188, "end_time": "2023-04-28T09:06:10.230413", "exception": false, "start_time": "2023-04-28T09:06:10.178533", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 1338 entries, 0 to 1337\n", "Data columns (total 7 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 age 1338 non-null int64 \n", " 1 sex 1338 non-null object \n", " 2 bmi 1338 non-null float64\n", " 3 children 1338 non-null int64 \n", " 4 smoker 1338 non-null object \n", " 5 region 1338 non-null object \n", " 6 expenses 1338 non-null float64\n", "dtypes: float64(2), int64(2), object(3)\n", "memory usage: 73.3+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 4, "id": "4d6de071", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:10.266229Z", "iopub.status.busy": "2023-04-28T09:06:10.265749Z", "iopub.status.idle": "2023-04-28T09:06:10.293700Z", "shell.execute_reply": "2023-04-28T09:06:10.292369Z" }, "papermill": { "duration": 0.04941, "end_time": "2023-04-28T09:06:10.296536", "exception": false, "start_time": "2023-04-28T09:06:10.247126", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>age</th>\n", " <th>sex</th>\n", " <th>bmi</th>\n", " <th>children</th>\n", " <th>smoker</th>\n", " <th>region</th>\n", " <th>expenses</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>19</td>\n", " <td>female</td>\n", " <td>27.9</td>\n", " 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southeast 1725.55\n", "2 28 male 33.0 3 no southeast 4449.46\n", "3 33 male 22.7 0 no northwest 21984.47\n", "4 32 male 28.9 0 no northwest 3866.86" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 5, "id": "22c9b135", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:10.332781Z", "iopub.status.busy": "2023-04-28T09:06:10.332264Z", "iopub.status.idle": "2023-04-28T09:06:10.340443Z", "shell.execute_reply": "2023-04-28T09:06:10.339133Z" }, "papermill": { "duration": 0.029813, "end_time": "2023-04-28T09:06:10.343188", "exception": false, "start_time": "2023-04-28T09:06:10.313375", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(1338, 7)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "code", "execution_count": 6, "id": "96053de2", "metadata": { "execution": { 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0.030914, "end_time": "2023-04-28T09:06:10.441626", "exception": false, "start_time": "2023-04-28T09:06:10.410712", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "age int64\n", "sex object\n", "bmi float64\n", "children int64\n", "smoker object\n", "region object\n", "expenses float64\n", "dtype: object" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.dtypes" ] }, { "cell_type": "markdown", "id": "62ebc79d", "metadata": { "papermill": { "duration": 0.016554, "end_time": "2023-04-28T09:06:10.475076", "exception": false, "start_time": "2023-04-28T09:06:10.458522", "status": "completed" }, "tags": [] }, "source": [ "Adımlar –EDA (Temel İstatistik)" ] }, { "cell_type": "code", "execution_count": 8, "id": "9f2ccdaa", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:10.510956Z", "iopub.status.busy": "2023-04-28T09:06:10.510531Z", "iopub.status.idle": "2023-04-28T09:06:10.542478Z", "shell.execute_reply": "2023-04-28T09:06:10.541088Z" }, "papermill": { "duration": 0.053702, "end_time": "2023-04-28T09:06:10.545771", "exception": false, "start_time": "2023-04-28T09:06:10.492069", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>count</th>\n", " <th>mean</th>\n", " <th>std</th>\n", " <th>min</th>\n", " <th>25%</th>\n", " <th>50%</th>\n", " <th>75%</th>\n", " <th>max</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>age</th>\n", " <td>1338.0</td>\n", " <td>39.207025</td>\n", " <td>14.049960</td>\n", " <td>18.00</td>\n", " <td>27.0000</td>\n", " <td>39.00</td>\n", " <td>51.000</td>\n", " <td>64.00</td>\n", " </tr>\n", " <tr>\n", " <th>bmi</th>\n", " <td>1338.0</td>\n", " <td>30.665471</td>\n", " <td>6.098382</td>\n", " <td>16.00</td>\n", " <td>26.3000</td>\n", " <td>30.40</td>\n", " <td>34.700</td>\n", " <td>53.10</td>\n", " </tr>\n", " <tr>\n", " <th>children</th>\n", " <td>1338.0</td>\n", " <td>1.094918</td>\n", " <td>1.205493</td>\n", " <td>0.00</td>\n", " <td>0.0000</td>\n", " <td>1.00</td>\n", " <td>2.000</td>\n", " <td>5.00</td>\n", " </tr>\n", " <tr>\n", " <th>expenses</th>\n", " <td>1338.0</td>\n", " <td>13270.422414</td>\n", " <td>12110.011240</td>\n", " <td>1121.87</td>\n", " <td>4740.2875</td>\n", " <td>9382.03</td>\n", " <td>16639.915</td>\n", " <td>63770.43</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " count mean std min 25% 50% \\\n", "age 1338.0 39.207025 14.049960 18.00 27.0000 39.00 \n", "bmi 1338.0 30.665471 6.098382 16.00 26.3000 30.40 \n", "children 1338.0 1.094918 1.205493 0.00 0.0000 1.00 \n", "expenses 1338.0 13270.422414 12110.011240 1121.87 4740.2875 9382.03 \n", "\n", " 75% max \n", "age 51.000 64.00 \n", "bmi 34.700 53.10 \n", "children 2.000 5.00 \n", "expenses 16639.915 63770.43 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.describe().T" ] }, { "cell_type": "markdown", "id": "9ed428b3", "metadata": { "papermill": { "duration": 0.017277, "end_time": "2023-04-28T09:06:10.580582", "exception": false, "start_time": "2023-04-28T09:06:10.563305", "status": "completed" }, "tags": [] }, "source": [ "Adımlar –Benzersiz Değerleri Görüntüleme" ] }, { "cell_type": "code", "execution_count": 9, "id": "0d2321b8", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:10.616967Z", "iopub.status.busy": "2023-04-28T09:06:10.616544Z", "iopub.status.idle": "2023-04-28T09:06:10.624796Z", "shell.execute_reply": "2023-04-28T09:06:10.623827Z" }, "papermill": { "duration": 0.029255, "end_time": "2023-04-28T09:06:10.627244", "exception": false, "start_time": "2023-04-28T09:06:10.597989", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array(['female', 'male'], dtype=object)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"sex\"].unique()" ] }, { "cell_type": "code", "execution_count": 10, "id": "1413da6a", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:10.665785Z", "iopub.status.busy": "2023-04-28T09:06:10.664685Z", "iopub.status.idle": "2023-04-28T09:06:10.675215Z", "shell.execute_reply": "2023-04-28T09:06:10.673891Z" }, "papermill": { "duration": 0.03287, "end_time": "2023-04-28T09:06:10.677963", "exception": false, "start_time": "2023-04-28T09:06:10.645093", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array([0, 1, 3, 2, 5, 4])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"children\"].unique()" ] }, { "cell_type": "code", "execution_count": 11, "id": "6e58062b", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:10.715652Z", "iopub.status.busy": "2023-04-28T09:06:10.714670Z", "iopub.status.idle": "2023-04-28T09:06:10.722743Z", "shell.execute_reply": "2023-04-28T09:06:10.721894Z" }, "papermill": { "duration": 0.029274, "end_time": "2023-04-28T09:06:10.725038", "exception": false, "start_time": "2023-04-28T09:06:10.695764", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array(['yes', 'no'], dtype=object)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"smoker\"].unique()" ] }, { "cell_type": "code", "execution_count": 12, "id": "06ae7da7", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:10.764923Z", "iopub.status.busy": "2023-04-28T09:06:10.764189Z", "iopub.status.idle": "2023-04-28T09:06:10.771147Z", 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"data": { "text/plain": [ "0 574\n", "1 324\n", "2 240\n", "3 157\n", "4 25\n", "5 18\n", "Name: children, dtype: int64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"children\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 15, "id": "cc80c319", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:10.956183Z", "iopub.status.busy": "2023-04-28T09:06:10.955752Z", "iopub.status.idle": "2023-04-28T09:06:10.965361Z", "shell.execute_reply": "2023-04-28T09:06:10.963847Z" }, "papermill": { "duration": 0.032507, "end_time": "2023-04-28T09:06:10.968089", "exception": false, "start_time": "2023-04-28T09:06:10.935582", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "no 1064\n", "yes 274\n", "Name: smoker, dtype: int64" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"smoker\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 16, "id": "1f35eb17", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:11.007960Z", "iopub.status.busy": "2023-04-28T09:06:11.006553Z", "iopub.status.idle": "2023-04-28T09:06:11.016041Z", "shell.execute_reply": "2023-04-28T09:06:11.014704Z" }, "papermill": { "duration": 0.031496, "end_time": "2023-04-28T09:06:11.018516", "exception": false, "start_time": "2023-04-28T09:06:10.987020", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "southeast 364\n", "southwest 325\n", "northwest 325\n", "northeast 324\n", "Name: region, dtype: int64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"region\"].value_counts()" ] }, { "cell_type": "markdown", "id": "030ce7c0", "metadata": { "papermill": { "duration": 0.018229, "end_time": "2023-04-28T09:06:11.055383", "exception": false, "start_time": "2023-04-28T09:06:11.037154", "status": "completed" }, "tags": [] }, "source": [ "Adımlar –Age Distribution" ] }, { "cell_type": "code", "execution_count": 17, "id": "038ff01e", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:11.093348Z", "iopub.status.busy": "2023-04-28T09:06:11.092896Z", "iopub.status.idle": "2023-04-28T09:06:11.105637Z", "shell.execute_reply": "2023-04-28T09:06:11.104222Z" }, "papermill": { "duration": 0.035036, "end_time": "2023-04-28T09:06:11.108378", "exception": false, "start_time": "2023-04-28T09:06:11.073342", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "count 1338.000000\n", "mean 39.207025\n", "std 14.049960\n", "min 18.000000\n", "25% 27.000000\n", "50% 39.000000\n", "75% 51.000000\n", "max 64.000000\n", "Name: age, dtype: float64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"age\"].describe()" ] }, { "cell_type": "code", "execution_count": 18, "id": "88caf2ca", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:11.149255Z", "iopub.status.busy": "2023-04-28T09:06:11.148831Z", "iopub.status.idle": "2023-04-28T09:06:11.415484Z", "shell.execute_reply": "2023-04-28T09:06:11.413913Z" }, "papermill": { "duration": 0.290758, "end_time": "2023-04-28T09:06:11.418300", "exception": false, "start_time": "2023-04-28T09:06:11.127542", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:>" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(df[\"age\"])" ] }, { "cell_type": "code", "execution_count": 19, "id": "a6204ff4", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:11.461397Z", "iopub.status.busy": "2023-04-28T09:06:11.460199Z", "iopub.status.idle": "2023-04-28T09:06:11.718111Z", "shell.execute_reply": "2023-04-28T09:06:11.715482Z" }, "papermill": { "duration": 0.282409, "end_time": "2023-04-28T09:06:11.721410", "exception": false, "start_time": "2023-04-28T09:06:11.439001", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:1: UserWarning: \n", "\n", "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", "\n", "Please adapt your code to use either `displot` (a figure-level function with\n", "similar flexibility) or `histplot` (an axes-level function for histograms).\n", "\n", "For a guide to updating your code to use the new functions, please see\n", "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", "\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] }, { "data": { "text/plain": [ "<AxesSubplot:xlabel='age', ylabel='Density'>" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(df[\"age\"], bins = 20)" ] }, { "cell_type": "code", "execution_count": 20, "id": "eb620c7e", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:11.764323Z", "iopub.status.busy": "2023-04-28T09:06:11.763216Z", "iopub.status.idle": "2023-04-28T09:06:11.888671Z", "shell.execute_reply": "2023-04-28T09:06:11.886840Z" }, "papermill": { "duration": 0.149758, "end_time": "2023-04-28T09:06:11.891498", "exception": false, "start_time": "2023-04-28T09:06:11.741740", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:>" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(df[\"age\"])" ] }, { "cell_type": "markdown", "id": "034bc96e", "metadata": { "papermill": { "duration": 0.021435, "end_time": "2023-04-28T09:06:11.940994", "exception": false, "start_time": "2023-04-28T09:06:11.919559", "status": "completed" }, "tags": [] }, "source": [ "Adımlar –BMI Distribution" ] }, { "cell_type": "code", "execution_count": 21, "id": "22310158", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:11.984968Z", "iopub.status.busy": "2023-04-28T09:06:11.983621Z", "iopub.status.idle": "2023-04-28T09:06:11.996894Z", "shell.execute_reply": "2023-04-28T09:06:11.995376Z" }, "papermill": { "duration": 0.038222, "end_time": "2023-04-28T09:06:11.999479", "exception": false, "start_time": "2023-04-28T09:06:11.961257", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "count 1338.000000\n", "mean 30.665471\n", "std 6.098382\n", "min 16.000000\n", "25% 26.300000\n", "50% 30.400000\n", "75% 34.700000\n", "max 53.100000\n", "Name: bmi, dtype: float64" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"bmi\"].describe()" ] }, { "cell_type": "code", "execution_count": 22, "id": "5bc19594", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:12.043192Z", "iopub.status.busy": "2023-04-28T09:06:12.042578Z", "iopub.status.idle": "2023-04-28T09:06:12.249649Z", "shell.execute_reply": "2023-04-28T09:06:12.248444Z" }, "papermill": { "duration": 0.231198, "end_time": "2023-04-28T09:06:12.252293", "exception": false, "start_time": "2023-04-28T09:06:12.021095", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:>" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(df[\"bmi\"])" ] }, { "cell_type": "code", "execution_count": 23, "id": "b7cf71ff", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:12.296152Z", "iopub.status.busy": "2023-04-28T09:06:12.295687Z", "iopub.status.idle": "2023-04-28T09:06:12.537660Z", "shell.execute_reply": "2023-04-28T09:06:12.536354Z" }, "papermill": { "duration": 0.26714, "end_time": "2023-04-28T09:06:12.540563", "exception": false, "start_time": "2023-04-28T09:06:12.273423", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:1: UserWarning: \n", "\n", "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", "\n", "Please adapt your code to use either `displot` (a figure-level function with\n", "similar flexibility) or `histplot` (an axes-level function for histograms).\n", "\n", "For a guide to updating your code to use the new functions, please see\n", "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", "\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] }, { "data": { "text/plain": [ "<AxesSubplot:xlabel='bmi', ylabel='Density'>" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(df[\"bmi\"], bins = 15)" ] }, { "cell_type": "code", "execution_count": 24, "id": "39d11633", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:12.586576Z", "iopub.status.busy": "2023-04-28T09:06:12.585788Z", "iopub.status.idle": "2023-04-28T09:06:12.724744Z", "shell.execute_reply": "2023-04-28T09:06:12.722986Z" }, "papermill": { "duration": 0.167083, "end_time": "2023-04-28T09:06:12.729301", "exception": false, "start_time": "2023-04-28T09:06:12.562218", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:>" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(df[\"bmi\"])" ] }, { "cell_type": "markdown", "id": "5b4ddef2", "metadata": { "papermill": { "duration": 0.021739, "end_time": "2023-04-28T09:06:12.782336", "exception": false, "start_time": "2023-04-28T09:06:12.760597", "status": "completed" }, "tags": [] }, "source": [ "Adımlar –Expenses(TargetVariable) Distribution" ] }, { "cell_type": "code", "execution_count": 25, "id": "bd5ae61c", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:12.826971Z", "iopub.status.busy": "2023-04-28T09:06:12.826515Z", "iopub.status.idle": "2023-04-28T09:06:13.055327Z", "shell.execute_reply": "2023-04-28T09:06:13.053973Z" }, "papermill": { "duration": 0.254552, "end_time": "2023-04-28T09:06:13.058190", "exception": false, "start_time": "2023-04-28T09:06:12.803638", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:>" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(df[\"expenses\"])" ] }, { "cell_type": "code", "execution_count": 26, "id": "79b21a36", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:13.108191Z", "iopub.status.busy": "2023-04-28T09:06:13.106996Z", "iopub.status.idle": "2023-04-28T09:06:13.424857Z", "shell.execute_reply": "2023-04-28T09:06:13.422508Z" }, "papermill": { "duration": 0.344905, "end_time": "2023-04-28T09:06:13.427721", "exception": false, "start_time": "2023-04-28T09:06:13.082816", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:1: UserWarning: \n", "\n", "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", "\n", "Please adapt your code to use either `displot` (a figure-level function with\n", "similar flexibility) or `histplot` (an axes-level function for histograms).\n", "\n", "For a guide to updating your code to use the new functions, please see\n", "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", "\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] }, { "data": { "text/plain": [ "<AxesSubplot:xlabel='expenses', ylabel='Density'>" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(df[\"expenses\"], bins = 15)" ] }, { "cell_type": "code", "execution_count": 27, "id": "99239369", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:13.478848Z", "iopub.status.busy": "2023-04-28T09:06:13.478408Z", "iopub.status.idle": "2023-04-28T09:06:13.691774Z", "shell.execute_reply": "2023-04-28T09:06:13.690344Z" }, "papermill": { "duration": 0.243127, "end_time": "2023-04-28T09:06:13.694865", "exception": false, "start_time": "2023-04-28T09:06:13.451738", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:>" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(df[\"expenses\"])" ] }, { "cell_type": "markdown", "id": "34cce1a4", "metadata": { "papermill": { "duration": 0.026969, "end_time": "2023-04-28T09:06:13.745896", "exception": false, "start_time": "2023-04-28T09:06:13.718927", "status": "completed" }, "tags": [] }, "source": [ "Adımlar –Age & EnpenseSürekli Dağılım Analizi" ] }, { "cell_type": "code", "execution_count": 28, "id": "80f83bff", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:13.797947Z", "iopub.status.busy": "2023-04-28T09:06:13.796754Z", "iopub.status.idle": "2023-04-28T09:06:14.068481Z", "shell.execute_reply": "2023-04-28T09:06:14.067149Z" }, "papermill": { "duration": 0.30061, "end_time": "2023-04-28T09:06:14.071436", "exception": false, "start_time": "2023-04-28T09:06:13.770826", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x = \"age\", y = \"expenses\", data = df, alpha = .7);" ] }, { "cell_type": "code", "execution_count": 29, "id": "72b83562", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:14.125500Z", "iopub.status.busy": "2023-04-28T09:06:14.125031Z", "iopub.status.idle": "2023-04-28T09:06:15.052527Z", "shell.execute_reply": "2023-04-28T09:06:15.051266Z" }, "papermill": { "duration": 0.959233, "end_time": "2023-04-28T09:06:15.056116", "exception": false, "start_time": "2023-04-28T09:06:14.096883", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.JointGrid at 0x71cf2e4edd50>" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 900x900 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x = \"age\", y = \"expenses\", data = df, kind = \"reg\", height = 9)" ] }, { "cell_type": "code", "execution_count": 30, "id": "e8a8d262", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:15.111778Z", "iopub.status.busy": "2023-04-28T09:06:15.111355Z", "iopub.status.idle": "2023-04-28T09:06:15.661661Z", "shell.execute_reply": "2023-04-28T09:06:15.660282Z" }, "papermill": { "duration": 0.58261, "end_time": "2023-04-28T09:06:15.665180", "exception": false, "start_time": "2023-04-28T09:06:15.082570", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:xlabel='age', ylabel='expenses'>" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x = \"age\", y = \"expenses\", hue = \"sex\", data = df)" ] }, { "cell_type": "code", "execution_count": 31, "id": "bb3c9c6c", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:15.726869Z", "iopub.status.busy": "2023-04-28T09:06:15.726432Z", "iopub.status.idle": "2023-04-28T09:06:16.324329Z", "shell.execute_reply": "2023-04-28T09:06:16.323120Z" }, "papermill": { "duration": 0.631556, "end_time": "2023-04-28T09:06:16.326999", "exception": false, "start_time": "2023-04-28T09:06:15.695443", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:xlabel='age', ylabel='expenses'>" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x = \"age\", y = \"expenses\", hue = \"children\", data = df)" ] }, { "cell_type": "code", "execution_count": 32, "id": "509c8e8d", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:16.394181Z", "iopub.status.busy": "2023-04-28T09:06:16.393297Z", "iopub.status.idle": "2023-04-28T09:06:16.896754Z", "shell.execute_reply": "2023-04-28T09:06:16.895878Z" }, "papermill": { "duration": 0.539899, "end_time": "2023-04-28T09:06:16.900114", "exception": false, "start_time": "2023-04-28T09:06:16.360215", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:xlabel='age', ylabel='expenses'>" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x = \"age\", y = \"expenses\", hue = \"region\", data = df)" ] }, { "cell_type": "markdown", "id": "18a15894", "metadata": { "papermill": { "duration": 0.033688, "end_time": "2023-04-28T09:06:16.968427", "exception": false, "start_time": "2023-04-28T09:06:16.934739", "status": "completed" }, "tags": [] }, "source": [ "Adımlar –İki Boyutlu Yaş Analizleri" ] }, { "cell_type": "code", "execution_count": 33, "id": "c56c101b", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:17.039774Z", "iopub.status.busy": "2023-04-28T09:06:17.038294Z", "iopub.status.idle": "2023-04-28T09:06:17.403345Z", "shell.execute_reply": "2023-04-28T09:06:17.402057Z" }, "papermill": { "duration": 0.404083, "end_time": "2023-04-28T09:06:17.406644", "exception": false, "start_time": "2023-04-28T09:06:17.002561", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.FacetGrid at 0x71cf2c485150>" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 800x800 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(x= \"sex\", y= \"age\", data = df, height = 8, alpha = .5)" ] }, { "cell_type": "code", "execution_count": 34, "id": "4f1aae68", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:17.479676Z", "iopub.status.busy": "2023-04-28T09:06:17.478619Z", "iopub.status.idle": "2023-04-28T09:06:17.731242Z", "shell.execute_reply": "2023-04-28T09:06:17.729881Z" }, "papermill": { "duration": 0.292241, "end_time": "2023-04-28T09:06:17.734633", "exception": false, "start_time": "2023-04-28T09:06:17.442392", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:xlabel='sex', ylabel='age'>" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x= \"sex\", y= \"age\", data = df, height = 8, alpha = .5)" ] }, { "cell_type": "code", "execution_count": 35, "id": "933529f4", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:17.810013Z", "iopub.status.busy": "2023-04-28T09:06:17.809538Z", "iopub.status.idle": "2023-04-28T09:06:18.185205Z", "shell.execute_reply": "2023-04-28T09:06:18.183995Z" }, "papermill": { "duration": 0.416957, "end_time": "2023-04-28T09:06:18.187872", "exception": false, "start_time": "2023-04-28T09:06:17.770915", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.FacetGrid at 0x71cf2e4e2850>" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 800x800 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(x= \"smoker\", y= \"age\", data = df, height = 8, alpha = .5)" ] }, { "cell_type": "code", "execution_count": 36, "id": "3d779efb", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:18.268006Z", "iopub.status.busy": "2023-04-28T09:06:18.267336Z", "iopub.status.idle": "2023-04-28T09:06:18.531717Z", "shell.execute_reply": "2023-04-28T09:06:18.530270Z" }, "papermill": { "duration": 0.30671, "end_time": "2023-04-28T09:06:18.534854", "exception": false, "start_time": "2023-04-28T09:06:18.228144", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:xlabel='smoker', ylabel='age'>" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x= \"smoker\", y= \"age\", data = df, height = 8, alpha = .5)" ] }, { "cell_type": "code", "execution_count": 37, "id": "0e3c164c", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:18.614582Z", "iopub.status.busy": "2023-04-28T09:06:18.613704Z", "iopub.status.idle": "2023-04-28T09:06:19.077907Z", "shell.execute_reply": "2023-04-28T09:06:19.076285Z" }, "papermill": { "duration": 0.506603, "end_time": "2023-04-28T09:06:19.080601", "exception": false, "start_time": "2023-04-28T09:06:18.573998", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.FacetGrid at 0x71cf2c13d610>" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 800x800 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(x= \"children\", y= \"age\", data = df, height = 8, alpha = .5)" ] }, { "cell_type": "code", "execution_count": 38, "id": "7f19fdb8", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:19.167085Z", "iopub.status.busy": "2023-04-28T09:06:19.165558Z", "iopub.status.idle": "2023-04-28T09:06:19.476451Z", "shell.execute_reply": "2023-04-28T09:06:19.474912Z" }, "papermill": { "duration": 0.356618, "end_time": "2023-04-28T09:06:19.479491", "exception": false, "start_time": "2023-04-28T09:06:19.122873", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:xlabel='children', ylabel='age'>" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x= \"children\", y= \"age\", data = df, height = 8, alpha = .5)" ] }, { "cell_type": "code", "execution_count": 39, "id": "a9f4ef51", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:19.561102Z", "iopub.status.busy": "2023-04-28T09:06:19.560677Z", "iopub.status.idle": "2023-04-28T09:06:20.005483Z", "shell.execute_reply": "2023-04-28T09:06:20.004091Z" }, "papermill": { "duration": 0.489486, "end_time": "2023-04-28T09:06:20.008561", "exception": false, "start_time": "2023-04-28T09:06:19.519075", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.FacetGrid at 0x71cf27f8d550>" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 800x800 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(x= \"region\", y= \"age\", data = df, height = 8, alpha = .5)" ] }, { "cell_type": "code", "execution_count": 40, "id": "e1e4539f", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:20.096661Z", "iopub.status.busy": "2023-04-28T09:06:20.096234Z", "iopub.status.idle": "2023-04-28T09:06:20.427407Z", "shell.execute_reply": "2023-04-28T09:06:20.425902Z" }, "papermill": { "duration": 0.37663, "end_time": "2023-04-28T09:06:20.430052", "exception": false, "start_time": "2023-04-28T09:06:20.053422", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:xlabel='region', ylabel='age'>" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x= \"region\", y= \"age\", data = df, height = 8, alpha = .5)" ] }, { "cell_type": "markdown", "id": "ae740534", "metadata": { "papermill": { "duration": 0.04426, "end_time": "2023-04-28T09:06:20.518617", "exception": false, "start_time": "2023-04-28T09:06:20.474357", "status": "completed" }, "tags": [] }, "source": [ "Adımlar –Sorgulamalar" ] }, { "cell_type": "code", "execution_count": 41, "id": "86a10ff7", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:20.607883Z", "iopub.status.busy": "2023-04-28T09:06:20.607115Z", "iopub.status.idle": "2023-04-28T09:06:20.652036Z", "shell.execute_reply": "2023-04-28T09:06:20.651048Z" }, "papermill": { "duration": 0.092547, "end_time": "2023-04-28T09:06:20.654450", "exception": false, "start_time": "2023-04-28T09:06:20.561903", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>count</th>\n", " <th>mean</th>\n", " <th>std</th>\n", " <th>min</th>\n", " <th>25%</th>\n", " <th>50%</th>\n", " <th>75%</th>\n", " <th>max</th>\n", " </tr>\n", " <tr>\n", " <th>sex</th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>female</th>\n", " <td>662.0</td>\n", " <td>12569.578897</td>\n", " <td>11128.703817</td>\n", " <td>1607.51</td>\n", " <td>4885.1625</td>\n", " <td>9412.965</td>\n", " <td>14454.690</td>\n", " <td>63770.43</td>\n", " </tr>\n", " <tr>\n", " <th>male</th>\n", " <td>676.0</td>\n", " <td>13956.751420</td>\n", " <td>12971.025897</td>\n", " <td>1121.87</td>\n", " <td>4619.1350</td>\n", " <td>9369.615</td>\n", " <td>18989.595</td>\n", " <td>62592.87</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " count mean std min 25% 50% \\\n", "sex \n", "female 662.0 12569.578897 11128.703817 1607.51 4885.1625 9412.965 \n", "male 676.0 13956.751420 12971.025897 1121.87 4619.1350 9369.615 \n", "\n", " 75% max \n", "sex \n", "female 14454.690 63770.43 \n", "male 18989.595 62592.87 " ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby(by = \"sex\").describe()[\"expenses\"]" ] }, { "cell_type": "code", "execution_count": 42, "id": "11880a4e", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:20.745835Z", "iopub.status.busy": "2023-04-28T09:06:20.744820Z", "iopub.status.idle": "2023-04-28T09:06:20.788648Z", "shell.execute_reply": "2023-04-28T09:06:20.787348Z" }, "papermill": { "duration": 0.092162, "end_time": "2023-04-28T09:06:20.791731", "exception": false, "start_time": "2023-04-28T09:06:20.699569", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>count</th>\n", " <th>mean</th>\n", " <th>std</th>\n", " <th>min</th>\n", " <th>25%</th>\n", " <th>50%</th>\n", " <th>75%</th>\n", " <th>max</th>\n", " </tr>\n", " <tr>\n", " <th>smoker</th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>no</th>\n", " <td>1064.0</td>\n", " <td>8434.268449</td>\n", " <td>5993.781756</td>\n", " <td>1121.87</td>\n", " <td>3986.4425</td>\n", " <td>7345.405</td>\n", " <td>11362.890</td>\n", " <td>36910.61</td>\n", " </tr>\n", " <tr>\n", " <th>yes</th>\n", " <td>274.0</td>\n", " <td>32050.231971</td>\n", " <td>11541.547338</td>\n", " <td>12829.46</td>\n", " <td>20826.2450</td>\n", " <td>34456.350</td>\n", " <td>41019.205</td>\n", " <td>63770.43</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " count mean std min 25% 50% \\\n", "smoker \n", "no 1064.0 8434.268449 5993.781756 1121.87 3986.4425 7345.405 \n", "yes 274.0 32050.231971 11541.547338 12829.46 20826.2450 34456.350 \n", "\n", " 75% max \n", "smoker \n", "no 11362.890 36910.61 \n", "yes 41019.205 63770.43 " ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby(by = \"smoker\").describe()[\"expenses\"]" ] }, { "cell_type": "code", "execution_count": 43, "id": "8c9496d8", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:20.879238Z", "iopub.status.busy": "2023-04-28T09:06:20.878483Z", "iopub.status.idle": "2023-04-28T09:06:20.946534Z", "shell.execute_reply": "2023-04-28T09:06:20.945276Z" }, "papermill": { "duration": 0.114332, "end_time": "2023-04-28T09:06:20.949222", "exception": false, "start_time": "2023-04-28T09:06:20.834890", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>count</th>\n", " <th>mean</th>\n", " <th>std</th>\n", " <th>min</th>\n", " <th>25%</th>\n", " <th>50%</th>\n", " <th>75%</th>\n", " <th>max</th>\n", " </tr>\n", " <tr>\n", " <th>children</th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>574.0</td>\n", " <td>12365.975767</td>\n", " <td>12023.294017</td>\n", " <td>1121.87</td>\n", " <td>2734.4200</td>\n", " <td>9856.950</td>\n", " <td>14440.1200</td>\n", " <td>63770.43</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>324.0</td>\n", " <td>12731.171821</td>\n", " <td>11823.631341</td>\n", " <td>1711.03</td>\n", " <td>4791.6450</td>\n", " <td>8483.870</td>\n", " <td>15632.0475</td>\n", " <td>58571.07</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>240.0</td>\n", " <td>15073.564000</td>\n", " <td>12891.368314</td>\n", " <td>2304.00</td>\n", " <td>6284.9375</td>\n", " <td>9264.980</td>\n", " <td>20379.2750</td>\n", " <td>49577.66</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>157.0</td>\n", " <td>15355.318535</td>\n", " <td>12330.869474</td>\n", " <td>3443.06</td>\n", " <td>6652.5300</td>\n", " <td>10600.550</td>\n", " <td>19199.9400</td>\n", " <td>60021.40</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>25.0</td>\n", " <td>13850.656800</td>\n", " <td>9139.223594</td>\n", " <td>4504.66</td>\n", " <td>7512.2700</td>\n", " <td>11033.660</td>\n", " <td>17128.4300</td>\n", " <td>40182.25</td>\n", " </tr>\n", " <tr>\n", " <th>5</th>\n", " <td>18.0</td>\n", " <td>8786.035556</td>\n", " <td>3808.434648</td>\n", " <td>4687.80</td>\n", " <td>5874.9750</td>\n", " <td>8589.565</td>\n", " <td>10019.9450</td>\n", " <td>19023.26</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " count mean std min 25% 50% \\\n", "children \n", "0 574.0 12365.975767 12023.294017 1121.87 2734.4200 9856.950 \n", "1 324.0 12731.171821 11823.631341 1711.03 4791.6450 8483.870 \n", "2 240.0 15073.564000 12891.368314 2304.00 6284.9375 9264.980 \n", "3 157.0 15355.318535 12330.869474 3443.06 6652.5300 10600.550 \n", "4 25.0 13850.656800 9139.223594 4504.66 7512.2700 11033.660 \n", "5 18.0 8786.035556 3808.434648 4687.80 5874.9750 8589.565 \n", "\n", " 75% max \n", "children \n", "0 14440.1200 63770.43 \n", "1 15632.0475 58571.07 \n", "2 20379.2750 49577.66 \n", "3 19199.9400 60021.40 \n", "4 17128.4300 40182.25 \n", "5 10019.9450 19023.26 " ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby(by = \"children\").describe()[\"expenses\"]" ] }, { "cell_type": "code", "execution_count": 44, "id": "8c57d704", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:21.037715Z", "iopub.status.busy": "2023-04-28T09:06:21.037318Z", "iopub.status.idle": "2023-04-28T09:06:21.102997Z", "shell.execute_reply": "2023-04-28T09:06:21.101663Z" }, "papermill": { "duration": 0.113117, "end_time": "2023-04-28T09:06:21.106054", "exception": false, "start_time": "2023-04-28T09:06:20.992937", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>count</th>\n", " <th>mean</th>\n", " <th>std</th>\n", " <th>min</th>\n", " <th>25%</th>\n", " <th>50%</th>\n", " <th>75%</th>\n", " <th>max</th>\n", " </tr>\n", " <tr>\n", " <th>region</th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>northeast</th>\n", " <td>324.0</td>\n", " <td>13406.384691</td>\n", " <td>11255.802916</td>\n", " <td>1694.80</td>\n", " <td>5194.3225</td>\n", " <td>10057.655</td>\n", " <td>16687.3650</td>\n", " <td>58571.07</td>\n", " </tr>\n", " <tr>\n", " <th>northwest</th>\n", " <td>325.0</td>\n", " <td>12417.575169</td>\n", " <td>11072.276880</td>\n", " <td>1621.34</td>\n", " <td>4719.7400</td>\n", " <td>8965.800</td>\n", " <td>14711.7400</td>\n", " <td>60021.40</td>\n", " </tr>\n", " <tr>\n", " <th>southeast</th>\n", " <td>364.0</td>\n", " <td>14735.411538</td>\n", " <td>13971.098797</td>\n", " <td>1121.87</td>\n", " <td>4440.8850</td>\n", " <td>9294.130</td>\n", " <td>19526.2875</td>\n", " <td>63770.43</td>\n", " </tr>\n", " <tr>\n", " <th>southwest</th>\n", " <td>325.0</td>\n", " <td>12346.937908</td>\n", " <td>11557.179033</td>\n", " <td>1241.57</td>\n", " <td>4751.0700</td>\n", " <td>8798.590</td>\n", " <td>13462.5200</td>\n", " <td>52590.83</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " count mean std min 25% 50% \\\n", "region \n", "northeast 324.0 13406.384691 11255.802916 1694.80 5194.3225 10057.655 \n", "northwest 325.0 12417.575169 11072.276880 1621.34 4719.7400 8965.800 \n", "southeast 364.0 14735.411538 13971.098797 1121.87 4440.8850 9294.130 \n", "southwest 325.0 12346.937908 11557.179033 1241.57 4751.0700 8798.590 \n", "\n", " 75% max \n", "region \n", "northeast 16687.3650 58571.07 \n", "northwest 14711.7400 60021.40 \n", "southeast 19526.2875 63770.43 \n", "southwest 13462.5200 52590.83 " ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby(by = \"region\").describe()[\"expenses\"]" ] }, { "cell_type": "code", "execution_count": 45, "id": "23e931d2", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:21.197159Z", "iopub.status.busy": "2023-04-28T09:06:21.196087Z", "iopub.status.idle": "2023-04-28T09:06:21.219906Z", "shell.execute_reply": "2023-04-28T09:06:21.218530Z" }, "papermill": { "duration": 0.07285, "end_time": "2023-04-28T09:06:21.223149", "exception": false, "start_time": "2023-04-28T09:06:21.150299", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>age</th>\n", " <th>sex</th>\n", " <th>bmi</th>\n", " <th>children</th>\n", " <th>smoker</th>\n", " <th>region</th>\n", " <th>expenses</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>19</td>\n", " <td>female</td>\n", " <td>27.9</td>\n", " <td>0</td>\n", " <td>yes</td>\n", " <td>southwest</td>\n", " <td>16884.92</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>18</td>\n", " <td>male</td>\n", " <td>33.8</td>\n", " <td>1</td>\n", " <td>no</td>\n", " <td>southeast</td>\n", " <td>1725.55</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>28</td>\n", " <td>male</td>\n", " <td>33.0</td>\n", " <td>3</td>\n", " <td>no</td>\n", " <td>southeast</td>\n", " <td>4449.46</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>33</td>\n", " <td>male</td>\n", " <td>22.7</td>\n", " <td>0</td>\n", " <td>no</td>\n", " <td>northwest</td>\n", " <td>21984.47</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>32</td>\n", " <td>male</td>\n", " <td>28.9</td>\n", " <td>0</td>\n", " <td>no</td>\n", " <td>northwest</td>\n", " <td>3866.86</td>\n", " </tr>\n", " <tr>\n", " <th>...</th>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " <td>...</td>\n", " </tr>\n", " <tr>\n", " <th>1333</th>\n", " <td>50</td>\n", " <td>male</td>\n", " <td>31.0</td>\n", " <td>3</td>\n", " <td>no</td>\n", " <td>northwest</td>\n", " <td>10600.55</td>\n", " </tr>\n", " <tr>\n", " <th>1334</th>\n", " <td>18</td>\n", " <td>female</td>\n", " <td>31.9</td>\n", " <td>0</td>\n", " <td>no</td>\n", " <td>northeast</td>\n", " <td>2205.98</td>\n", " </tr>\n", " <tr>\n", " <th>1335</th>\n", " <td>18</td>\n", " <td>female</td>\n", " <td>36.9</td>\n", " <td>0</td>\n", " <td>no</td>\n", " <td>southeast</td>\n", " <td>1629.83</td>\n", " </tr>\n", " <tr>\n", " <th>1336</th>\n", " <td>21</td>\n", " <td>female</td>\n", " <td>25.8</td>\n", " <td>0</td>\n", " <td>no</td>\n", " <td>southwest</td>\n", " <td>2007.95</td>\n", " </tr>\n", " <tr>\n", " <th>1337</th>\n", " <td>61</td>\n", " <td>female</td>\n", " <td>29.1</td>\n", " <td>0</td>\n", " <td>yes</td>\n", " <td>northwest</td>\n", " <td>29141.36</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "<p>1338 rows × 7 columns</p>\n", "</div>" ], "text/plain": [ " age sex bmi children smoker region expenses\n", "0 19 female 27.9 0 yes southwest 16884.92\n", "1 18 male 33.8 1 no southeast 1725.55\n", "2 28 male 33.0 3 no southeast 4449.46\n", "3 33 male 22.7 0 no northwest 21984.47\n", "4 32 male 28.9 0 no northwest 3866.86\n", "... ... ... ... ... ... ... ...\n", "1333 50 male 31.0 3 no northwest 10600.55\n", "1334 18 female 31.9 0 no northeast 2205.98\n", "1335 18 female 36.9 0 no southeast 1629.83\n", "1336 21 female 25.8 0 no southwest 2007.95\n", "1337 61 female 29.1 0 yes northwest 29141.36\n", "\n", "[1338 rows x 7 columns]" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "markdown", "id": "fe5a3d9d", "metadata": { "papermill": { "duration": 0.044941, "end_time": "2023-04-28T09:06:21.316429", "exception": false, "start_time": "2023-04-28T09:06:21.271488", "status": "completed" }, "tags": [] }, "source": [ "Adımlar –Pivot" ] }, { "cell_type": "code", "execution_count": 46, "id": "702d69de", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:21.411244Z", "iopub.status.busy": "2023-04-28T09:06:21.410026Z", 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<td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>southeast</th>\n", " <td>9923.886667</td>\n", " <td>NaN</td>\n", " <td>10306.996667</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>southwest</th>\n", " <td>7023.776667</td>\n", " <td>19023.260000</td>\n", " <td>6864.670000</td>\n", " <td>NaN</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ "sex female male \n", "smoker no yes no yes\n", "children region \n", "0 northeast 8169.643538 24834.340000 7959.295714 29394.856842\n", " northwest 7560.081818 28837.311765 7528.533208 27109.415714\n", " southeast 7746.723333 36207.880000 6407.772000 34889.050476\n", " southwest 7221.164068 27428.377000 8336.497037 33134.030000\n", "1 northeast 10920.692222 31083.684167 8912.300357 33847.859000\n", " northwest 8196.133448 32308.585000 7808.828056 21799.778000\n", " southeast 7893.361220 23376.316667 8174.217188 35925.520625\n", " southwest 8575.395556 38036.630000 6664.470294 32457.950000\n", "2 northeast 11937.802500 24864.900000 11311.287778 18357.643333\n", " northwest 10659.308889 29788.510000 9267.693571 31741.992857\n", " southeast 6922.901739 34046.014000 8068.381600 38993.290000\n", " southwest 9951.179130 36861.548571 7588.339412 38064.899000\n", "3 northeast 8962.796154 29223.832500 6589.446875 37190.635000\n", " northwest 10187.450476 30457.810000 11178.723333 38694.556667\n", " southeast 13683.150833 31802.646667 10290.073333 33450.004000\n", " southwest 8438.737059 NaN 8889.830000 21616.882000\n", "4 northeast 14542.416667 NaN 14442.277500 NaN\n", " northwest 11024.415000 NaN 8186.933333 21472.480000\n", " southeast 18267.100000 NaN 8726.910000 NaN\n", " southwest 10945.676667 NaN 6785.720000 29062.180000\n", "5 northeast NaN NaN 6978.973333 NaN\n", " northwest 8965.800000 NaN NaN NaN\n", " southeast 9923.886667 NaN 10306.996667 NaN\n", " southwest 7023.776667 19023.260000 6864.670000 NaN" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.pivot_table(df, values = \"expenses\", index = [\"children\", \"region\"], columns = [\"sex\", \"smoker\"], aggfunc = np.mean)" ] }, { "cell_type": "markdown", "id": "83b27081", "metadata": { "papermill": { "duration": 0.055475, "end_time": "2023-04-28T09:06:22.380332", "exception": false, "start_time": "2023-04-28T09:06:22.324857", "status": "completed" }, "tags": [] }, "source": [ "Ön İşleme –LabelEncoding" ] }, { "cell_type": "code", "execution_count": 54, "id": "368cfc20", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:22.478742Z", "iopub.status.busy": "2023-04-28T09:06:22.477709Z", "iopub.status.idle": "2023-04-28T09:06:22.484099Z", "shell.execute_reply": "2023-04-28T09:06:22.482433Z" }, "papermill": { "duration": 0.057212, "end_time": "2023-04-28T09:06:22.486751", "exception": false, "start_time": "2023-04-28T09:06:22.429539", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "le = preprocessing.LabelEncoder()" ] }, { "cell_type": "code", "execution_count": 55, "id": "47da6d32", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:22.580365Z", "iopub.status.busy": "2023-04-28T09:06:22.579960Z", "iopub.status.idle": "2023-04-28T09:06:22.596127Z", "shell.execute_reply": "2023-04-28T09:06:22.594710Z" }, "papermill": { "duration": 0.066668, "end_time": "2023-04-28T09:06:22.598772", "exception": false, "start_time": "2023-04-28T09:06:22.532104", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>age</th>\n", " <th>sex</th>\n", " <th>bmi</th>\n", " <th>children</th>\n", " <th>smoker</th>\n", " <th>region</th>\n", " <th>expenses</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>19</td>\n", " <td>0</td>\n", " <td>27.9</td>\n", " <td>0</td>\n", " <td>yes</td>\n", " <td>southwest</td>\n", " <td>16884.92</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>18</td>\n", " <td>1</td>\n", " <td>33.8</td>\n", " <td>1</td>\n", " <td>no</td>\n", " <td>southeast</td>\n", " <td>1725.55</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>28</td>\n", " <td>1</td>\n", " <td>33.0</td>\n", " <td>3</td>\n", " <td>no</td>\n", " <td>southeast</td>\n", " <td>4449.46</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>33</td>\n", " <td>1</td>\n", " <td>22.7</td>\n", " <td>0</td>\n", " <td>no</td>\n", " <td>northwest</td>\n", " <td>21984.47</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>32</td>\n", " <td>1</td>\n", " <td>28.9</td>\n", " <td>0</td>\n", " <td>no</td>\n", " <td>northwest</td>\n", " <td>3866.86</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " age sex bmi children smoker region expenses\n", "0 19 0 27.9 0 yes southwest 16884.92\n", "1 18 1 33.8 1 no southeast 1725.55\n", "2 28 1 33.0 3 no southeast 4449.46\n", "3 33 1 22.7 0 no northwest 21984.47\n", "4 32 1 28.9 0 no northwest 3866.86" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"sex\"] = le.fit_transform(df[\"sex\"]) # 0 is female, 1 is male\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 56, "id": "bebb0ac0", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:22.693954Z", "iopub.status.busy": "2023-04-28T09:06:22.693478Z", "iopub.status.idle": "2023-04-28T09:06:22.712633Z", "shell.execute_reply": "2023-04-28T09:06:22.711383Z" }, "papermill": { "duration": 0.0699, "end_time": "2023-04-28T09:06:22.715499", "exception": false, "start_time": "2023-04-28T09:06:22.645599", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>age</th>\n", " <th>sex</th>\n", " <th>bmi</th>\n", " <th>children</th>\n", " <th>smoker</th>\n", " <th>region</th>\n", " <th>expenses</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>19</td>\n", " <td>0</td>\n", " <td>27.9</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>southwest</td>\n", " <td>16884.92</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>18</td>\n", " <td>1</td>\n", " <td>33.8</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>southeast</td>\n", " <td>1725.55</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>28</td>\n", " <td>1</td>\n", " <td>33.0</td>\n", " <td>3</td>\n", " <td>0</td>\n", " <td>southeast</td>\n", " <td>4449.46</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>33</td>\n", " <td>1</td>\n", " <td>22.7</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>northwest</td>\n", " <td>21984.47</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>32</td>\n", " <td>1</td>\n", " <td>28.9</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>northwest</td>\n", " <td>3866.86</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " age sex bmi children smoker region expenses\n", "0 19 0 27.9 0 1 southwest 16884.92\n", "1 18 1 33.8 1 0 southeast 1725.55\n", "2 28 1 33.0 3 0 southeast 4449.46\n", "3 33 1 22.7 0 0 northwest 21984.47\n", "4 32 1 28.9 0 0 northwest 3866.86" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"smoker\"] = le.fit_transform(df[\"smoker\"]) # 0 is No, 1 is Yes\n", "df.head()" ] }, { "cell_type": "markdown", "id": "293ca532", "metadata": { "papermill": { "duration": 0.04681, "end_time": "2023-04-28T09:06:22.810246", "exception": false, "start_time": "2023-04-28T09:06:22.763436", "status": "completed" }, "tags": [] }, "source": [ "Ön İşleme –DummyVariableExtraction" ] }, { "cell_type": "code", "execution_count": 57, "id": "e351ac0b", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:22.908089Z", "iopub.status.busy": "2023-04-28T09:06:22.907640Z", "iopub.status.idle": "2023-04-28T09:06:22.920575Z", "shell.execute_reply": "2023-04-28T09:06:22.919323Z" }, "papermill": { "duration": 0.064545, "end_time": "2023-04-28T09:06:22.923161", "exception": false, "start_time": "2023-04-28T09:06:22.858616", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "0 southwest\n", "1 southeast\n", "2 southeast\n", "3 northwest\n", "4 northwest\n", "Name: region, dtype: object" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_region = pd.get_dummies(df[\"region\"])\n", "df[\"region\"].head()" ] }, { "cell_type": "code", "execution_count": 58, "id": "f629138b", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:23.018129Z", "iopub.status.busy": "2023-04-28T09:06:23.017384Z", "iopub.status.idle": "2023-04-28T09:06:23.028850Z", "shell.execute_reply": "2023-04-28T09:06:23.027426Z" }, "papermill": { "duration": 0.06268, "end_time": "2023-04-28T09:06:23.031672", "exception": false, "start_time": "2023-04-28T09:06:22.968992", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>Antalya</th>\n", " <th>Muğla</th>\n", " <th>İzmir</th>\n", " <th>Afyon</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Antalya Muğla İzmir Afyon\n", "0 0 0 0 1\n", "1 0 0 1 0\n", "2 0 0 1 0\n", "3 0 1 0 0\n", "4 0 1 0 0" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_region.columns = [\"Antalya\", \"Muğla\", \"İzmir\", \"Afyon\"]\n", "df_region.head()" ] }, { "cell_type": "code", "execution_count": 59, "id": "dd2dddc0", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:23.126358Z", "iopub.status.busy": "2023-04-28T09:06:23.125967Z", "iopub.status.idle": "2023-04-28T09:06:23.145044Z", "shell.execute_reply": "2023-04-28T09:06:23.143658Z" }, "papermill": { "duration": 0.069827, "end_time": "2023-04-28T09:06:23.147841", "exception": false, "start_time": "2023-04-28T09:06:23.078014", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>age</th>\n", " <th>sex</th>\n", " <th>bmi</th>\n", " <th>children</th>\n", " <th>smoker</th>\n", " <th>expenses</th>\n", " <th>Antalya</th>\n", " <th>Muğla</th>\n", " <th>İzmir</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>19</td>\n", " <td>0</td>\n", " <td>27.9</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>16884.92</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>18</td>\n", " <td>1</td>\n", " <td>33.8</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>1725.55</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>28</td>\n", " <td>1</td>\n", " <td>33.0</td>\n", " <td>3</td>\n", " <td>0</td>\n", " <td>4449.46</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>33</td>\n", " <td>1</td>\n", " <td>22.7</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>21984.47</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>32</td>\n", " <td>1</td>\n", " <td>28.9</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>3866.86</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " age sex bmi children smoker expenses Antalya Muğla İzmir\n", "0 19 0 27.9 0 1 16884.92 0 0 0\n", "1 18 1 33.8 1 0 1725.55 0 0 1\n", "2 28 1 33.0 3 0 4449.46 0 0 1\n", "3 33 1 22.7 0 0 21984.47 0 1 0\n", "4 32 1 28.9 0 0 3866.86 0 1 0" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.concat([df, df_region], axis = 1)\n", "df.drop([\"Afyon\", \"region\"], axis = 1, inplace = True)\n", "df.head()" ] }, { "cell_type": "markdown", "id": "c715d40b", "metadata": { "papermill": { "duration": 0.048252, "end_time": "2023-04-28T09:06:23.243364", "exception": false, "start_time": "2023-04-28T09:06:23.195112", "status": "completed" }, "tags": [] }, "source": [ "Ön İşleme –Normalization" ] }, { "cell_type": "code", "execution_count": 60, "id": "cea27b45", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:23.344230Z", "iopub.status.busy": "2023-04-28T09:06:23.343438Z", "iopub.status.idle": "2023-04-28T09:06:23.358355Z", "shell.execute_reply": "2023-04-28T09:06:23.356923Z" }, "papermill": { "duration": 0.068766, "end_time": "2023-04-28T09:06:23.361327", "exception": false, "start_time": "2023-04-28T09:06:23.292561", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>age</th>\n", " <th>sex</th>\n", " <th>bmi</th>\n", " <th>children</th>\n", " <th>smoker</th>\n", " <th>expenses</th>\n", " <th>Antalya</th>\n", " <th>Muğla</th>\n", " <th>İzmir</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>19</td>\n", " <td>0</td>\n", " <td>27.9</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>16884.92</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>18</td>\n", " <td>1</td>\n", " <td>33.8</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>1725.55</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>28</td>\n", " <td>1</td>\n", " <td>33.0</td>\n", " <td>3</td>\n", " <td>0</td>\n", " <td>4449.46</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>1</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>33</td>\n", " <td>1</td>\n", " <td>22.7</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>21984.47</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>32</td>\n", " <td>1</td>\n", " <td>28.9</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>3866.86</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " age sex bmi children smoker expenses Antalya Muğla İzmir\n", "0 19 0 27.9 0 1 16884.92 0 0 0\n", "1 18 1 33.8 1 0 1725.55 0 0 1\n", "2 28 1 33.0 3 0 4449.46 0 0 1\n", "3 33 1 22.7 0 0 21984.47 0 1 0\n", "4 32 1 28.9 0 0 3866.86 0 1 0" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 61, "id": "8b9a4382", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:23.456822Z", "iopub.status.busy": "2023-04-28T09:06:23.456154Z", "iopub.status.idle": "2023-04-28T09:06:23.463788Z", "shell.execute_reply": "2023-04-28T09:06:23.462871Z" }, "papermill": { "duration": 0.058306, "end_time": "2023-04-28T09:06:23.466349", "exception": false, "start_time": "2023-04-28T09:06:23.408043", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "age = df[[\"age\"]].values.astype(float)\n", "\n", "min_max_scaler = preprocessing.MinMaxScaler()\n", "age_scaled = min_max_scaler.fit_transform(age)\n", "df[\"age_scaled\"] = pd.DataFrame(age_scaled)\n", "\n", "#Bu kod, veri setindeki \"age\" değişkeninin değerlerini 0 ile 1 arasında ölçeklendiriyor. \n", "#Önce \"age\" değişkeni \"df[[\"age\"]]\" kullanılarak bir 2D numpy dizisi olarak alınıyor. \n", "#Sonra \"MinMaxScaler\" kullanılarak bu 2D numpy dizisi 0 ile 1 arasında ölçeklendiriliyor. \n", "#Son olarak, ölçeklendirilmiş veri seti \"age_scaled\" değişkeninde saklanıyor ve bu veri seti \n", "#\"df\" veri çerçevesine \"age_scaled\" adında yeni bir sütun olarak ekleniyor." ] }, { "cell_type": "code", "execution_count": 62, "id": "68e3d64a", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:23.563007Z", "iopub.status.busy": "2023-04-28T09:06:23.562558Z", "iopub.status.idle": "2023-04-28T09:06:23.570972Z", "shell.execute_reply": "2023-04-28T09:06:23.569974Z" }, "papermill": { "duration": 0.060088, "end_time": "2023-04-28T09:06:23.573585", "exception": false, "start_time": "2023-04-28T09:06:23.513497", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "bmi = df[[\"bmi\"]].values.astype(float)\n", "\n", "min_max_scaler = preprocessing.MinMaxScaler()\n", "bmi_scaled = min_max_scaler.fit_transform(bmi)\n", "df[\"bmi_scaled\"] = pd.DataFrame(bmi_scaled)" ] }, { "cell_type": "code", "execution_count": 63, "id": "250a399a", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:23.669555Z", "iopub.status.busy": "2023-04-28T09:06:23.669123Z", "iopub.status.idle": "2023-04-28T09:06:23.685147Z", "shell.execute_reply": "2023-04-28T09:06:23.683741Z" }, "papermill": { "duration": 0.06818, "end_time": "2023-04-28T09:06:23.687912", "exception": false, "start_time": "2023-04-28T09:06:23.619732", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>age</th>\n", " <th>sex</th>\n", " <th>bmi</th>\n", " <th>children</th>\n", " <th>smoker</th>\n", " <th>expenses</th>\n", " <th>Antalya</th>\n", " <th>Muğla</th>\n", " <th>İzmir</th>\n", " <th>age_scaled</th>\n", " <th>bmi_scaled</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>19</td>\n", " <td>0</td>\n", " <td>27.9</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>16884.92</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0.021739</td>\n", " <td>0.320755</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>18</td>\n", " <td>1</td>\n", " <td>33.8</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>1725.55</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0.000000</td>\n", " <td>0.479784</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>28</td>\n", " <td>1</td>\n", " <td>33.0</td>\n", " <td>3</td>\n", " <td>0</td>\n", " <td>4449.46</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0.217391</td>\n", " <td>0.458221</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>33</td>\n", " <td>1</td>\n", " <td>22.7</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>21984.47</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>0.326087</td>\n", " <td>0.180593</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>32</td>\n", " <td>1</td>\n", " <td>28.9</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>3866.86</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>0.304348</td>\n", " <td>0.347709</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " age sex bmi children smoker expenses Antalya Muğla İzmir \\\n", "0 19 0 27.9 0 1 16884.92 0 0 0 \n", "1 18 1 33.8 1 0 1725.55 0 0 1 \n", "2 28 1 33.0 3 0 4449.46 0 0 1 \n", "3 33 1 22.7 0 0 21984.47 0 1 0 \n", "4 32 1 28.9 0 0 3866.86 0 1 0 \n", "\n", " age_scaled bmi_scaled \n", "0 0.021739 0.320755 \n", "1 0.000000 0.479784 \n", "2 0.217391 0.458221 \n", "3 0.326087 0.180593 \n", "4 0.304348 0.347709 " ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 64, "id": "2778a513", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:23.784434Z", "iopub.status.busy": "2023-04-28T09:06:23.784016Z", "iopub.status.idle": "2023-04-28T09:06:23.798397Z", "shell.execute_reply": "2023-04-28T09:06:23.797072Z" }, "papermill": { "duration": 0.065843, "end_time": "2023-04-28T09:06:23.801086", "exception": false, "start_time": "2023-04-28T09:06:23.735243", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>age</th>\n", " <th>age_scaled</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>62</th>\n", " <td>64</td>\n", " <td>1.0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " age age_scaled\n", "62 64 1.0" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[(df['age_scaled'] == 1)].filter([\"age\", \"age_scaled\"]).head(1)\n", "#yaşları en büyük kişilere 1 en küçüklere ise 0 olacak şekilde düzenlediğimiz için \"age_scaled\" değeri 1'e eşit olanlar data setindeki en yaşlı kişilerdir" ] }, { "cell_type": "code", "execution_count": 65, "id": "58fc7f7c", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:06:23.895609Z", "iopub.status.busy": "2023-04-28T09:06:23.895211Z", "iopub.status.idle": "2023-04-28T09:06:23.908391Z", "shell.execute_reply": "2023-04-28T09:06:23.907360Z" }, "papermill": { "duration": 0.063963, "end_time": "2023-04-28T09:06:23.911017", "exception": false, "start_time": "2023-04-28T09:06:23.847054", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>age</th>\n", " <th>age_scaled</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>1</th>\n", " <td>18</td>\n", " <td>0.0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " age age_scaled\n", "1 18 0.0" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[(df['age_scaled'] == 0)].filter([\"age\", \"age_scaled\"]).head(1)\n", "#\"age_scaled\" değeri 0'a eşit olanlar data setindeki en küçük kişilerdir" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 27.646142, "end_time": "2023-04-28T09:06:24.883879", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T09:05:57.237737", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/549/127549160.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "markdown", "id": "6836b912", "metadata": { "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", "papermill": { "duration": 0.010094, "end_time": "2023-04-28T09:08:34.801453", "exception": false, "start_time": "2023-04-28T09:08:34.791359", "status": "completed" }, "tags": [] }, "source": [ "# **Leverage Pipelines to enhance reusability and increase productivity**\n", "Recently I've been learning about **pipelines** and I wanted to apply this incredibly useful concept to this competition, to streamline data handling and model training, in a way that can be **easily reused** with other datasets or to simplify model and feature engineering tests. 💪\n", "\n", "Since the Playground Series cater to beginners such as myself, I thought it would be useful to share a walkthrough applied to this dataset :)\n", "\n", "-- *Many thanks to **[The Devastator](https://www.kaggle.com/thedevastator)** for the great feedback.* --\n", "\n", "Let's dig in!" ] }, { "cell_type": "code", "execution_count": 1, "id": "a3823b58", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:34.820931Z", "iopub.status.busy": "2023-04-28T09:08:34.820398Z", "iopub.status.idle": "2023-04-28T09:08:36.543358Z", "shell.execute_reply": "2023-04-28T09:08:36.541793Z" }, "papermill": { "duration": 1.736842, "end_time": "2023-04-28T09:08:36.547021", "exception": false, "start_time": "2023-04-28T09:08:34.810179", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "\n", "from sklearn.pipeline import Pipeline, make_pipeline\n", "from sklearn.compose import ColumnTransformer\n", "from sklearn.base import BaseEstimator, TransformerMixin\n", "from sklearn.impute import SimpleImputer\n", "from sklearn.preprocessing import OneHotEncoder, OrdinalEncoder, LabelEncoder\n", "\n", "from sklearn.model_selection import StratifiedKFold\n", "from sklearn.model_selection import cross_val_score\n", "from sklearn.metrics import make_scorer\n", "\n", "seed = 17" ] }, { "cell_type": "code", "execution_count": 2, "id": "ee934ab3", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:36.567362Z", "iopub.status.busy": "2023-04-28T09:08:36.565771Z", "iopub.status.idle": "2023-04-28T09:08:36.649087Z", "shell.execute_reply": "2023-04-28T09:08:36.647779Z" }, "papermill": { "duration": 0.09725, "end_time": "2023-04-28T09:08:36.652219", "exception": false, "start_time": "2023-04-28T09:08:36.554969", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "train = pd.read_csv(r'../input/playground-series-s3e13/train.csv')\n", "test = pd.read_csv(r'../input/playground-series-s3e13/test.csv')\n", "sample = pd.read_csv('/kaggle/input/playground-series-s3e13/sample_submission.csv')\n", "\n", "original_train = pd.read_csv(r'../input/vector-borne-disease-prediction/trainn.csv')\n", "original_train['prognosis'] = original_train['prognosis'].str.replace(' ','_')\n", "\n", "train.drop('id', axis = 1, inplace = True)\n", "combined_train = pd.concat([train, original_train])\n", "X = combined_train.copy()\n", "\n", "X_test = test.copy()\n", "X_test.drop('id', axis = 1, inplace = True)\n", "\n", "y = X.pop('prognosis')" ] }, { "cell_type": "markdown", "id": "84980c25", "metadata": { "papermill": { "duration": 0.007801, "end_time": "2023-04-28T09:08:36.668224", "exception": false, "start_time": "2023-04-28T09:08:36.660423", "status": "completed" }, "tags": [] }, "source": [ "# **Preprocessing steps**\n", "\n", "For starters, we can divide the preprocessing into several steps:\n", "- Features to drop\n", "- Features containing missing values\n", "- Features to encode\n", "- Features to scale/normalize << not implemented yet" ] }, { "cell_type": "code", "execution_count": 3, "id": "0f08d436", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:36.686906Z", "iopub.status.busy": "2023-04-28T09:08:36.686309Z", "iopub.status.idle": "2023-04-28T09:08:36.693093Z", "shell.execute_reply": "2023-04-28T09:08:36.691788Z" }, "papermill": { "duration": 0.019755, "end_time": "2023-04-28T09:08:36.696052", "exception": false, "start_time": "2023-04-28T09:08:36.676297", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Listing the columns that we want to pre-process with each strategy. Here no missing values to handle.\n", "fill_with_mean = []\n", "fill_with_median = []\n", "fill_with_most_frequent = []\n", "fill_with_value, fill_value = [], None\n", "\n", "one_hot_encode = []\n", "ordinal_encode = []" ] }, { "cell_type": "markdown", "id": "ad0f1bfa", "metadata": { "papermill": { "duration": 0.0078, "end_time": "2023-04-28T09:08:36.712107", "exception": false, "start_time": "2023-04-28T09:08:36.704307", "status": "completed" }, "tags": [] }, "source": [ "In [another notebook](https://www.kaggle.com/code/eleonoraricci/feature-selection-mutual-information-score), I was using the Mutual Information (MI) score as a way to reduce the feature space, which for several simple models was beneficial. As an example, let's drop here 3 features with MI score < 0.01" ] }, { "cell_type": "code", "execution_count": 4, "id": "a22555e3", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:36.731260Z", "iopub.status.busy": "2023-04-28T09:08:36.730718Z", "iopub.status.idle": "2023-04-28T09:08:36.735864Z", "shell.execute_reply": "2023-04-28T09:08:36.734791Z" }, "papermill": { "duration": 0.018511, "end_time": "2023-04-28T09:08:36.738640", "exception": false, "start_time": "2023-04-28T09:08:36.720129", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "columns_to_drop = [\"headache\", \"bullseye_rash\", \"chills\"]" ] }, { "cell_type": "markdown", "id": "e66bb1fc", "metadata": { "papermill": { "duration": 0.008964, "end_time": "2023-04-28T09:08:36.755848", "exception": false, "start_time": "2023-04-28T09:08:36.746884", "status": "completed" }, "tags": [] }, "source": [ "# **Dropping DataFrame columns**\n", "We can accomplish this by [creating a custom column transformer](https://www.andrewvillazon.com/custom-scikit-learn-transformers/) to add to the pipeline, to remove feature we don't want to use.\n", "By inheriting from *BaseEstimator* and *TransformerMixin* and implementing the *fit* and *transform* methods, we achieve the required functionality and we can then use it inside the pipelines." ] }, { "cell_type": "code", "execution_count": 5, "id": "7609647e", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:36.774960Z", "iopub.status.busy": "2023-04-28T09:08:36.774013Z", "iopub.status.idle": "2023-04-28T09:08:36.782043Z", "shell.execute_reply": "2023-04-28T09:08:36.779910Z" }, "papermill": { "duration": 0.021368, "end_time": "2023-04-28T09:08:36.785227", "exception": false, "start_time": "2023-04-28T09:08:36.763859", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "class ColumnsDropper(BaseEstimator, TransformerMixin):\n", " def __init__(self, columns=None):\n", " super(ColumnsDropper, self).__init__()\n", " self.columns=columns\n", "\n", " def transform(self,X, y=None):\n", " return X.drop(self.columns,axis=1)\n", "\n", " def fit(self, X, y=None):\n", " return self" ] }, { "cell_type": "markdown", "id": "819902a1", "metadata": { "papermill": { "duration": 0.00755, "end_time": "2023-04-28T09:08:36.801116", "exception": false, "start_time": "2023-04-28T09:08:36.793566", "status": "completed" }, "tags": [] }, "source": [ "# **Imputing missing values**\n", "\n", "We can define various imputers to **handle missing values** according to a specified strategy, using the sklearn SimpleImputer. Different imputer strategies can be applied to different columns. \"*Mean*\" and \"*median*\" strategies can only be applied to numerical columns, \"*most_frequent*\" and \"*constant*\" can be applied to both strings and numbers.\n", "\n", "In the PGS we don't have missing values to handle, but as a general case we do, so I have introduced this step as well, in order to showcase a more general implementation. We can feed **empty lists** to our Pipeline, therefore we can **keep the implementation general** and have the code ready for reuse in more complex cases by defining a **ColumnTransformer** that applies all imputing strategies to the specified lists of columns. It is important to specify the *remainder='passthrough'* argument, otherwise the default behaviour is to drop the columns that were not transformed by any transformer.\n", "\n", "**[SimpleImputer documentation](https://scikit-learn.org/stable/modules/generated/sklearn.impute.SimpleImputer.html)**\n", "\n", "**[ColumnTransformer documentation](https://scikit-learn.org/stable/modules/generated/sklearn.compose.ColumnTransformer.html)**" ] }, { "cell_type": "code", "execution_count": 6, "id": "d112a124", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:36.820621Z", "iopub.status.busy": "2023-04-28T09:08:36.819107Z", "iopub.status.idle": "2023-04-28T09:08:36.827176Z", "shell.execute_reply": "2023-04-28T09:08:36.825895Z" }, "papermill": { "duration": 0.020932, "end_time": "2023-04-28T09:08:36.830146", "exception": false, "start_time": "2023-04-28T09:08:36.809214", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "values_imputer = ColumnTransformer(\n", " transformers=[\n", " ('mean', SimpleImputer(strategy='mean'), fill_with_mean),\n", " ('median', SimpleImputer(strategy='median'), fill_with_median),\n", " ('most_frequent', SimpleImputer(strategy='most_frequent'), fill_with_most_frequent),\n", " ('value', SimpleImputer(strategy='constant', fill_value = fill_value), fill_with_value), \n", " ], remainder='passthrough')" ] }, { "cell_type": "markdown", "id": "fc912ded", "metadata": { "papermill": { "duration": 0.007831, "end_time": "2023-04-28T09:08:36.846147", "exception": false, "start_time": "2023-04-28T09:08:36.838316", "status": "completed" }, "tags": [] }, "source": [ "# **Encoding categorical variables**\n", "We may need to use an encoder to transform labeled categories into a numerical input, either with **Ordinal Encoding** or **One-Hot encoding**.\n", "\n", "|City | Ordinal Encoding | One-Hot Encoding|\n", "|----|------|------|\n", "|Tokyo| 0 | [1,0,0] |\n", "|Madrid| 1 |[0,1,0] |\n", "|Tunisi| 2 |[0,0,1] |\n", "\n", "Or maybe we have a categorical variable expressed numerically and we want to transform it to a One-Hot encoded one. For example, we could have a variable \"Season\" taking values 0, 1, 2, 3, which are numerical, but they do not really contain a numerical relationship between the values (it is not meaningful to consider \"autumn\" > \" winter\" or vice versa), therefore we might prefer to one-hot encode it instead.\n", "\n", "Documentation for **[OneHotEncoder](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html#sklearn.preprocessing.OneHotEncoder)**, **[OrdinalEncoder](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OrdinalEncoder.html#sklearn.preprocessing.OrdinalEncoder)**, and **[LabelEncoder](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.LabelEncoder.html)**. " ] }, { "cell_type": "code", "execution_count": 7, "id": "48abccfb", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:36.865516Z", "iopub.status.busy": "2023-04-28T09:08:36.864636Z", "iopub.status.idle": "2023-04-28T09:08:36.871029Z", "shell.execute_reply": "2023-04-28T09:08:36.869979Z" }, "papermill": { "duration": 0.019045, "end_time": "2023-04-28T09:08:36.873597", "exception": false, "start_time": "2023-04-28T09:08:36.854552", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "features_encoder = ColumnTransformer(\n", " transformers=[\n", " ('one_hot', OneHotEncoder(), one_hot_encode),\n", " ('ordinal', OrdinalEncoder(), ordinal_encode), \n", " ], remainder='passthrough')" ] }, { "cell_type": "markdown", "id": "f31eba90", "metadata": { "papermill": { "duration": 0.007509, "end_time": "2023-04-28T09:08:36.889096", "exception": false, "start_time": "2023-04-28T09:08:36.881587", "status": "completed" }, "tags": [] }, "source": [ "Pipelines handle tranformation of the input data, not of the target, therefore these need to be handled separately. In this case we need to obtain an Ordinal Encoding of the labels, thus we can apply LabelEncoder." ] }, { "cell_type": "code", "execution_count": 8, "id": "d472d4f5", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:36.907926Z", "iopub.status.busy": "2023-04-28T09:08:36.907006Z", "iopub.status.idle": "2023-04-28T09:08:36.914389Z", "shell.execute_reply": "2023-04-28T09:08:36.913168Z" }, "papermill": { "duration": 0.020729, "end_time": "2023-04-28T09:08:36.917741", "exception": false, "start_time": "2023-04-28T09:08:36.897012", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# This is an Ordinal transformer to be used to encode target values, i.e. y, and not the input X.\n", "label_encoder = LabelEncoder()\n", "label_encoder.fit(y)\n", "y = label_encoder.transform(y)" ] }, { "cell_type": "code", "execution_count": 9, "id": "4cb419db", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:36.937448Z", "iopub.status.busy": "2023-04-28T09:08:36.936545Z", "iopub.status.idle": "2023-04-28T09:08:36.941879Z", "shell.execute_reply": "2023-04-28T09:08:36.940772Z" }, "papermill": { "duration": 0.018017, "end_time": "2023-04-28T09:08:36.944413", "exception": false, "start_time": "2023-04-28T09:08:36.926396", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Not needed here \n", "# encode_one_hot = []" ] }, { "cell_type": "markdown", "id": "464adb47", "metadata": { "papermill": { "duration": 0.007552, "end_time": "2023-04-28T09:08:36.959858", "exception": false, "start_time": "2023-04-28T09:08:36.952306", "status": "completed" }, "tags": [] }, "source": [ "# **Pipeline**\n", "The **Pipeline** allows stacking various operations to perform on the data *in the specified sequence*, concluding with an estimator. A difference between a **Pipeline** and a **ColumnTransformer**, is that in the Pipeline all the steps specified are **applied to the same data**, whereas in the ColumnTransformer we can **specify different columns for each action to perform**. \n", "\n", "Intermediate steps of the pipeline must be *transforms*, that is, they must implement *fit* and *transform* methods. The final estimator only needs to implement *fit*. \n", "\n", "In the example in the comment below one has (1) defined a single transformation for the numerical features (the SimpleImputer), (2) created a Pipeline of transformations to be performed in sequence for the categorical variables (fill in missing values and then OneHotEncoding). (3) All defined column transformations are then grouped into a ColumnTransformer.\n", "\n", "Documentation for **[Pipeline](https://scikit-learn.org/stable/modules/generated/sklearn.pipeline.Pipeline.html#sklearn.pipeline.Pipeline)** and **[ColumnTransformer](https://scikit-learn.org/stable/modules/generated/sklearn.compose.ColumnTransformer.html)**." ] }, { "cell_type": "code", "execution_count": 10, "id": "4b06a82b", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:36.978922Z", "iopub.status.busy": "2023-04-28T09:08:36.977995Z", "iopub.status.idle": "2023-04-28T09:08:36.984252Z", "shell.execute_reply": "2023-04-28T09:08:36.983172Z" }, "papermill": { "duration": 0.019249, "end_time": "2023-04-28T09:08:36.987158", "exception": false, "start_time": "2023-04-28T09:08:36.967909", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "###### EXAMPLE ######\n", "## Preprocessing for numerical data\n", "#numerical_transformer = SimpleImputer(strategy='constant')\n", "\n", "## Preprocessing for categorical data\n", "#categorical_transformer = Pipeline(steps=[\n", "# ('imputer', SimpleImputer(strategy='most_frequent')),\n", "# ('onehot', OneHotEncoder(handle_unknown='ignore'))\n", "#])\n", "\n", "# Bundle preprocessing for numerical and categorical data\n", "#preprocessor = ColumnTransformer(\n", "# transformers=[\n", "# ('num', numerical_transformer, numerical_cols),\n", "# ('cat', categorical_transformer, categorical_cols)\n", "# ])\n" ] }, { "cell_type": "markdown", "id": "41e57283", "metadata": { "papermill": { "duration": 0.007587, "end_time": "2023-04-28T09:08:37.002746", "exception": false, "start_time": "2023-04-28T09:08:36.995159", "status": "completed" }, "tags": [] }, "source": [ "### **>>Insert Model Here<<**\n", "At this point we need **initialize the model**, to concatenate data processing and model fitting in the subsequent cell." ] }, { "cell_type": "code", "execution_count": 11, "id": "7787d1e9", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:37.022215Z", "iopub.status.busy": "2023-04-28T09:08:37.021235Z", "iopub.status.idle": "2023-04-28T09:08:37.029035Z", "shell.execute_reply": "2023-04-28T09:08:37.027464Z" }, "papermill": { "duration": 0.021247, "end_time": "2023-04-28T09:08:37.032221", "exception": false, "start_time": "2023-04-28T09:08:37.010974", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "from sklearn.svm._classes import SVC\n", "\n", "def get_model():\n", " model = SVC(probability = True, random_state = seed)\n", " return model" ] }, { "cell_type": "markdown", "id": "e9ef5b45", "metadata": { "papermill": { "duration": 0.008319, "end_time": "2023-04-28T09:08:37.048595", "exception": false, "start_time": "2023-04-28T09:08:37.040276", "status": "completed" }, "tags": [] }, "source": [ "Finally we can **concatenate the preprocessing and modelling in the final Pipeline**. \n", "\n", "Yes, **pipelines can be nested**! Here the *dropper* is a Pipeline itself, and the *preprocessor* is a ColumnTransformer that in general could contain Pipelines as well. This nested structure creates a hierarchy which controls the sequence of the execution." ] }, { "cell_type": "code", "execution_count": 12, "id": "1e791059", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:37.067733Z", "iopub.status.busy": "2023-04-28T09:08:37.066764Z", "iopub.status.idle": "2023-04-28T09:08:37.073383Z", "shell.execute_reply": "2023-04-28T09:08:37.071916Z" }, "papermill": { "duration": 0.020333, "end_time": "2023-04-28T09:08:37.076985", "exception": false, "start_time": "2023-04-28T09:08:37.056652", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Bundle preprocessing and modeling code in a pipeline\n", "def get_pipeline():\n", " whole_pipeline = Pipeline(steps=[('dropper', ColumnsDropper(columns = columns_to_drop)),\n", " ('imputer', values_imputer), \n", " ('encoder', features_encoder), \n", " ('model', get_model()) ]) \n", " return whole_pipeline" ] }, { "cell_type": "markdown", "id": "670fa481", "metadata": { "papermill": { "duration": 0.007562, "end_time": "2023-04-28T09:08:37.092782", "exception": false, "start_time": "2023-04-28T09:08:37.085220", "status": "completed" }, "tags": [] }, "source": [ "# **Scorer with custom Metric**\n", "\n", "By wrapping our competition metric MAP@3 inside the **[make_scorer](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.make_scorer.html)** function, we can directly use it within cross-validation or grid searches." ] }, { "cell_type": "code", "execution_count": 13, "id": "3968f3fa", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:37.112765Z", "iopub.status.busy": "2023-04-28T09:08:37.111263Z", "iopub.status.idle": "2023-04-28T09:08:37.121204Z", "shell.execute_reply": "2023-04-28T09:08:37.119610Z" }, "papermill": { "duration": 0.023738, "end_time": "2023-04-28T09:08:37.124597", "exception": false, "start_time": "2023-04-28T09:08:37.100859", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# MAP@3 scoring metric\n", "# In order to be wrapped inside make_scorer, it is convenient to \n", "# handle here also the processing of the predictions\n", "\n", "def map3(labels, predicted_proba):\n", " \n", " labels = label_encoder.inverse_transform(labels)\n", " most_likely_prognosis = process_results(predicted_proba)\n", " \n", " scores = []\n", " for i, predicted in enumerate(most_likely_prognosis):\n", " if predicted[0]==labels[i]:\n", " score = 1\n", " elif predicted[1]==labels[i]:\n", " score = 1/2\n", " elif predicted[2]==labels[i]:\n", " score = 1/3\n", " else:\n", " score = 0\n", " scores.append(score)\n", " \n", " return np.mean(scores)" ] }, { "cell_type": "code", "execution_count": 14, "id": "d43bc2a8", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:37.143396Z", "iopub.status.busy": "2023-04-28T09:08:37.142786Z", "iopub.status.idle": "2023-04-28T09:08:37.151714Z", "shell.execute_reply": "2023-04-28T09:08:37.150566Z" }, "papermill": { "duration": 0.021503, "end_time": "2023-04-28T09:08:37.154135", "exception": false, "start_time": "2023-04-28T09:08:37.132632", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Helper function to rank the predictions\n", "def process_results(predictions):\n", " # Get index of 3 best predictions\n", " idx_best = [np.argpartition(predictions[i], -3)[-3:] for i in range(predictions.shape[0])]\n", " # Sort the label idx based on the values of the predicted probability\n", " sorted_prob_idx = [predictions[i][idx_best[i]].argsort()[::-1] for i in range(predictions.shape[0])]\n", " # Sort the actual labels and decode them\n", " sorted_labels = [idx_best[i][sorted_prob_idx[i]] for i in range(predictions.shape[0])]\n", " most_likely_prognosis = [label_encoder.inverse_transform(sorted_labels[i]) for i in range(predictions.shape[0])]\n", " return most_likely_prognosis" ] }, { "cell_type": "code", "execution_count": 15, "id": "b519a897", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:37.172904Z", "iopub.status.busy": "2023-04-28T09:08:37.172306Z", "iopub.status.idle": "2023-04-28T09:08:37.179471Z", "shell.execute_reply": "2023-04-28T09:08:37.177621Z" }, "papermill": { "duration": 0.019782, "end_time": "2023-04-28T09:08:37.182041", "exception": false, "start_time": "2023-04-28T09:08:37.162259", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "map3_scorer = make_scorer(score_func = map3, needs_proba = True)" ] }, { "cell_type": "markdown", "id": "8013ba76", "metadata": { "papermill": { "duration": 0.007658, "end_time": "2023-04-28T09:08:37.197704", "exception": false, "start_time": "2023-04-28T09:08:37.190046", "status": "completed" }, "tags": [] }, "source": [ "# **Training and evaluating**\n", "\n", "We can take advantage of the **[cross_val_score](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_val_score.html#sklearn.model_selection.cross_val_score)** function of sklearn to performa cross validation of the modelling pipeline we defined. NOTE: if the estimator is a classifier and y is either binary or multiclass, StratifiedKFold is used. In all other cases, KFold is used.\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "63becbdb", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:37.217613Z", "iopub.status.busy": "2023-04-28T09:08:37.216364Z", "iopub.status.idle": "2023-04-28T09:08:43.162373Z", "shell.execute_reply": "2023-04-28T09:08:43.160816Z" }, "papermill": { "duration": 5.959477, "end_time": "2023-04-28T09:08:43.165750", "exception": false, "start_time": "2023-04-28T09:08:37.206273", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average CV score: 0.5503125\n" ] } ], "source": [ "X_tr = X.copy()\n", "scores = cross_val_score(get_pipeline(), X = X_tr, y = y, cv = 10, scoring = map3_scorer)\n", "print(\"Average CV score: \", scores.mean())" ] }, { "cell_type": "markdown", "id": "d58bbf3d", "metadata": { "papermill": { "duration": 0.008398, "end_time": "2023-04-28T09:08:43.182858", "exception": false, "start_time": "2023-04-28T09:08:43.174460", "status": "completed" }, "tags": [] }, "source": [ "One can now expand with further analysis, but for the sake of the walkthrough of the Pipeline implementation I'll conclude here." ] }, { "cell_type": "markdown", "id": "d09d5987", "metadata": { "papermill": { "duration": 0.007598, "end_time": "2023-04-28T09:08:43.198705", "exception": false, "start_time": "2023-04-28T09:08:43.191107", "status": "completed" }, "tags": [] }, "source": [ "# **What's next**\n", "This was a skeleton demonstration of the usage of pipelines, a starting point to build on more complex workflows, to check different models, hyperparameters, or different preprocessing strategies... all while keeping the code modular, readable, and resusable. Any comments of feedback is very welcome.\n", "\n", "🎨 I hope this walkthrough was useful and that others can benefit from implementing Pipelines as well!! 🔥 \n", "\n", "Happy modelling! :D" ] }, { "cell_type": "markdown", "id": "2f337c90", "metadata": { "papermill": { "duration": 0.007701, "end_time": "2023-04-28T09:08:43.214515", "exception": false, "start_time": "2023-04-28T09:08:43.206814", "status": "completed" }, "tags": [] }, "source": [ "# **Submission**\n", "After we have completed all preliminary analysis and chosen the best modelling approach, we can retrain the model using the whole training data available." ] }, { "cell_type": "code", "execution_count": 17, "id": "723bc824", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:43.233244Z", "iopub.status.busy": "2023-04-28T09:08:43.232632Z", "iopub.status.idle": "2023-04-28T09:08:43.979959Z", "shell.execute_reply": "2023-04-28T09:08:43.978374Z" }, "papermill": { "duration": 0.760999, "end_time": "2023-04-28T09:08:43.983483", "exception": false, "start_time": "2023-04-28T09:08:43.222484", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "final_pipeline = get_pipeline()\n", "final_pipeline.fit(X, y)\n", "\n", "most_likely_prognosis = process_results(final_pipeline.predict_proba(X_test))" ] }, { "cell_type": "code", "execution_count": 18, "id": "994a8cd2", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:08:44.004793Z", "iopub.status.busy": "2023-04-28T09:08:44.004167Z", "iopub.status.idle": "2023-04-28T09:08:44.024498Z", "shell.execute_reply": "2023-04-28T09:08:44.023150Z" }, "papermill": { "duration": 0.034666, "end_time": "2023-04-28T09:08:44.027995", "exception": false, "start_time": "2023-04-28T09:08:43.993329", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Make submission string\n", "submitted_predictions = [most_likely_prognosis[i][0] + \" \" + most_likely_prognosis[i][1] + \" \" + most_likely_prognosis[i][2] for i in range(len(most_likely_prognosis))]\n", "\n", "test.drop(list(test.drop('id', axis = 1)), axis = 1, inplace = True)\n", "test['prognosis'] = submitted_predictions\n", "test.to_csv('submission.csv', index = False)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 25.083672, "end_time": "2023-04-28T09:08:47.374498", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T09:08:22.290826", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/549/127549401.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "markdown", "id": "491b99ab", "metadata": { "papermill": { "duration": 0.016452, "end_time": "2023-04-28T09:09:26.554497", "exception": false, "start_time": "2023-04-28T09:09:26.538045", "status": "completed" }, "tags": [] }, "source": [ "# PREDICTING EMPLOYEE ATTRITION RATE \n", "# 1. Introduction\n", "An in-depth exploration of fundamental data analytics principles to forecast the rate of employee attrition within the organization, as well as to determine the factors that influence an employee's decision to depart from the company. \n", "\n", "## 1.1 Business use case (What are we solving for?)\n", "- Predicting individual employee attrition\n", "- Depicting important factors for an employee to leave an organization\n", "- Improving employee retention \n", "\n", "## 1.2 Goals/metrics\n", "Find the probability of an employee leaving the firm for the next five years and identify how to improve employee retention.\n", "\n", "## 1.3 About dataset\n", "This is a HR Analytics dataset about employee attrition. The dataset contains the following features:\n", "* satisfaction_level \n", "* last_evaluation \n", "* number_project\n", "* average_monthly_hours \n", "* time_spend_company \n", "* Work_accident left\n", "* promotion_last_5years \n", "* sales \n", "* salary\n", "\n", "# 2. Import libraries, read and preview data" ] }, { "cell_type": "code", "execution_count": 1, "id": "3bdef117", "metadata": { "_kg_hide-input": true, "_kg_hide-output": true, "execution": { "iopub.execute_input": "2023-04-28T09:09:26.586643Z", "iopub.status.busy": "2023-04-28T09:09:26.585484Z", "iopub.status.idle": "2023-04-28T09:09:43.600574Z", "shell.execute_reply": "2023-04-28T09:09:43.598529Z" }, "papermill": { "duration": 17.034939, "end_time": "2023-04-28T09:09:43.604188", "exception": false, "start_time": "2023-04-28T09:09:26.569249", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting pingouin\r\n", " Downloading pingouin-0.5.3-py3-none-any.whl (198 kB)\r\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m198.6/198.6 kB\u001b[0m \u001b[31m4.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\r\n", "\u001b[?25hRequirement already satisfied: tabulate in 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outdated->pingouin) (59.8.0)\r\n", "Collecting littleutils\r\n", " Downloading littleutils-0.2.2.tar.gz (6.6 kB)\r\n", " Preparing metadata (setup.py) ... \u001b[?25l-\b \bdone\r\n", "\u001b[?25hRequirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn->pingouin) (1.2.0)\r\n", "Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn->pingouin) (3.1.0)\r\n", "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from patsy>=0.5.2->statsmodels>=0.13->pingouin) (1.16.0)\r\n", "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests->outdated->pingouin) (3.4)\r\n", "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests->outdated->pingouin) (2022.12.7)\r\n", "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from 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collected packages: littleutils, outdated, pandas-flavor, pingouin\r\n", "Successfully installed littleutils-0.2.2 outdated-0.2.2 pandas-flavor-0.5.0 pingouin-0.5.3\r\n", "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\r\n", "\u001b[0m/kaggle/input/hr-data-for-analytics/HR_comma_sep.csv\n" ] } ], "source": [ "!pip install pingouin\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", "from matplotlib import rcParams\n", "from scipy.stats import norm\n", "\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.feature_extraction import DictVectorizer\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.svm import SVC\n", "import xgboost as xgb\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.model_selection import train_test_split, GridSearchCV\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.base import BaseEstimator, TransformerMixin\n", "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier\n", "from sklearn.tree import DecisionTreeClassifier\n", "\n", "import pingouin\n", "\n", "import os\n", "for dirname, _, filenames in os.walk('/kaggle/input'):\n", " for filename in filenames:\n", " print(os.path.join(dirname, filename))" ] }, { "cell_type": "code", "execution_count": 2, "id": "51748195", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:43.646833Z", "iopub.status.busy": "2023-04-28T09:09:43.646407Z", "iopub.status.idle": "2023-04-28T09:09:43.654008Z", "shell.execute_reply": "2023-04-28T09:09:43.652540Z" }, "papermill": { "duration": 0.033243, "end_time": "2023-04-28T09:09:43.656958", "exception": false, "start_time": "2023-04-28T09:09:43.623715", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Set default settings\n", "sns.set_style('whitegrid')\n", "rcParams['figure.figsize'] = [7,5]\n", "rcParams['axes.titlesize'] = 14\n", "rcParams['axes.titleweight'] = 'bold'\n", "rcParams['axes.labelsize'] = 13\n", "rcParams['axes.labelweight'] = 'bold'" ] }, { "cell_type": "code", "execution_count": 3, "id": "b610c183", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:43.698342Z", "iopub.status.busy": "2023-04-28T09:09:43.697893Z", "iopub.status.idle": "2023-04-28T09:09:43.767805Z", "shell.execute_reply": "2023-04-28T09:09:43.766356Z" }, "papermill": { "duration": 0.097824, "end_time": "2023-04-28T09:09:43.772081", "exception": false, "start_time": "2023-04-28T09:09:43.674257", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>satisfaction_level</th>\n", " <th>last_evaluation</th>\n", " <th>number_project</th>\n", " <th>average_montly_hours</th>\n", " <th>time_spend_company</th>\n", " <th>Work_accident</th>\n", " <th>left</th>\n", " <th>promotion_last_5years</th>\n", " <th>sales</th>\n", " <th>salary</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>0.38</td>\n", " <td>0.53</td>\n", " <td>2</td>\n", " <td>157</td>\n", " <td>3</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>sales</td>\n", " <td>low</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>0.80</td>\n", " <td>0.86</td>\n", " <td>5</td>\n", " <td>262</td>\n", " <td>6</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>sales</td>\n", " <td>medium</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>0.11</td>\n", " <td>0.88</td>\n", " <td>7</td>\n", " <td>272</td>\n", " <td>4</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>sales</td>\n", " <td>medium</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>0.72</td>\n", " <td>0.87</td>\n", " <td>5</td>\n", " <td>223</td>\n", " <td>5</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>sales</td>\n", " <td>low</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>0.37</td>\n", " <td>0.52</td>\n", " <td>2</td>\n", " <td>159</td>\n", " <td>3</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>sales</td>\n", " <td>low</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " satisfaction_level last_evaluation number_project average_montly_hours \\\n", "0 0.38 0.53 2 157 \n", "1 0.80 0.86 5 262 \n", "2 0.11 0.88 7 272 \n", "3 0.72 0.87 5 223 \n", "4 0.37 0.52 2 159 \n", "\n", " time_spend_company Work_accident left promotion_last_5years sales \\\n", "0 3 0 1 0 sales \n", "1 6 0 1 0 sales \n", "2 4 0 1 0 sales \n", "3 5 0 1 0 sales \n", "4 3 0 1 0 sales \n", "\n", " salary \n", "0 low \n", "1 medium \n", "2 medium \n", "3 low \n", "4 low " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Read dataset\n", "hr_data = pd.read_csv(\"/kaggle/input/hr-data-for-analytics/HR_comma_sep.csv\")\n", "\n", "# Preview dataset\n", "display(hr_data.head())" ] }, { "cell_type": "code", "execution_count": 4, "id": "934d804b", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:43.808575Z", "iopub.status.busy": "2023-04-28T09:09:43.808154Z", "iopub.status.idle": "2023-04-28T09:09:43.835048Z", "shell.execute_reply": "2023-04-28T09:09:43.833002Z" }, "papermill": { "duration": 0.048835, "end_time": "2023-04-28T09:09:43.837883", "exception": false, "start_time": "2023-04-28T09:09:43.789048", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 14999 entries, 0 to 14998\n", "Data columns (total 10 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 satisfaction_level 14999 non-null float64\n", " 1 last_evaluation 14999 non-null float64\n", " 2 number_project 14999 non-null int64 \n", " 3 average_montly_hours 14999 non-null int64 \n", " 4 time_spend_company 14999 non-null int64 \n", " 5 Work_accident 14999 non-null int64 \n", " 6 left 14999 non-null int64 \n", " 7 promotion_last_5years 14999 non-null int64 \n", " 8 sales 14999 non-null object \n", " 9 salary 14999 non-null object \n", "dtypes: float64(2), int64(6), object(2)\n", "memory usage: 1.1+ MB\n" ] } ], "source": [ "# Preview dataset propertises\n", "hr_data.info()" ] }, { "cell_type": "code", "execution_count": 5, "id": "72018424", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:43.873964Z", "iopub.status.busy": "2023-04-28T09:09:43.873460Z", "iopub.status.idle": "2023-04-28T09:09:43.881477Z", "shell.execute_reply": "2023-04-28T09:09:43.880455Z" }, "papermill": { "duration": 0.029827, "end_time": "2023-04-28T09:09:43.884644", "exception": false, "start_time": "2023-04-28T09:09:43.854817", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Correct the column names\n", "hr_data = hr_data.rename(columns={'average_montly_hours':'average_monthly_hours'})" ] }, { "cell_type": "markdown", "id": "712a0aab", "metadata": { "papermill": { "duration": 0.017596, "end_time": "2023-04-28T09:09:43.918976", "exception": false, "start_time": "2023-04-28T09:09:43.901380", "status": "completed" }, "tags": [] }, "source": [ "# 3. Exploratory Data Analysis\n", "## 3.1 What is the probabability that an employee leaves the company?\n", "By randomly selecting a sample size equivalent to that of the employees' dataset, and then repeatedly performing the experiment 1000 times with replacement, we can establish a sampling distribution that comprises probabilities of employees departing. By computing the average of the replicates, we can obtain an accurate representation of the population, thereby determining the probability of an employee leaving the organization.\n", "\n", "There is a `23.83%` chance that an employee will leave the company." ] }, { "cell_type": "code", "execution_count": 6, "id": "463934d0", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:43.961605Z", "iopub.status.busy": "2023-04-28T09:09:43.961157Z", "iopub.status.idle": "2023-04-28T09:09:46.114838Z", "shell.execute_reply": "2023-04-28T09:09:46.113494Z" }, "papermill": { "duration": 2.179399, "end_time": "2023-04-28T09:09:46.117808", "exception": false, "start_time": "2023-04-28T09:09:43.938409", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Probability of an employee leaving is 23.83%\n" ] } ], "source": [ "prob_leaving_list = []\n", "np.random.seed(987)\n", "for i in range(1000):\n", " \n", " prob_leaving_list.append(hr_data.sample(frac = 1.0, replace = True)['left'].value_counts(normalize = True)[1])\n", "\n", "prob_leaving = np.mean(prob_leaving_list)\n", "print(f'Probability of an employee leaving is {100*prob_leaving:,.2f}%')" ] }, { "cell_type": "markdown", "id": "b1ef7d78", "metadata": { "papermill": { "duration": 0.01623, "end_time": "2023-04-28T09:09:46.150702", "exception": false, "start_time": "2023-04-28T09:09:46.134472", "status": "completed" }, "tags": [] }, "source": [ "## 3.2 Visualizing the sampling distribution\n", "Visualizing the sampling distribution provides us with a precise representation of the range of values that are probable to emerge within our confidence intervals." ] }, { "cell_type": "code", "execution_count": 7, "id": "d1d24d47", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:46.187002Z", "iopub.status.busy": "2023-04-28T09:09:46.186103Z", "iopub.status.idle": "2023-04-28T09:09:46.693308Z", "shell.execute_reply": "2023-04-28T09:09:46.692024Z" }, "papermill": { "duration": 0.52871, "end_time": "2023-04-28T09:09:46.696122", "exception": false, "start_time": "2023-04-28T09:09:46.167412", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 700x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(prob_leaving_list, bins = np.arange(0.224,0.254, 0.002))\n", "plt.title('Sampling distribution of the probability of an employee leaving')\n", "plt.ylabel('Count')\n", "plt.xlabel('Probability')\n", "plt.xticks(np.arange(0.224,0.258, 0.002), rotation = 45)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "432131cd", "metadata": { "papermill": { "duration": 0.01706, "end_time": "2023-04-28T09:09:46.731248", "exception": false, "start_time": "2023-04-28T09:09:46.714188", "status": "completed" }, "tags": [] }, "source": [ "## 3.3 Confidence Intervals\n", "In order to determine the level of certainty with which we can assert that the probability of an employee leaving is 0.2383, we will employ two distinct techniques: the quantile method and the standard error method. Notably, these methods should yield identical outcomes, thus bolstering our confidence in the veracity of our findings.\n", "\n", "### 3.3.1 The Quantile Method\n", "The quantile method is a statistical technique used in data analysis to estimate the confidence interval of a population parameter. It involves computing the confidence interval by identifying the upper and lower bounds of a range of values that encompasses a specific percentage of the sample data. \n", "\n", "By employing the quantile method to compute the confidence intervals of our sampling distribution at a significance level of 0.05, we can assert with a high degree of confidence that the probability of an employee leaving lies between the estimated range of `0.23135` and `0.24521`, or expressed as a percentage, between `23.14%` and `24.52%`. This precise estimation of the confidence interval provides us with a robust foundation upon which to base our analysis and decision-making." ] }, { "cell_type": "code", "execution_count": 8, "id": "743bdc4f", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:46.770027Z", "iopub.status.busy": "2023-04-28T09:09:46.769319Z", "iopub.status.idle": "2023-04-28T09:09:46.775850Z", "shell.execute_reply": "2023-04-28T09:09:46.774963Z" }, "papermill": { "duration": 0.030293, "end_time": "2023-04-28T09:09:46.778716", "exception": false, "start_time": "2023-04-28T09:09:46.748423", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Lower limit is 0.23135 and upper limit is 0.24522\n" ] } ], "source": [ "# Calculate the lower quartile\n", "lower_quant = np.quantile(prob_leaving_list, 0.025)\n", "\n", "# Calculate the upper quartile\n", "upper_quant = np.quantile(prob_leaving_list, 0.975)\n", "\n", "print(f'Lower limit is {lower_quant:,.5f} and upper limit is {upper_quant:,.5f}')" ] }, { "cell_type": "markdown", "id": "e5d3782a", "metadata": { "papermill": { "duration": 0.017811, "end_time": "2023-04-28T09:09:46.815302", "exception": false, "start_time": "2023-04-28T09:09:46.797491", "status": "completed" }, "tags": [] }, "source": [ "### 3.3.2 The Standard Error Method\n", "The standard error method estimates the confidence interval of a population parameter by computing the confidence interval by using the standard error, which is the standard deviation of the sampling distribution of the mean or proportion. \n", "\n", "The result is the same as that of the quantile method with the probability of an employee leaving is between `23.14%` and `24.51%`" ] }, { "cell_type": "code", "execution_count": 9, "id": "294a2b79", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:46.854340Z", "iopub.status.busy": "2023-04-28T09:09:46.853494Z", "iopub.status.idle": "2023-04-28T09:09:46.862850Z", "shell.execute_reply": "2023-04-28T09:09:46.861249Z" }, "papermill": { "duration": 0.032771, "end_time": "2023-04-28T09:09:46.865667", "exception": false, "start_time": "2023-04-28T09:09:46.832896", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We can say with 95% confidence that the probability of an employee leaving is between 23.14% and 24.51%\n" ] } ], "source": [ "# Compute the mean\n", "point_estimate = np.mean(prob_leaving_list)\n", "\n", "# Compute the sample standard error\n", "standard_error = np.std(prob_leaving_list, ddof = 1)\n", "\n", "# Compute the lower limit\n", "lower_se = norm.ppf(0.025, loc = point_estimate, scale = standard_error)\n", "\n", "# Compute the upper limit\n", "upper_se = norm.ppf(0.975, loc = point_estimate, scale = standard_error)\n", "\n", "print(f'We can say with 95% confidence that the probability of an employee leaving is between {100*lower_se:,.2f}% and {100*upper_se:,.2f}%')" ] }, { "cell_type": "markdown", "id": "06450039", "metadata": { "papermill": { "duration": 0.018051, "end_time": "2023-04-28T09:09:46.901848", "exception": false, "start_time": "2023-04-28T09:09:46.883797", "status": "completed" }, "tags": [] }, "source": [ "# 4. Exploratory Data Analysis\n", "## 4.1 Salary" ] }, { "cell_type": "markdown", "id": "1bc109c2", "metadata": { "papermill": { "duration": 0.018608, "end_time": "2023-04-28T09:09:46.938604", "exception": false, "start_time": "2023-04-28T09:09:46.919996", "status": "completed" }, "tags": [] }, "source": [ "Our analysis has revealed that the proportion of employees who left the organization is highest among those who received a `low` salary, while the lowest proportion was observed among employees who received a `high` salary. These findings offer insight into relationship between salary levels and employee attrition rates, and underscore the importance of fair compensation in retaining employees." ] }, { "cell_type": "code", "execution_count": 10, "id": "4807dd67", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:46.976347Z", "iopub.status.busy": "2023-04-28T09:09:46.975905Z", "iopub.status.idle": "2023-04-28T09:09:47.521602Z", "shell.execute_reply": "2023-04-28T09:09:47.520168Z" }, "papermill": { "duration": 0.56804, "end_time": "2023-04-28T09:09:47.524199", "exception": false, "start_time": "2023-04-28T09:09:46.956159", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 607x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hr_salary = pd.DataFrame(hr_data.groupby('left').salary.value_counts(normalize = True))\n", "hr_salary.columns = ['proportion']\n", "hr_salary = hr_salary.reset_index()\n", "\n", "sns.catplot(x = 'left', y = 'proportion', hue = 'salary', data = hr_salary, kind = 'bar')\n", "plt.xticks([0,1],['No','Yes'])\n", "plt.title('Proportion of employees leaving vs salary')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ebd8c69a", "metadata": { "papermill": { "duration": 0.018123, "end_time": "2023-04-28T09:09:47.560414", "exception": false, "start_time": "2023-04-28T09:09:47.542291", "status": "completed" }, "tags": [] }, "source": [ "## 4.2 Promotion in the last five years\n", "Only 2% of all employees have been promoted in the last 5 years. " ] }, { "cell_type": "code", "execution_count": 11, "id": "6c75246e", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:47.598858Z", "iopub.status.busy": "2023-04-28T09:09:47.598063Z", "iopub.status.idle": "2023-04-28T09:09:47.760220Z", "shell.execute_reply": "2023-04-28T09:09:47.758283Z" }, "papermill": { "duration": 0.186928, "end_time": "2023-04-28T09:09:47.765346", "exception": false, "start_time": "2023-04-28T09:09:47.578418", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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+B0youFJWVhYqlcpxGuirr75i5syZQOcn3+59DjqdzjHKw9Wys7Mdn4Bqa2sdHcPQOfqre9O6e7/B2W/a9vb2Pj/nQNn3/nY5r9n5pKamEhIS4mixmEymXvsQysrKyM/Pd3yCvBTdW0UJCQlOcz26f5o/+2daW1uJj49n7NixjB07Fuj8hD1hwgSg89RQQUEBI0aMAJxfq7a2tkuu91ItWbKEV155BYCXX36ZiooKoOcBvev92XWAbmxs5N5770WlUjk9Xl1dHTk5OX1eeUOr1XLLLbc4+sJefPFFx7bFixc7Pf7ZfbkRERFOwdflwIEDjtbu2a3b66+/3nGGYNu2bX1uUfXmUn7f/c0rQyUsLIwbbrjBce52xYoVNDU1MXLkSHbu3OkYAQWds777MqnyUixZsoS//e1vjjfZT3/6U6fRX2azGej8I+/eJD/7nOhvfvMbpk+fjkqlYvbs2Rf8pDwQ9r2/Xc5rdj5KpZJ77rnHcRD88ssvKS4uZtKkSQQEBFBVVcW+ffs4cuQIixcvPu+p2gvpXmNubi6PPfYY6enp7Ny5k+3bt/f6M0VFRdx2221kZWUxdOhQoqKiUKlUbNq0yel+3T9xR0dHU1xcDMDSpUvx8/MjKCiIpKQk5s6de8n199WSJUt47bXXsNlsTuuvnX1AB7j//vsdK0fs2LGDG264gauuugq9Xk9tbS2HDh1i3759jB07ljlz5vS5hjvuuIM333wTq9VKR0eHU23dDRs2jMmTJzv6IX/961+zYcMGx4ex0tJSdu7cSUlJCX/4wx8YOnQogwYNQqlUOlqdTz31FAsWLKC6urrHPKGLdSm/7/7mlaEC8Oyzz1JUVORoDXz//fd8//33TveZMWMGjz322BWrwWAw8Morr/DII4/Q3NyM0WjsMXZdrVbzm9/8xqnFkJCQ4OhMBJzCID4+/oIHyIGw7/3tcl+z8/nxj39Mfn6+Y9TQvn372Ldv32XXfLYbb7yRt956i6qqKqBz3kTXqaElS5ac94B08OBBDh482Ou2efPmkZSU5Ph+7ty5jtemrq6Ov/71r0DncN3+CJWudf26j6oCej39fcMNN3D8+HHefPNNAPLy8sjLy7vsGuLi4pg9e7bTaKrs7OxeT6G99NJL3HfffeTm5mK1Wlm7dq3Tz50tPDycW2+91TEaMT8/3zHpcvLkyRQUFJy3g74vLub33d+8NlSCgoJ49913+fzzz1mxYgXHjx+ntbWVoKAghg0bxuLFi7n++uv7NBP3ckyaNInly5fz1ltvsXnzZkpLS7HZbERGRjJx4kTuueeeXk9Bvfrqq7zwwgvs2rWLxsbGi+qwHCj73t8u5zU7H5VKxcsvv8yCBQv4/PPPOXjwIPX19eh0OqKjoxk8eDCzZ892rHN2qUJCQvjggw948cUX2bp1KxaLhfT0dH784x8THBzca6ikpKTwzDPPkJOTQ25uLrW1tRiNRoKCgkhLS+Paa691zCPp8oMf/ICmpiaWLVtGeXk5Fovlsuq+FDfeeKNTqIwZM+acwf/0008za9YsPvzwQ/bu3UtNTQ1arZaoqChSUlKYNWvWJa32fNdddzmFQ2+ntaDzlNdnn33Gp59+ypo1a8jNzaWlpYXQ0FCioqIYOXIkc+bMYeLEiY6f+fWvf01UVBSff/45VVVVREZGcu211/Loo49e1vJFl/L77m8K+5UcXiOEEANUZWWlo98qICCAzZs3e8TaWgOd17ZUhBCiNzt27MBoNPLOO+84brvhhhskUFxEWipCCJ9y9gKkISEhLF++nKioKDdV5F2866S6EEL0kcFgYNasWbz33nsSKC4kLRUhhBAuIy0VIYQQLiOhIoQQwmUkVIQQQriMhIoQQgiXkVARQgjhMhIqQgghXEZCRQghhMtIqAghhHAZCRUhhBAuI6EihBDCZSRUhBBCuIyEihBCCJeRUBFCCOEyEipCCCFcRkJFCCGEy0ioCCGEcBkJFSGEEC4joSKEEMJlJFSEEEK4jISKEEIIl5FQEUII4TISKkIIIVxGQkUIIYTLSKgIIYRwGQkVIYQQLiOhIoQQwmUkVIQQQriMhIoQQgiXkVARQgjhMhIqQgghXEZCRQghhMtIqAghhHAZCRUhhBAuI6EihBDCZSRUhBBCuIyEihBCCJeRUBFCCOEyEipCCCFcRkJFCCGEy0ioCCGEcBkJFSGEEC6jdncBQriL3W7Hardjs4ECUChBrby0z1k2mx2b3Y7N3vm9UgEqpQKFQuG6goXwABIqwuvY7XYsVjsqlQJlt4N6u9lKS4eFpjYzDW1mGowmGoxmmto7b2tqN9PUZjn9b+f3bSYbKiVoVEpUSgVqpRK1SoFaqUCjUhKgVRHkp0bn+FdNoF/n15F6P1IiAok1BKBVnwkrs9WGAlCr5ESB8D4SKsJj2WydLQ1Nt4NzdXMHxyubyats5kRVCyeqWiioaaW+1YSlqxnRzxQKiAzyIzFMR1KYjsSwABJDdSRHBDIoTEeE3s8Rfja7HavNjlpaOcJDKex2u3v+0oToI7vdjsV2JjysNjsl9UaOVZwJjhNVLRRUt9Bqsrq52ounVSmJC/EnMUxHYqiOQeE6xgwKZVRCCFq1EuvpMFQpJWTEwCehIgYks9WGRqXEZrdzrLyZ73Or2VfSwImqFoprWzFbvf9tq1EpyIwzMHZQKOOSQ5mYEk5YoBY48/oIMdBIqIgBoftBsqimle9yq9maX8P2gjoa28xurm7gSAwLYNygMMYNCmViahipkUEoFQosVhtKpXMfkhDuIKEi3KL7QbCqqZ3vcqvZcqKWrfk1VDV3uLs8jxHsryY7KZSxg0KZkBLG2EGhaFRKLFabDAQQbiGhIvpN14Gusc3MprxqtpyoYWt+LcW1RneX5jX0fmrmDI/mupGxzBgSKQEj+p2Eiriiug5oNS0dLNtbyvL9ZRwobUTedVee3k/N1cOiWTRKAkb0HwkV4XJdB66mdjMr9pfx1f4ydhbW4aYRvYIzAXPdqFhmSsCIK0hCRbiE7fTbyGq1s+ZIBZ/vKWXziWqfGKXlaXoNGJvtklcTEKI7CRVxWbo+7R4rb+KDnSf5cl+ZjNbyIEF+auYMi+bOiYlMSAmX1ou4bBIq4qLZ7HaUCgXN7WY+zynl092nOFzW5O6yxGXKiNbzw8mDuGlsAlqVEoUCmdUvLpqEiugzq82OSqngZJ2R1789wZf7Sumw2NxdlnCx4AA1t4xN5P6pKcSHBkjrRVwUCRVxQV3n2/Mqm3l1fR4rD5ZLp7sPUCrgqowo/m1mGhNSwiRcRJ9IqIhz6jqIHChp4JX1eaw/WuXukoSbjE4M4Scz05ibGY3NZpdwEeckoSJ66AqT7QW1vLo+j635te4uSQwQqRGBPDQjlZvGJqBUKGSRS9GDhIpw6AqTb49V8dr6PPaeanB3SWKAitT78dCMVO6bkgzItWHEGRIqwrEO16qD5fxlwwmOlje7uyThIZLCdPxywVCuGRErfS4CkFDxaV0d8Mv2lvLK+jwKa1rdXZLwUOOTQ/nv6zPJjDM4hpwL3ySh4oO6fuX51S38cukhdhbWubki4Q0UCliSHc8vrx1GWKAWpfS3+CQJFR9jsdowWW28/E0ub28tctsldoX3CtCoeGhGKj+5Kg21UiGnxHyMhIqP6DrV9dX+Up5fcVSuWSKuuOhgP56an8HNYxOlv8WHSKj4AJvdTlFNK88uPcS2AhkeLPrXiPhg/mtRJuOTwxyrMgjvJaHixSxWGxabnT+tzeVfWwplxWDhVvMzo/mvRZlEB/tLsHgxCRUv1PVp8OuD5fx2xRHKG9vdXZIQQOeqyP+9aDg3j0vEZrNLZ74XklDxMja7nZI6I88uO8SmvBp3lyNEr+ZnxvDizSMJ1Kqkr8XLSKh4ia5PfW9sKuB/Vh/HZJXVg8XAFqn34+VbRjFjSCR2u12W2fcSEipewGK1YTRZ+dkn+2TRR+Fx7po0iF9fNwyVQoYfewMJFQ9ns9vZW1zPIx/ulb4T4bHSIgN59Y5shsUGy2x8Dyeh4qG6OuP/suEEf1qbK5MYhcdTKxU8enU6j8wajA07aqW0WjyRhIoHMltttLSb+Y+P9vG9dMYLLzMmKZTX7sgmxiBDjz2RhIqHsdnt7Cyo5dGP9smseOG1ArUq/nPRcG4bnyQLVHoYCRUPYbXZUCgUvLIuj9e+zZPL+QqfcP2oOF6+dZRcEMyDSKh4ALPVRqPRxE8/3CfLrAifM3ZQKG/eM44gP7WMDvMAEioDnM1uZ0teNY99vJ/aVpO7yxHCLRLDAnjn/okkhgVIB/4AJ6EyQHVNBntrSyHPrTgip7uEzwv2V/OPu8cyMSVclncZwCRUBiCzxYJKpeJ3K4/y5uZCd5cjxIChVip4fvEIbp+Q5O5SxDlIqAwwxvYOVGo1j320j68PVbi7HCEGpIdmpPLMtUPBjrRaBhgJlQGkta0ds13BA2/vYU9xvbvLEWJAm58Zzat3ZKNSKqSfZQCRUBkA7HY7bR1malvN/PCtXRTWtLq7JCE8Qla8gf+7bzyGAI2MDBsgJFTczGq1YrJYOVnXxl3/2kW1TGgU4qLEGvx5+/4JpEUGyVyWAUBCxY1MJjN24EhFM/e+tZvGNrO7SxLCIwVqVfztrrFMHRwhweJm0l50E6OxDYVSye7iBn7wvzslUIS4DK0mKw++vZvvcquxyvh7t5JQcYPmllb8/P1Yf6yK+/5vN0aT1d0lCeHxTFYb//buHgkWN5NQ6Wd1DU0E6gJYmlPKwx/slSs0CuFCEizuJ6HSjyqra9EH6fj6UAVPf35A3vRCXAESLO4lodJPTpaVo9cHsbOwnp99vF+WXRHiCpJgcR8JlX6QW1iMQR9Mfo2Rh97dI6e8hOgHJquNn7y3h52FtRIs/UhC5Qo7XlBMSHAwde027n1rN63SKS9Ev+mw2Hjg7d0cKmvEIh/m+oWEyhVUdKoMXUAAaPy5+1+7ZOl6IdzAaLLywzd3UlTbKsHSDyRUrpCyymqsNhvBhhDufnMXJfVt7i5JCJ/V2Gbmjjd2UNHULsFyhUmoXAG19Y00NDUTHxfDA2/v5nhls7tLEsLnVTd3cPs/t1NvNEuwXEESKi7W3NLKqbIKhqQm8/AHe9ktqw0LMWCU1Ldx5xvbMVvt2GSFqitCQsWF2trbOXqikNGZGfzii4OsP1rl7pKEEGfJq2rhsY/3oVTIGmFXgoSKi5jNFvYeOs6E0SP4w6qjfLqnxN0lCSHOYc3hCl77Ng9ZT9f1JFRcwGq1snH7LiaOyeLNzQX84/sCd5ckhLiAP63N5fvcaiw26V9xJQmVy2S321m7aTtjsjLZXVTH71cdc3dJQog+sNnhpx/tpaJRRoS5koTKZfp2y07iYqJRqLX89MN9MnNXCA/S1Gbh/v/bhcVmxyZ/uy4hoXIZtuccoKm5hRFD0viPj/dTJVdtFMLj5Fa28Pgn+1DKxb1cQkLlEuUWFLMtZz/Xz5/FXzaeYFNejbtLEkJcolUHK/j7xnzpuHcBCZVL0NDUzNLV3/LDm29gT1E9f16X5+6ShBCX6cU1x9iaXyv9K5dJQuUiWa1WPln+DfNnTkGh9uORD/dKP4oQXsBmh4c/yKGquUOC5TJIqFykDVt3YQgOYuSwIfzHx/ukH0UIL9JgNPPg27ux2mXG/aWSULkIuQXF7D+ay80L50o/ihBe6kh5E099ekBm3F8iCZU+amxuYenqb7n31sXSjyKEl/tqfxnL95fJxMhLIKHSB1arlY+/WiP9KEL4kP/66jCt7VaZv3KRJFT6YMPWXRj0gdKPIoQPqWs18esvD8n8lYskoXIBuQXFbNqZw40L5vLP7wukH0UIH/LV/jK+PVYlo8EugoTKeTQ2t/D+0lXcuGAulU3t/Hl9rrtLEkL0s19+cZAOi00mRvaRhMo5dPWjhAQHMWpYOv/51RHazfJpRQhfU9HUzvMrj6CQ0WB9IqFyDhu27mLnvoPcd9sSvjlcwbfH5IJbQviqD3eeYnuBzLbvCwmVXpSUV7JszQZuu/4a/P39+c3yI+4uSQjhZk9/dgCrnAK7IAmVs9hsNpat2YAuwJ/ZUyfwyvoTlDa0ubssIYSbnawz8uLq49K3cgESKmfZvf8wu/Yf5ic/vI2imlb+d7NcxVEI0emtLYUcKm2S02DnIaHSTVNzC19+s5EZE8eQkhjHr5YdxmyVTyVCiE42Ozzx6T53lzGgSah0s3bTdiprarnt+mtZtreEbQW17i5JCDHA5Fa28Nq3J2TByXOQUDmtoLiEtZu2c++tN4BSxe9WyrXmhRC9++vGE1Q0tkuw9EJCBbBYLCz7ZgOR4aFMGTeaF9ccp7pFlmIRQvTObLXz0jfHZSXjXkioANv2HGDf4eP8+K5bOFrWyHvbi91dkhBigFu2t5SC6hZZXPYsPh8qdQ2NLF/3HXOmTyIuOpJfLj2EvEeEEBdis8OLa46jkgUnnfh0qNjtdr7esJnyympumDeLr/aVsr+k0d1lCSE8xOpDFRwpa5LrrnTj06FyPL+Ijdt2s/ia2QQF6nhl/Ql3lySE8DD/b/Ux1EqfPpQ68dlXwmQy8+U3GzBbLMyZMYVle0sorGl1d1lCCA/zXW41e4rrZULkaT4bKpt37XVcbz5I58+r30orRQhxaV74+ihqlc8eTp345KvQ3NLKmo1bMej1zJg4ji9ySimuNbq7LCGEh9pVVM+mvGppreCjobIt5wAny8q5Yd5VBOr8eU1aKUKIy/Ti6uPSWsEHQ6W5pZV1m7YTEhLMlHHZfJ5Twsk6aaUIIS7PwdJG1hyq8PnWis+FytY9+zlZWsG1V00lKDCAv2+UVYiFEK7x0jfHUfr4vBWfCpWm5hbWbdqBITiIKeOyWXu4ggIZ8SWEcJG8qhaW7S316daKT4XK1j37OVVWweypE4gINfC376SVIoRwrde+PeHTfSs+s+edfSk7CNYHMXV8NjsKath3qsHdZQkhvExhTSvf5/ruSDCfCZWd+w5RUlHJlHEjSYiJ4m/SlyKEuELe2lLks60Vn9jr9o4ONmzdRWBAAFPHj+FYeSMbc6vdXZYQwkt9l1tFaX2bT17P3idCZc+BIxSeKmX4kFTSkxP5381F7i5JCOHFbHb415ZCfDBTvD9ULBYLG7btQq1WMzZrOMYOC6sOlru7LCGEl/t0zynMPrh6sdeHyv6jeRzPLyY+JooRQ9P5+lA5RpPV3WUJIbxcU5uFL3J8b3ixV4eKzWZj47Zd2G02hqQOIiLUwGc5pe4uSwjhI97bXuxzHfZevbf5xSUcyc0nLjaakcPSKas3sr2g1t1lCSF8xOGyJo5VNGHzoc4Vrw6V/UeO02psIzRYz9DBaXy+t9QnO86EEO7z4c5T7i6hX3ltqLS1t7Nj70FCDMFkpCWj89fyhZz6EkL0s2V7S7FafefTrNeGypG8QsqraogMDyVrWDo5xXVyZUchRL9rbDOz+rDvrF7staGSc/AIdrud8BADaUkJfLZHWilCCPf4aNdJn+mw98q9rK1vZN/h44SHhTAiYzBmq50VB8rcXZYQwkdtza+lorHN3WX0C68MlYPH8qhrbCIiNIQRw4aw9kglTe0Wd5clhPBRdjt8tb8csw+cAvO6ULHb7WzPOYBWoyYuOpKYiDA+yylxd1lCCB/37bFKND5wCszr9rC4pJwTRaeIiggna2g6Nc3tbMqrcXdZQggft7uontYO7z9j4nWhsv/IcVpaWzHogxieMZil+8qw2nxnOJ8QYmCy2OxsOF7l9aPAvCpUTCYz2/ceRK8PIj4mCr0ugFUHZPFIIcTAsP5oldePAvOqvTuWX0hJeSXREWGkJMbT3GbiQGmju8sSQggANh6v8volW7wqVHIOHsNiteLv50dyYjxbC+rk1JcQYsCoN5rZf6rBq4PFa0KlsbmFnENHiAgNQaNRkxAbxWbpoBdCDDBrj1R69RqEXhMqx/OLqKlrIDwshKS4GNQqFVtOSKgIIQaW9UerUCkV7i7jivGaUCkoPoUdUKtUJCfGU9nYRoGs9SWEGGCOVzZT2dTu7jKuGK8IFZvNxsHjJ9AH6gAYlBDPJmmlCCEGqG8OV3rt7HqvCJWyymqqauoIMQSjC/AnLiqczXlyMS4hxMC03otn13vFXhWeLKXF2IY+UEdyQhwAW/KlpSKEGJi25dfSYbG6u4wrwitCJa+wGKVCgUKhICUpnrzKJqqbO9xdlhBC9KrDYmNzXo1XTnnw+FAxmcwcySvAoA8COvtTNp+QU19CiIFtW4F3Hqc8PlROlVdQ29BIiCGYUIOeMIOezdJJL4QY4A6XNnnl0GKPD5XCk6W0t3cQ4O9HSmI8FpuNHQV17i5LCCHO63CZdy4h5fGhciy/CLVajUKhIDkxnv0nG2jxgeWlhRCerandQlmD910N0qNDpdXYRm5BEaEGPQBxMdHsKJRWihDCM+w71YDV5l3zVTw6VIpKyqhvbMYQrMdPqyFEH8iximZ3lyWEEH1yqLQRbxv/5dGhUniqFIvFgp9WS0RYKAAnqlrcXJUQQvTN4bIm1EqPPgz34LF7Y7fbOXTsBP5+fgBEhIVgs9vJr5ZQEUJ4Bm/srPfYUGlqaeVUWQWG4M7+lIiwUErqWumweNf5SSGE96ppMXndRG2PDZXq2jpajW0EBQYAnS2V3EpppQghPMuBkgZsXjSz3mNDpaaugQ6zGT+tFoDwsDDypD9FCOFhDpY2YvWiq3Z5bKhU19WD3Y5CoUCr0RAWHCShIoTwOIdKG71qxWKP3ZOyimrUajUA4aEGAPLk9JcQwsMcKm1ydwku5ZGhYrfbOVlWji7AH4DI08OJZeSXEMLTVDS102A0ubsMl/HIUGluaaWhsdkRKhFhoZTWt2I0eef1CYQQ3u1Iufe0VjwyVKrr6jG2taMLkJFfQgjPV97QjsVLLi/skaFSU9dAh8mEv1/nyK+wsFAJFSGEx6pu7sBbRhV7ZKhU19UDoFAoUKtVhBn0sjyLEMJjVTW3e821VTwyVMorq1GeXi8nPDQEpUIhoSKE8FhVzR0SKu5it9s5WVru6E/RBwYCUOKF1yUQQviGKi9aquWyQ+WZZ54hIyODf/7zn063r1u3joyMjMt9+B5aWo3UNTY5Rn4Fnv63vtV7huQJIXyLN63/5ZKWip+fH2+88QaNjVd+xc2auobTI786w0SnC6CpzYTFW3q5hBA+p6qp3d0luIxLQmXKlClERETwj3/845z3WbNmDQsXLmTEiBHMnj2bf/3rX5f0XNV19Y5r0gPoAvypa5FWihDCc7WarLSbvWOenUtCRalU8vjjj/Pee+9RUVHRY/uhQ4d47LHHWLBgAcuXL+eRRx7hlVde4Ysvvrjo52psbkGhUKBQdHZqBQb4UyunvoQQHs5bjmMu66ifO3cuw4YN49VXX+2x7a233mLy5Mk8/PDDpKSkcOONN/KDH/yAN99886Kfp9Xo3CEfEOBPjZf8MoQQvquy0TtOgald+WBPPvkk99xzD/fff7/T7QUFBVx99dVOt40ZM4Z33nkHq9WKSqXq83O0tLY6fR8QEEBtpfHSix4IzO2ojn6NquwQdDRjD0nAMnIx9tCkzu2WDtSHV6AsOwSmVuy6MKxp07GlTnU8hOrAl6hO7gS1H5YRi7AlZDu2KUv2oTy1G8vkB/t7z4QQfVTW2MYoW4jHDy126ZDi8ePHM23aNP74xz863W534bUCGpta0Gg0ju8D/PypN5pd9vjuoN77CcqqXMzj7sR09VPYooag2fx3aGvo3H5gGcrKY5jH/QDTnGewDp6J+sDSzpABlOWHUZXkYJ76b1gyr0O950PoOB2+pjZUR1ZhGXWTm/ZOCNEX1c0dXnGxLpfPU3niiSfYsGEDOTk5jtvS0tKcvgfIyckhOTn5olopAPVNzWjUZxpYWq2G1g7L5RXtTlYTyrIDWEcswh6RBkGRWIddgz0wDFXhVgAUdcVYk8ZjjxwMgWHYUiZjN8ShaDjVub25EltEGvbQRGyJY0Djj8JYC4D68PLOFo0u1G27KIS4sOrmDhSe3UgBrkCoZGRksGjRIt577z3Hbffffz/btm3jL3/5C4WFhSxdupT333+/x2myC7Hb7TQ3t6LRnAkVf62GFk8OFZsNhd2GXXnWmUilBmVtIQD28BSU5Yc7Wy52O4rqPBQt1diiOucB2QxxKBtOgcmIov4UWM3YAyNQ1BSgaCjBmja9n3dKCHGxqpo7UHvBxbpc2qfS5T/+4z/4+uuvHd9nZmby5z//mVdffZW//e1vREZG8uijj3LjjTde1OOaTGbaOjocoaJUKtCoVZ7dUtH4YwtLRn18LWZ9NPjrUZ7KQVF/EntQBACWUUtQ53yC3+rfYlcoQaHAkn0b9ohUAOzRQ7EmjkW78U/YVRosY+8AtRb1/s+wjLkDZcEWVAWbQRuIJftW7MEx7txjIUQvGts8+zR+l8sOlRdeeKHHbfHx8Rw8eNDptvnz5zN//vzLei5jeztmi8Ux8VGr6VyluKXDs8d3m8feiSbnI/xW/wa7Qok9JB5bYjaKhlIAVPmbUNQXY570AHZdKIqafNT7P8fsH4w9aggA1mHXYB12jeMxVUdXY4scAkoV6uPrMF39FMqKI6j3fIB51uNu2U8hxLlZrJ7fnwJXqKVypXSYzFitVtSn+2H8tJ0d9h7dUgEIisA84xGwdHT+7x+Meuc72HVhYDWhOrwKy6T7sMUMB8BuiMPWWIY6bwPm06HSnaK5EuWpHMyzn0BVvANbRCr4BWGLH4Um5yMwt4PGv7/3UghxHlabXE+l35nNZqchyNrTo8CMJg8PlS5qP/APBpMRZdUxbLEjTve5WIGzevAUCqCXTzZ2O+q9n2LNur7z8ex2sJ1uyXW9aV04Gk8I4RrestSUh7VUTFitNlSnO7O0jpaKZ5/+UlQeA+zYg6JQtNagPrQce1AUtkETQKnCFpGG6tBy7CoNdl0oypp8lCd3Y8m6ocdjKYu2Y/cL6gwkwBaWjOboGhR1RSgrj2HTR4M2oJ/3UAhxIVYJlf5nMluwdGup2E5/8vb0yUIKczvqIys7R3dpdNjiR2IZvgCUnftpHn836sMr0ex+D0zGzsmPwxdgS5ni/EDtzahz12Ga8ajjJnvYIKzpM9Fs/V/sfkGdnfhCiAFHWipu0GEyYbPZUJ2+QJfF2tlC8VN71Fm8HmwJozEljD73HfyD+xYG/npM83/d42br0PlYh17eIAlfNzxWz+CoIHeXIbxYcnigu0twCY8KFbOpc8hd12KSFktnqGg9PFTEwPf/bhxBVmKYu8sQXs5us6JQXtyE8IHGo0Klw2Sm+5RTq5e0VMTA97uvj3P1sCjSo/QkhOqIDFQTpFWgVGsdH3K62FtrUNQXQX0h1Bd1/l9XCCa55DXAP3a28k1eOwV1VvzVkB2n5cnpQaSGnTkcvbm7lTd3d67p99B4HfeOPfMpfn+5md+sb+LTO8M8/tS3k6hhKJac+/IhnsKjQqXTmfOOXae/pKUirrTtBXVsL6jrcbu/WsmYQaGMSgxhWIyeQeGBRAcHEhoxAm3caBTdVkqwtzVAXSGKuhNngqYrfJrLfWZU3s4TofwguZ2ssWasNvjTgSAe+MTIyoU16NR2jjeoeXVLOH+fUQ/Aj78PZYquiCEhFsw2+K814fx2QiOqyhI374mLqTQXvo8H8KhQUatVTqNoz7RUPLu5KDxXu8XG1vxatubX9ro9NTKQsYNCGRFnIC0ykPjQIUSkDUOnUaDS+DnuZ7eaobEEavNQ1BWeaeXUFUJDMZjben18T/TmrHqn7/8wsZHJS6M5XKdmfJSZ/CY1GSFmJsd0XtIiI8RMfpOKISEW3jwayLgoEyPDvWQaQXcK7ziOeVSonL34pLRUxEBXUN1KQXUrn9LzU7XeX83YQaGMSgghI0ZPUlgY0dHTMSTNQKPROJ1bt7fWQF0Birr8bi2cos7waanqvx26AprNnX+/Bm3nJ8YMg5miZjVlrUrsQFGTmiEGC8XNKpYWBvD5/N4D3ON5eF9KF48LFbtTS6VzSLH0qQhP1NxuYePxajYer+51+9BYPeOSQhkeF0xqZBBxhkzCIrLQaVQo1VrH/ezmdmg4CbUnUNSf3co5CdaBexE7ux3+sFfP2EgTQ0I6Wx9pBis/G9nMfRs6B0Y8PqqZNIOVe78N5anRzWwu1/L6oSDUCnh2bBPjo7xjzSxpqbiBWqVCoehcrbirc9RssUpLRXilY+XNHCtv7nVbmE7LuOQQRiaGMiQqiKSwGCLjEwlOnY1arUVxeti93W7rbMk4WjlFp0PndPAYe/YT9aff7tGT26DhgznOrY870tu4I/3MKb8vCgII1NgZHW7mmpURfDa/lgqjip9tDeHbRdVoveF4rL28IcV2u5377rsPlUrV46q677//Pn/84x9Zvnw5cXFxl/U8F+JZoaJWoVQqO+eqnD4VZrFKqAjfU2c08c2RKr450vPUl1oJmXEGxg4KZWhsMKkRgcQYRhMWlY2/Vo2yW4ew3dQK9cXdWjlFZ1o5jafAduX6Lp7brefbUn/eu7qOGN25172q61Dwl0OBvD+njv21GpL1FpL1VpL1Viw2BYXNajJCvKCPxU9/WT+uUCj4wx/+wKJFi/joo4+4/fbbATh16hQvvfQSv/71r694oICnhYpKhVKpwGaz09W9YrZYpaNeiG4sNthf0sj+ksZet8cG+zMupXPwwOCoIJLCEolISkWfrkCl1qBQnG7l2Kydo9JqT7dyuvfj1BdBe++PfyF2Ozy3R8/aEn/evbqOxKDzL7P0+z3B3DvUSIzOxsFasNi6TSuwgZdMRAd/A9htoLj0D8mxsbE8++yz/Pa3v2Xq1KkkJCTw7LPPMnnyZEaOHMmPfvQjdu/eTUBAAFOnTuUXv/gFYWGdpxlXr17NX/7yF4qLiwkICGDYsGH89a9/RafTXVQNHhUqKpUSpUKJzX7mU41VWipCXJTypnaW7y9n+f7yHtu0aiWjEw2MTgxhaEwwKRGBxISNJzRuAn4aNQpVtyHS7U1QX4Si9oRzP059ETSVdh4ge/Gb3cGsKPbnrzPqCVTbqW7r/PvVa2z4n3VE2lKupbhFxYuTOwNsZLiZgmY135VpqTCqUCogRe8FrRTobKnYrHCZF+pasmQJa9eu5Ze//CXz5s0jLy+Pzz77jJtuuolbb72VZ555ho6ODl566SUee+wx3nnnHaqqqnjiiSd46qmnmDNnDq2trezevfuSLgXvUaGiVqlRnG6pdLFYrNJRL4SLmCw2dhbWs7Owvtftg8J1jiHSg6OCiA9NJTJlCIEZzhNB7VYzNJV1nlarK3Bq5Xx4orP/5O714U6P/YeJjdyYeqYfpd0Cv90TzJ+nNtA1xzFaZ+PXY5v45Q4DWiX8v0mNPYLIY/kF0+vK45fgueee47rrrmP37t28+uqrfPbZZ2RmZvL442eupfT73/+emTNnUlhYiNFoxGKxMHfuXOLj44HOq/heCo/6dajVqh4tFYtNQkWI/lJca6S41sgXOaU9tgVq1YwZFOIYIj0o3EB01BRCEqei1agdE0GP/wTsxjqoL0RRm9+zldNSAXY7/mpYc11Nj+e5Ja2NW9K8Z96OQ0AoPS5xcYnCw8O59dZbWb9+PXPnzuXTTz9lx44dZGdn97jvyZMnmTZtGpMnT2bRokVMmzaNadOmMX/+fAwGw0U/t0eFiup0n4q9e0vFbCHQz6N2Qwiv1GqysCmvhk15PYMAYEh0EGOSQsmMM5AWFUicYSgRgzPRaZXOQ6QtHacngnZv5XQNIigGS3v/7FB/04W7dK6KWq12WtF91qxZPPnkkz3uFxkZiUql4q233iInJ4ctW7bw7rvv8qc//YlPPvmExMTEi3tel1TfT1QqpWP0V5fmlhYSQi5v1IQQ4srLrWwht7IFONVjW4hOzZikMEYlGsiI1pMUFkFUbDyGQTNRnz0RtKX69BDpE86j1eqLoLX3OT8eISjqsjrpzyczM5M1a9YQHx+PWt37YV+hUDB27FjGjh3Lww8/zKxZs1i3bh333XffRT2XR4WKWqVCqXDuU2loaiYxJdqNVQkhLleD0cK3x6r49ljPIdJKJQyPCSY7KYTMOAMpkYHEGbIIjxyFv0aFUt1tiLS5rXPCZ01etyHSp/9tOAnWATxRMjDyij30nXfeySeffMLjjz/Ogw8+SGhoKMXFxaxcuZLnn3+eQ4cOsW3bNqZOnUp4eDj79++nrq6O1NTUi34ujwsVhdK5T6WxqZkJhgCUCi8aWiiEcLDZ4FBZE4fKmnrdHhmkZVxyGCMTuoZIxxGZmERwmgKVRntmiLTdBs2VZyaCnr2oZ1vvgxP6TUDoFXvo6OhoPvzwQ1566SUeeOABTCYTcXFxTJ8+HaVSSVBQELt27eLtt9+mpaWFuLg4nnnmGWbOnHnRz6WwX8qYMTcxtrXz89//GZVKSURY5y8gbVACd9xwLZP/sJ7yRi891yqEuCRqJYxMCGXMoM4h0p0TQf0J9Qd/jRpF94mgHS3QUIyiJu+sfpyi0xNBr+Bly1Va+FXlFTv91Z88qqUS4O9HgL8fza1Gx20NTZ3XqEgM00moCCGcWGyQc7KenJO9t0LiQ/0ZNyiMEfHBp6+VM4iI5DT0Q84aIm2znhkiffZotfpC6Oh9OZ0+MyR4RaCAh4WKQqEgKjyMmroGx22NzZ2/zITQAHYWuqkwIYRHKq1vp7S+jC/3lfXY5q9Wkj0ohNGJoQyN1pMcoSc6YhKh8ZPRatVnXSun8fRE0F5aOU1l55wI6hCS5NL9ciePChWA6Mhw9h4+5vjeYrHS1NpGQmiAG6sSQnibdouNbfl1bMvvfdHN1IhAxiZ3DpEeHBlIfGgaEWkZ6DRKlGqN80TQxtLOa+X0aOUUgdkIhsTO9WsUnn8lS48LlbAQQ4+lAxqbmkkIvbj1aYQQ4nIU1LRSUHP+a+WMTDAwNCaYpLBQoqKnEZI0vee1coy1YDWjsJk7+1Y8nMeFSkhwUI/bmpqbSQq9+JmfQghxJfTlWjmdE0GDSYsMIis+An+FEm9YGtfjQsUQrEepVGKxWByTeBqamklOi3FzZUII0TdnXyvn6/+YzrDYYDdW5DoeN9wgJFiPv5+WdtOZq9k1NjUTHRyASun55yOFEL4nOfzyLtA1kHhoqPjR3n4mVBqaWlCrlMQa/N1YmRBCXLwovR8BXnHpyk4eFyqBugACdQF0mLqHyplhxUII4UnSInv2E3syjwsVhUJBVEQY7R0djtsam09PgJQRYEIID5MSEYjNcxY2uSCPCxWAmMhwOkxnFoazWq3UNDSRESOrFQshPEtqZCBWL1q40CNDJdRg6Jwo1E15RSXjBoW4pyAhhLhEw2KDvWqQkUeGSm9zVUoqqsiMC5GrQAohPIZKqWBMUihKL5hJ38Ujj8Dd56p0KSmvRKNWMiJeJkEKITzD0Bi9V438Ag8NlVBDMDp/f4xtZ1Ylrqqpo91kZuygK3dNAiGEcKXxyWFOFx30Bh4ZKtERYYQagmlqaXXcZrfbKausllARQniM8cmh2JBQcTuVSsWQ1EE0dwsVgLLySsYmhbinKCGEuEiTUsNRKz3yMHxOHrs3yYlx2Gw2pxWLSyoqidD7kxgmkyCFEANbYlgA4UF+7i7D5Tw2VBJio9FqtU7zVUorqgAYkySnwIQQA9v45DB3l3BFeHSoBAcF0tTS4ritrb2DqroG6VcRQgx44waFYrZe4IqQHshjQyVQF0BSfAzNzT37VcZJqAghBrjJqeFoVB57CD4nj96jIanJTmuAAZRWVJIRE4zOy8Z+CyG8R4hOQ4qXLSTZxaNDJT4mCqVCgbVbE/JUeRUqpYJRiSHuK0wIIc7Dm0/Re3SoJMRGExQUSEvrmVNgNXX1GNtN0lkvhBiwxg8K88r+FPDwUIkKDyU8xOA0CRI6T4FNTvXOkRVCCM83MTUMtRctItmdR4eKUqlk6OCUHpMg84tOMjElHL2f2k2VCSFE7wI0KkbEG1B40SKS3Xl0qAAMSojFbrc7TYLMLShGo1ZyVUakGysTQoieZg+N8spRX108fs/iY6I6r1nfbRRYU0srpZU1zMuMdmNlQgjR06JRsVi8tD8FvCRUgvWBNJ01X+VEYRGzM6LQevEnAiGEZwnUqpg9NBq1Fx+XPH7PAvz9GZ6eSn1Do9Ptx/OLCfTXMEk67IUQA8TVw6LRevmFBL1i70ZkDMZqt2OznWlSVtXWUdvQzLzMGDdWJoQQZ3j7qS/wklAZkppMiD6I+sZmp9vzCouYPzwKLx25J4TwIHo/NVdlRHn1qS/wklCJCAshLTmJuoYGp9uP5hUQGRzAhBQ5BSaEcK85w6O9etRXF6/YQ4VCwejhQ+joMDsNLS6tqKKusZnrR8W5sTohhIDrR8VhsXn3qS/wklAByEhLRh+k6zER8mhePguyYtGo5ByYEMI9ggPUTE+P8LqrPPbGa/YwPiaKxLgYausbnG4/nJtPiE7L1MER7ilMCOHz5g+PQeUjnbteEypKpZJxIzNpNbY7nQKrqqmjsraeG+QUmBDCTRaNisNmv/D9vIHXhApA5pBUggJ7OQWWm8+8zGj8NV61u0IIDxCi0zB1cLi0VDxRYlwMKYnxVNfWO91+ODefQD8N84bLnBUhRP+anxmD0ksXj+yNV4WKUqlkQvYI2to7nE6B1Tc2UXCylAemJbuvOCGET1qSHY/N7iPnvvCyUAEYnp6KQR9IQ5PzRMid+w4yKjGUMUkh7ilMCOFzhsXqmZQajsoHRn118bo9jYuOJD11UI9TYCeKTlFT38j9U1PcVJkQwtc8OD3V65dlOZvXhYpCoWDcyEzMZrPTWmAAu/Yf4tqsGOIM/m6qTgjhK6L0ftwwKs7rl2U5m1fu7chh6USGh1JVW+d0+4GjuXSYzPxwSrJ7ChNC+Ix7piR77dUdz8crQyUsxMDksaOoqWtw6rA3my3sO3yMOyckotOq3FihEMKbBWhU/HDyIJ8ZRtydV4YKwOQxo9AH6np02O/ef5hAPzU3jUlwU2VCCG93y7gEAv3U7i7DLbw2VAYlxDJqeAYVVTVOtze1tHLsRCEPTEvGB1umQogrTKmAH89Ic3cZbuO1oaJQKJg2PhuVSomxrd1p2859h0iOCGJWRpSbqhNCeKu5w2OIDw3wqQmP3XltqACMyEhjcHISZZXVTreXVlRxqrxKJkMKIVzuxzNTsfrKQl+98OpQUavVXDV5HB0mE2aLxWnbrn0HmTo4koxovZuqE0J4m9GJIYxJCvXJDvouXh0qAGNGDCM+OrJH38qx/EIamlu4X1orQggXeWiG7012PJvXh0pQoI4ZE8fS2NTiNLzYZrOz58ARFo+OJyJI68YKhRDeICE0gGsyY3xusuPZfGLvJ2RnERYSTE1dg9Ptew8dxWaz8sjsdPcUJoTwGvdPTfGphSPPxSdCJSYynPGjRlBVW+t0e3uHia279nLXxCRSIwLdVJ0QwtNFB/vxg0lJPt9KAR8JFYCp40cT4OdP01kX8Nq5/zBNLa38YsFQN1UmhPB0T8zNQOWjQ4jP5jOhMjg5kcyMNMorqpxut1qtbNy6k7nDY5iUGuam6oQQniojWs/N4xKklXKaz7wKSqWS6RPGoFAqaG1rc9p2JK+AU+VV/GrhMJllL4S4KL9cMBSbD89LOZvPhArAmBFDyRqazsmS8h7b1m/axoj4EJZkx7uhMiGEJ5qSFs7MjChppXTjU6+EWq1mwezp+PtpaWh0XmiypKKKI3kF/Hx+Bv4an3pZhBCXQKGAX183HKvNt+elnM3njp7D01OZmD2SkvJKp3krABu27iQ8SMuD01PdVJ0QwlMsyY5nWGywT10quC987tVQKBQsmD2NsJBgqmqcL+JV39jM7v2H+feZaUQG+bmpQiHEQBfkp+bZBcOkL6UXPhcqAAmx0cyeOoGq2jqsVqvTts279mK3WfjZXJkQKYTo3aNXpxOi06L04TW+zsUnQwXg6mkTSYyNpuSsIcbtHSY278zhtvFJDIkOclN1QoiBKi0yiAempfj0opHn47OhEmoI5pqrptLSaqTDZHLatufgUeobm/jVwmFuqk4IMVD99obMHv2x4gyfDRWAaROyyUhLpvisIcY2m41vt+xgxpAorsqIdFN1QoiBZn5mDFMHR8gQ4vPw6VfG38+PBbOmAdDSanTalltQTH5xKS8sySLY3zevNS2EOMNfo+S/rx/u0xfg6gufDhWAsVnDGJ2ZwcnS8h5N2pXrvyPYX8Vvb8h0U3VCiIHiVwuHE6X3l76UC/D5UFGpVFx39QwCdQHUNzY5bWtqaeWb7zazODuBhVmxbqpQCOFus4dGcdekQRIofeDzoQKQnpLElLGjKa2o6tFaOXQ8n8O5Bfx+yQii9DJ3RQhfExGk5eVbR8lprz6SUKFzQuQ1s6YSExnOqbKKHttXb9wMNgsv3TzSDdUJIdzpxZtHovdTSyuljyRUTouNimDx/NkY29p7dNq3tXewcv13zMjobAILIXzDXROTmD00WkZ7XQR5pbqZMXEMU8aNpvBUKVar8yJxBcUl7D5whF8tGEqKXCVSCK+XFhnIr68bLnNSLpKESjcqlYpbFs5lUHwsRSWlPbav37yDltZW/nzbKGkKC+HFNCoFr96ejUqpQCEXWbooEipniQwP5aYFc7DZ7D2WxzdbLHz1zQZGxBv496vS3FShEOJK+9mcIQyLC5bTXpdAXrFeTBg9glmTx1NSXoHFYnHaVlZZzdZd+3hsTjpZ8QY3VSiEuFImpITxb1eloZQWyiWRUOmFQqFgybWzGZySREFxSY/tm3blUFFdy59vG4WfWl5CIbxFsL+aV24bjXSjXDo5Ip6DQR/ErdfNQ6vVUl1X77TNZrPz1TcbSQwN4Jlrh7qpQiGEq/32hkwig/2kz/QySKicR9bQdObPnExFVU2PlYxr6xv4dssO7puawg2j49xUoRDCVa4fFcfi7ATUciXHyyKv3nkoFAoWXj2DrKHpFBSX9BhauPvAEfYfyeXFm0YyMkH6V4TwVFnxBv7n5pFyJUcXkFC5AF2AP7dfP5/goEAqqmp6bF+1YTNVNbX87w/HEinLuAjhceJDAnjr3nGoVAq5kqMLSKj0weDkJBbNnUldYxPGtnanbVarlc9XfoOf0sYbd4+VjnshPIjeT81b947DEKCR014uIq9iH82ZNolxI4dTUFzS47r2LcY2PlvxDcNj9fxuyQg3VSiEuBhqpYK//mAMKRGBaNQqd5fjNSRU+kir1XDXjQtJTYrnRNGpHv0r5VU1rFz/PTePTeRH01PdVKUQoq9+e0MmUwaHS6C4mITKRYiOCOeHNy9CHxTY62rGh3Pz2bJrL88uHMa1I2LcUKEQoi8empHKnRMHIRNSXE9C5SINHZzCHddfQ4fJTE1dQ4/tG7bt5uDxE/z5ttGMSQrt/wKFEOd17YgYfrlgGGaLBZVKWimuJqFyCaZNyOa6q6dTWV1Dq7Gtx/YV676jvLKKf90zVlY0FmIAGZ0Ywp9vG017hwmNWu3ucryShMolUCgU3DBvFtMmjKGwuASz2Xl9MKvVxmcr12Jqb+Od+8YTFqh1U6VCiC4JoQG8ec9YrFYL/n7yN3mlSKhcIq1Www+WLGB4RhrHC4p6XH+lvaODT5avJsRfyb/uGYe/Rl5qIdwl2F/N/907Dp1aic5f5pNdSXKkuwwhwXruv20xyQlxnCg62WNEWENTM58sX82wmCDe+KEEixDuoFEp+PtdY0gM0xHgLy2UK02OcpcpITaa+269gVCDnsJTPS/sVV5Vw6crvmHCoBDeunc8ARrpGBSiv/iplfz1zjFMSAlHK0OH+4WEigtkpCVz143XoVIqKauo6rG9qKSMj75aTXaigXfuH0+gVt7cQlxp/hol//vDsVyVEYkCu1zBsZ9IqLjIhNEjuHXRfFqMbb0ONT5VVsGHy1YxIk7Pew9OINhfRp4IcaUEalW8fd94JiSHYrdZZehwP5JQcaE50yZy3dXTqaqtpaGpucf20ooqPli6koyoQN5/cCKGAI0bqhTCuwUHqHn/wQmMjA+mw2RCq5V+lP4koeJCCoWCJddczTUzp1JWUUV9Y1OP+5RX1fD+FytICffnwx9NJFQnwSKEq4QFavnowYkMjtDR1NRMcJDME+tvCvvZQ5bEZTObLXy8fA1fb9hMdGQ4YSE9r7USGRbKnUsWUtFi5o43dlDTYurlkYQQfRWp9+PDBycQGaimsbGRpPhYd5fkkyRUrhCLxcJnK9eyfN33REWEER4a0uM+4aEh3LlkITVGK3e8sYOq5o7+L1QILxBn8OeDH03EoIWWllYS46LdXZLPklC5gqxWK5+vWsdXa78jPCyEyLCea4GFGoL5wY0LaeyA29/YQXljey+PJIQ4l0HhOj54cAJ+Ciumjg7ioiPdXZJPk1C5wqxWK8vWbGDZ6m8JDTUQFR7W4z4hwXruXLKQVquSO97YQUl9z/XEhBA9DY4K4oMHJoClA6vVQmxUhLtL8nkSKv3AZrPx1dqNfL5qPSHBeqIjw3vcx6AP4s4lCzGh5oG393CkvGcnvxDijOGxwbz3wHg62lpRKxVE9vKBTfQ/Gf3VD5RKJdfPvYrbFs2jqaWl12vdNza38N7ny7GbjHzxk8ksGimdjEKcy4z0CD56aCJtrc1o1WoJlAFEWir9yG63s3rDFj5evgadLqDXc79qtYoFs6czcmg6f9+Yz4trjmGT35AQDg9OT+EX1w6l8FQp4YZgQnsZXSncR0Kln9ntdtZu2s6HX36Nv58f8TFRvd5vYnYWV0+dwOYTNfz0w300tpn7uVIhBhY/tZI/3JjFjWMS2LnvEBlpyRj0Qe4uS5xFQsUN7HY7327ZyQfLVqFSqUmMi+51XaKUxDgWX3M1dUYrD76zh+OVPWfpC+ELovR+vPHDsQyNDmLD1p1MG59NUKDO3WWJXkiouIndbmfTzhw+XPY1LcY2BicnoVL17OIKCdZz08K5GIINPPHpfr4+VOGGaoVwn9GJIfzz7jEorWY2bt3BgtnT0QX4u7sscQ4SKm52ODefdz9fQdGpMganJOLv1/MCQhq1moVXz2BERhqvf3uCP649Lv0swif8cPIgfr1wGIWnSsk5cITF18zq9W9EDBwSKgNARXUt736+nD0HjpIQF01IsL7X+00eM5JZU8bzfW4Nj360l6Z2S6/3E8LTBWpVvHBTFotGxbNu8w4sZgtzZ0yS1YY9gITKAGFsa+ezlWtZ+/02goICiYuO7LWfJTUpgcXXzKaqxcyD7+zhRFWLG6oV4soZEh3E3+8aQ4xey6fL1zBiaDpjs4a5uyzRRxIqA4jNZmP9lp18vnItxvYOBicnolT27GcJNei5aeE89Ho9z3x+kOUHyt1QrRCutyQ7nj8sGUFldQ0r1m1k0ZyZsjCkh5FQGYAOHsvjvc9XcrKsnMEpSfj1cj0IjUbNwtnTGZExmDWHyvnVssNUt8iClMIzBQeo+c/rhnPz2ES+276HYycKue36+ec8FSwGLgmVAaq8qoZ3PvuKnEPHSIqPPed4/KGDU5g/cyo2hYrfrDjCFzml/VypEJfn2hExPHdDJgFq+OSr1YSGBLNg1nS0WrnWkCeSUBnAWo1tfLL8G9Zv2UGwPojYqIhe+1kC/P2YO2MyI4ems/FYFb9YelBWOxYDXpTej+cWj2B+Zgw79x1izcatLJwznezMoXI9eQ8moTLAWa1W1m3ewRer1tFuMpM2KKHXfhaA9JQkrpk1DbVay/OrjvLhzlP9XK0QF6ZQwO3jE3l2wTCsZhP/+mgpVquVH9y4UFYZ9gISKh5i/5Fc3l+6kpOlFSTFxxB8jtNhflotc6ZNJHvEULaeqObnXxzkVJ0spS8GhuRwHS/cmMWktAg27cjho+WrmTFhDDfMl/kn3kJCxYNU19azdPW3bNm9F6VSSXJC3DnH7ackxnPt7OkEBATw/1Yf5+1tRchvWriLSqngR9NT+NmcITQ1t/D3dz+mobGZW66by8TsLDnd5UUkVDyMzWZj1/7DLF39LUUnS0mIiyHE0PsIGa1Gw6wp4xk/KpPdRXU8/dkBCmpa+7li4esy44J58aYshsUGs+a7bXzx9TomjB7B4vmziQzveTVU4dkkVDxUXUMjX67ZyHc7dgOQnBiP+hytlqS4GBZcPQN9UBCvrM/jzc2FdFhs/Vmu8EF+aiWPzUnnoRmplFfV8te3PwQ7LL5mNuNGDj9n36DwbBIqHsxut7Pn4FG++HodBcUlxMVEEXaOa0uo1SpmThrHhNEjqGhs58U1x/lqf5mcEhMup1DAwqxYnp4/hFhDAMtWr2ft99uZMWks182ZIXNPvJyEihdoaGpm+drv2LB1FxarlZSkeDRqda/3DQ81cNXkCQwbnMzh0gZ+t+oYW/Nr+7li4a3mDo/myblDyIgN5tDxfN786AsMwXpuuvZqRmQMlr4THyCh4iXsdjv7j+Ty+ap15BYWExsVSURYyDnvnxgbzexpE0mMjea741X8ftUxuV6LuGQz0iN4an4GWQkh5BeX8O7ny6moqmHezCnMnzmFQF2Au0sU/URCxcs0t7SyYv33rN+8g44OEymDEtBqzj0zeWhaMldNmUBYSDBf7i3llfV5FNUa+7Fi4ckmpoTx5LwhjE8J52RZJV+sWsuOfYcYPXwIN147h/SUJHeXKPqZhIoXstvtHM7N57NV6zh2ohCDPoi46KheLwIGoFQqyM4cypTx2QTpAli6t5RX15/gZJ2Ei+hddmIIT8wbwrT0SEora1izYTNrN20jPCyEhbNnMHvKePz8eq5ZJ7yfhIoXM7a1s2lnDms2bqWssorI8DCiIsLOeV5bpVIxZsRQJo8dTaDOn8/2lPDatycoqZfJk6LT8Nhgnpg3hKuHRVNZU883321h9cYtaDRqxowYxpJrZpMYF+PuMoUbSaj4gLqGRr7dspNvt+6irr6BuJgoQg3B5wwXtUrFmKxhTB47mgB/Pz7dU8L/bSmSPhcfNjgqiMfnpLNgZBw19Y2s37SdFeu/R6FQMGr4EObNmEzmkDQZJiwkVHxJSXkl33y3lW05B2g1tpEQG33O5V6g8zLGY7OGMSF7JMFBOnYX1fHu9mK+PliBySrzXLydWqng6mFR3DkhielDImlsbmXDlh18uXYjNquNERlpzJs5hZFD0+WKjMJBQsXH2O128gpPsnrjFvYePobJZCYhNhp9UOA5f0apVDAkNZnsEcNIS4qnvrWDj3eV8MHOk9Lv4oUSQgO4bXwit41LICo4gFPlVezef4iV67+nvcN0+nILU8jOzEB9jqHrwndJqPgom83G0ROFrP1+G/uP5GIym0mMiyEoUHfenwsLMTAmaxhZQ4cQGODH97lVvLv9JN8eq8Jqk7eSpzq7VdJhMnP4eB479h5i94HDmExm0lMHcc3MKYzNGo5GI2Eieieh4uNsNhuHc/NZu2k7B47kYrZYLthygc5+l+FDUskeMZzE2CgqGtr4YNdJPtp5iqpmuQKlp+itVbLv8FH2H86l8FQpbe3tpA1KZP7MKYwflSkjusQFSagIoDNcDh0/wdpN2zl0/ATt7SYiwkKICAs951DkLtGR4YzNGkbmkMGo1Sq+OVzJezuK2ZpfK8vADEDnapXkHDpG0akyKqpqaGtvJyUxnnkzpzAxewQB/v7uLlt4CAkV4cRms5FXeJKd+w6xc98haurqCfD3JyYqAl3A+Q8sfloNI4amM2bEcKIjQimrN7L2aBXrj1ayvaBOOvfdSKGAkfEG5mfGcPPYeKdWyaFjJyivqqG6rh6tWk1KUjzTJ4xh0piRMhNeXDQJFXFOdQ2N7D10jE279lJQXILZbCEqMozwEMMFh44mxsUwPD2VtOQkwgx6WjvMfJ9bw7qjlWw4Xk1dq6mf9sJ3aVVKJqeFM3d4NPOGRxEVHEBrWztH8/KdWiXGtnbCwwyMy8pk/OhMhqYlSwe8uGQSKuKCLBYLR08UsmPvQXIOHqWuoZGgoEBiIiPw78M59sjwUIakDGJwyiDiYyIB2Ftcz7qjVaw7WkleVcuV3gWfERaoZXp6BHOHRTMrI5JAfw21Dc3kFRaRW1BEcUk51bX1Tq2SqeOzyc4cet614oToKwkVcVEqa2rJOXiUTTtzOFVagc1uJzoy/LyTKbsLDAhgcEoi6cmDSEmKx0+roaSulbWnA2ZnYR1mq7wl+0qjUjBuUBjT0yOYOSSCzPgQAEoqqjlRWMzxgiKqa+sxtrU7+krCQqVVIq4cCRVxSTo6TBzKzWf7nv0cOJZHY1MzQYGBhIUa0Afq+hQwKpWK5IRY0k+3YkL0gbS0m9mSX8v+Uw0cKm3kYGkj9UZzP+yRZ9BpVQyNCWZUooHpgyOYlBqOzk9Ns7GNopMlFJwsofBkKS3GNixWK3X1DVTXNqDVdLZKpo3PZrS0SsQVJKEiLovdbqe0ooqcg0fZffAIZRXVtBqNaDQawkIMhBr0fZ5tHR0RxpDUQSTFxxETFUHA6VNr5Q1G9pc0crC0yRE0vtAnEx6oJTMumOFxwWTGBZMVZyApIhClQoHFauVkWSWFp4OksrrzmjgdJhN1DU00NDZht9sJCzEwNmu4tEpEv5FQES5js9koKa8kr/AkB47mkVd0koamJhQoMATrCQ814Kft+zyHUEMwsVERxEZFEBMVSXRkBDr/zp+vaDRyoKSJg6dD5lBpIzUtnhs0SWE6R3iMOP1vVHDnyKt2k5nK6loqq2uorKmlorqWmrp6rFYbdrsdY3s7dfWNNDW3olIpiQwLYeSwDDKHpJKeOohQQ7Cb9074EgkVccXUNTSSV3iSo3mFHDiaS019PSaThaAgHeEhBoL6eJqsu1BDMDFREcRGRhAT1fm/zt8PgMrGNgprWiltaKe0oY2y0/+XNrRT3tiG0WS9Ert5QYFaFRF6PyKD/IjU+xHR7d/0qECGxQYT5N95zZvGFiNVNTWnQ6QzQOobm5wez2yx0NDUTENjEyaTGX8/P6IjwxmTNYyhackMTk664PBvIa4UCRXRL9o7OsgvLiG3oIicg8cor6qm1diGRqMhxKAnSKcjwN/vki43GxKsP92aiSAkWI8+KIhgfRDBgQFOQ5+b20zUtZqobTFRffrf2tYO6lpN1Leasdps2AG7HezYT//L6Qmc3b+3n7mfvbOzvCsousIiSq8lSu9HeJAfAVrnU04Wq5VmYzutrUaampqpqKmh4nSItBp7XmbAZrPR0mqkvrGJltY2lEoFIQY9aYMSyRySRmpSAskJcbJ0ihgQJFREv7NarZSUV5JbeJIDR3MpOlVGi9FIe3sHKBQE+PsRpNMRFHjpQQOdC2HqAwMJ1gdh0AeiDwxEF+CPLiAAnc6fAP8AdLoAggL80V7mAdlms3UGhbENo9FIq7GNltP/dv+6pbWN9o5zL2NjsVppbTXSYmyjpdWI1WpFoVAQGBBATFQEI4elk5acSEpiPCHB+suqWYgrQUJFuF2rsY2K6hoqqmooq6wmv7iEssoqmluNdHSYsAMBfn4EBV5+0JyLWqVCoVSgQMHp/wAFCgWO53L82/0+CgU2m4229g4u5k/JbrdjMptPB01n4NjtoFRAYKCOEL2e5MQ4EuNjiImMcPQtyfVKxEAnoSIGpK55FeVV1ZRX1XCi6BRllVW0tLbR1t6OQqHAT6vF398PP60GP60WPz8tGrXa5YFzqex2OxarFZPZjNlkwWQ20Wpsp629HTud16sJCuzsX0pNSiAhLproiDCiI8OJCA2Ra5QIjyShIjxGW3s7FVW1jqApPFVKdW09rcY2OkwmOkwmzBYrXZGiVCrRajRoNOrO/9VqNBoNGrUatbrzgO2IH0crxHFD95tPf935jdVqxWS2YDabMZktmMzmzuAwW7BYLE41q1QqtBoNWo0arVZDVEQYaYMSiY2KIDoinJioCAz6oAEThEJcLgkV4dHsdjvGtnYam1to6vq/pZXG5pbTI6SaaWhupqXFiMnSeeA3my1YrFanxzjrQTv/6eW54ExYabWdAaXz9yfEoCfUEExoSPDp/qAAAnU6AgP8CQrUEagLIEinQ6vVXMmXQwi3k1ARPsFqtWJsa8fY3o7R2O7oLO9683f9GZz73zP302jUBOk6QyMoMAA/rVZaGkKcJqEihBDCZWQoiRBCCJeRUBFCCOEyEipCCCFcRkJFCCGEy0ioCCGEcBkJFSGEEC4joSKEEMJlJFSEEEK4jISKEEIIl5FQEUII4TISKkIIIVxGQkUIIYTLSKgIIYRwGQkVIYQQLiOhIoQQwmUkVIQQQriMhIoQQgiXkVARQgjhMhIqQgghXEZCRQghhMtIqAghhHAZCRUhhBAuI6EihBDCZSRUhBBCuIyEihBCCJeRUBFCCOEyEipCCCFcRkJFCCGEy0ioCCGEcBkJFSGEEC4joSKEEMJlJFSEEEK4jISKEEIIl5FQEUII4TISKkIIIVxGQkUIIYTLSKgIIYRwGQkVIYQQLiOhIoQQwmUkVIQQQriMhIoQQgiXkVARQgjhMv8f7YvTKmKIaX0AAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 700x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pie(hr_data.promotion_last_5years.value_counts(), autopct = '%.0f%%', labels = ['No','Yes'], shadow = True)\n", "plt.title('Promotion in the last five years')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "395b4599", "metadata": { "papermill": { "duration": 0.019537, "end_time": "2023-04-28T09:09:47.833754", "exception": false, "start_time": "2023-04-28T09:09:47.814217", "status": "completed" }, "tags": [] }, "source": [ "## 4.3 Sales\n", "As per the observations derived from the countplot, the number of employees who have left or continued to stay in the organization appears to be proportionate to the total headcount in each department. " ] }, { "cell_type": "code", "execution_count": 12, "id": "41a0c50f", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:47.874079Z", "iopub.status.busy": "2023-04-28T09:09:47.873542Z", "iopub.status.idle": "2023-04-28T09:09:48.643306Z", "shell.execute_reply": "2023-04-28T09:09:48.642155Z" }, "papermill": { "duration": 0.79348, "end_time": "2023-04-28T09:09:48.645990", "exception": false, "start_time": "2023-04-28T09:09:47.852510", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1000x500 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.catplot(y = 'sales', data = hr_data, kind = 'count', col = 'left')\n", "g.fig.suptitle('Employees in each department')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0840d28f", "metadata": { "papermill": { "duration": 0.026281, "end_time": "2023-04-28T09:09:48.692000", "exception": false, "start_time": "2023-04-28T09:09:48.665719", "status": "completed" }, "tags": [] }, "source": [ "## 4.4 Last evaluation\n", "Our analysis revealed a slight variation in the median evaluation scores between employees who left and those who stayed, with respective values of 0.79 and 0.71. This small difference could be insignificant since the mean variation is very small. " ] }, { "cell_type": "code", "execution_count": 13, "id": "466a188f", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:48.749194Z", "iopub.status.busy": "2023-04-28T09:09:48.748413Z", "iopub.status.idle": "2023-04-28T09:09:49.507340Z", "shell.execute_reply": "2023-04-28T09:09:49.506015Z" }, "papermill": { "duration": 0.791673, "end_time": "2023-04-28T09:09:49.511696", "exception": false, "start_time": "2023-04-28T09:09:48.720023", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 700x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(x = 'left', y = 'last_evaluation', data = hr_data, hue = 'left', jitter = 0.4, size = 3)\n", "plt.title('Score in the last evaluation')\n", "plt.ylabel('Score')\n", "plt.xlabel('Left')\n", "plt.axhline(hr_data.loc[hr_data.left == 0, 'last_evaluation'].median(),xmin = 0, xmax=0.5, ls = '--', lw =2, color = 'blue', label = 'median_left_0')\n", "plt.axhline(hr_data.loc[hr_data.left == 1, 'last_evaluation'].median(),xmin = 0.5, xmax=1, ls = '--', lw =2, color = 'red', label = 'median_left_1')\n", "plt.xticks([0,1],['No','Yes'])\n", "#plt.ylim([0,1.2])\n", "plt.legend(bbox_to_anchor = [1.01,0.6])\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "1d8dc4ea", "metadata": { "papermill": { "duration": 0.021791, "end_time": "2023-04-28T09:09:49.556024", "exception": false, "start_time": "2023-04-28T09:09:49.534233", "status": "completed" }, "tags": [] }, "source": [ "## 4.5 Work accident\n", "A significantly smaller proportion of employees who left the organization (4.7%) had been involved in accidents, compared to those who decided to stay (17.5%). Additionally, a markedly larger fraction of employees who left (95%) had not been involved in any accidents, as opposed to those who stayed (82.5%). " ] }, { "cell_type": "code", "execution_count": 14, "id": "cca22c47", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:49.602963Z", "iopub.status.busy": "2023-04-28T09:09:49.602257Z", "iopub.status.idle": "2023-04-28T09:09:49.616341Z", "shell.execute_reply": "2023-04-28T09:09:49.614906Z" }, "papermill": { "duration": 0.040905, "end_time": "2023-04-28T09:09:49.619080", "exception": false, "start_time": "2023-04-28T09:09:49.578175", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "left Work_accident\n", "0 0 82.499125\n", " 1 17.500875\n", "1 0 95.267432\n", " 1 4.732568\n", "Name: Work_accident, dtype: float64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hr_data.groupby('left')['Work_accident'].value_counts(normalize = True) *100" ] }, { "cell_type": "markdown", "id": "a2d02738", "metadata": { "papermill": { "duration": 0.022215, "end_time": "2023-04-28T09:09:49.663829", "exception": false, "start_time": "2023-04-28T09:09:49.641614", "status": "completed" }, "tags": [] }, "source": [ "## 4.6 Satisfaction level vs salary\n", "While the satisfaction levels of employees who left the organization were relatively lower than those who decided to stay, there was little variance in the satisfaction levels among employees of different salary grades. For example, among employees who left, the satisfaction levels of those receiving low, medium, and high salaries were 0.41, 0.41, and 0.43, respectively. These findings suggest that factors beyond just salary levels may have played a significant role in determining employee satisfaction and ultimately, their decision to leave. Identifying and addressing such factors can be a key step in enhancing employee satisfaction and retention rates." ] }, { "cell_type": "code", "execution_count": 15, "id": "e435b188", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:49.711118Z", "iopub.status.busy": "2023-04-28T09:09:49.710632Z", "iopub.status.idle": "2023-04-28T09:09:49.738914Z", "shell.execute_reply": "2023-04-28T09:09:49.737885Z" }, "papermill": { "duration": 0.054937, "end_time": "2023-04-28T09:09:49.741475", "exception": false, "start_time": "2023-04-28T09:09:49.686538", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>left</th>\n", " <th>0</th>\n", " <th>1</th>\n", " </tr>\n", " <tr>\n", " <th>salary</th>\n", " <th></th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>high</th>\n", " <td>0.67</td>\n", " <td>0.43</td>\n", " </tr>\n", " <tr>\n", " <th>low</th>\n", " <td>0.69</td>\n", " <td>0.41</td>\n", " </tr>\n", " <tr>\n", " <th>medium</th>\n", " <td>0.69</td>\n", " <td>0.41</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ "left 0 1\n", "salary \n", "high 0.67 0.43\n", "low 0.69 0.41\n", "medium 0.69 0.41" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hr_data.pivot_table(index = 'salary',columns = 'left', values = 'satisfaction_level', aggfunc = 'median')" ] }, { "cell_type": "markdown", "id": "be026d46", "metadata": { "papermill": { "duration": 0.022135, "end_time": "2023-04-28T09:09:49.786143", "exception": false, "start_time": "2023-04-28T09:09:49.764008", "status": "completed" }, "tags": [] }, "source": [ "## 4.7 Satisfaction level vs average monthly hours\n", "The satisfaction level of employees was not linearly dependent on the average monthly hours. " ] }, { "cell_type": "code", "execution_count": 16, "id": "aecf9e8b", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:49.833310Z", "iopub.status.busy": "2023-04-28T09:09:49.832846Z", "iopub.status.idle": "2023-04-28T09:09:51.181905Z", "shell.execute_reply": "2023-04-28T09:09:51.180575Z" }, "papermill": { "duration": 1.37618, "end_time": "2023-04-28T09:09:51.184950", "exception": false, "start_time": "2023-04-28T09:09:49.808770", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 700x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(x = 'average_monthly_hours', y = 'satisfaction_level', data = hr_data, marker = '.')\n", "sns.regplot(x = 'average_monthly_hours', y = 'satisfaction_level', data = hr_data, scatter = False, color = 'red')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "664d564b", "metadata": { "papermill": { "duration": 0.025759, "end_time": "2023-04-28T09:09:51.237188", "exception": false, "start_time": "2023-04-28T09:09:51.211429", "status": "completed" }, "tags": [] }, "source": [ "## 4.8 Satisfaction level vs promotion\n", "There is no discernible difference in the satisfaction levels between employees who were promoted in the last five years and those who were not. This finding suggests that promotion alone may not be a significant factor in determining employee satisfaction levels. Further exploration and analysis of additional factors may be necessary to better understand the complex interplay between employee satisfaction and promotions, which can potentially inform more effective retention and career development strategies." ] }, { "cell_type": "code", "execution_count": 17, "id": "e2e894a8", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:51.291642Z", "iopub.status.busy": "2023-04-28T09:09:51.291191Z", "iopub.status.idle": "2023-04-28T09:09:51.313191Z", "shell.execute_reply": "2023-04-28T09:09:51.311962Z" }, "papermill": { "duration": 0.052633, "end_time": "2023-04-28T09:09:51.316042", "exception": false, "start_time": "2023-04-28T09:09:51.263409", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>left</th>\n", " <th>0</th>\n", " <th>1</th>\n", " </tr>\n", " <tr>\n", " <th>promotion_last_5years</th>\n", " <th></th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>0.690</td>\n", " <td>0.41</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>0.695</td>\n", " <td>0.44</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ "left 0 1\n", "promotion_last_5years \n", "0 0.690 0.41\n", "1 0.695 0.44" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hr_data.pivot_table(index = 'promotion_last_5years',columns = 'left', values = 'satisfaction_level', aggfunc = 'median')" ] }, { "cell_type": "markdown", "id": "a2b16956", "metadata": { "papermill": { "duration": 0.025561, "end_time": "2023-04-28T09:09:51.367540", "exception": false, "start_time": "2023-04-28T09:09:51.341979", "status": "completed" }, "tags": [] }, "source": [ "# 5. Preprocessing\n", "## 5.1 Missing values\n", "Our data has no missing values." ] }, { "cell_type": "code", "execution_count": 18, "id": "0e54024d", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:51.422350Z", "iopub.status.busy": "2023-04-28T09:09:51.421073Z", "iopub.status.idle": "2023-04-28T09:09:51.433722Z", "shell.execute_reply": "2023-04-28T09:09:51.432461Z" }, "papermill": { "duration": 0.042714, "end_time": "2023-04-28T09:09:51.436293", "exception": false, "start_time": "2023-04-28T09:09:51.393579", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "satisfaction_level 0\n", "last_evaluation 0\n", "number_project 0\n", "average_monthly_hours 0\n", "time_spend_company 0\n", "Work_accident 0\n", "left 0\n", "promotion_last_5years 0\n", "sales 0\n", "salary 0\n", "dtype: int64" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hr_data.isna().sum()" ] }, { "cell_type": "markdown", "id": "0b0f1904", "metadata": { "papermill": { "duration": 0.025739, "end_time": "2023-04-28T09:09:51.487551", "exception": false, "start_time": "2023-04-28T09:09:51.461812", "status": "completed" }, "tags": [] }, "source": [ "## 5.2 Column types\n", "Convert variables to appropriate data types. `promotion_last_5years` and `Work_accident` are binary columns with 0s and 1s. We will convert them to string so that they are not included in numerical variables that will undergo standardization." ] }, { "cell_type": "code", "execution_count": 19, "id": "88225ed3", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:51.541012Z", "iopub.status.busy": "2023-04-28T09:09:51.540164Z", "iopub.status.idle": "2023-04-28T09:09:51.548714Z", "shell.execute_reply": "2023-04-28T09:09:51.547710Z" }, "papermill": { "duration": 0.038268, "end_time": "2023-04-28T09:09:51.551338", "exception": false, "start_time": "2023-04-28T09:09:51.513070", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "hr_data['promotion_last_5years'] = hr_data['promotion_last_5years'].astype('object')\n", "hr_data['Work_accident'] = hr_data['Work_accident'].astype('object')" ] }, { "cell_type": "markdown", "id": "ca102c1e", "metadata": { "papermill": { "duration": 0.025691, "end_time": "2023-04-28T09:09:51.602691", "exception": false, "start_time": "2023-04-28T09:09:51.577000", "status": "completed" }, "tags": [] }, "source": [ "### 5.2.1 Create numeric and categorical columns\n", "Numeric columns are of integer or float data types. Category columns are of object or string data types" ] }, { "cell_type": "code", "execution_count": 20, "id": "1a4cd8c1", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:51.657952Z", "iopub.status.busy": "2023-04-28T09:09:51.657131Z", "iopub.status.idle": "2023-04-28T09:09:51.669902Z", "shell.execute_reply": "2023-04-28T09:09:51.668391Z" }, "papermill": { "duration": 0.045055, "end_time": "2023-04-28T09:09:51.673848", "exception": false, "start_time": "2023-04-28T09:09:51.628793", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Split dataset to dependent and independent variables\n", "X = hr_data.drop('left', axis = 1)\n", "y = hr_data['left']\n", "\n", "# Select category and numeric columns\n", "columns_numeric = X.select_dtypes(include = ['float', 'int']).columns.tolist()\n", "columns_category = X.select_dtypes(include= ['object']).columns.tolist()" ] }, { "cell_type": "markdown", "id": "c3992af5", "metadata": { "papermill": { "duration": 0.026207, "end_time": "2023-04-28T09:09:51.727479", "exception": false, "start_time": "2023-04-28T09:09:51.701272", "status": "completed" }, "tags": [] }, "source": [ "## 5.3 Split dataset to train and validation sets" ] }, { "cell_type": "code", "execution_count": 21, "id": "df4b20c8", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:51.782586Z", "iopub.status.busy": "2023-04-28T09:09:51.781709Z", "iopub.status.idle": "2023-04-28T09:09:51.796136Z", "shell.execute_reply": "2023-04-28T09:09:51.795015Z" }, "papermill": { "duration": 0.044639, "end_time": "2023-04-28T09:09:51.798758", "exception": false, "start_time": "2023-04-28T09:09:51.754119", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(X, y, stratify = y, random_state = 987)" ] }, { "cell_type": "code", "execution_count": 22, "id": "a05a76f1", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:51.853114Z", "iopub.status.busy": "2023-04-28T09:09:51.852283Z", "iopub.status.idle": "2023-04-28T09:09:51.859039Z", "shell.execute_reply": "2023-04-28T09:09:51.857700Z" }, "papermill": { "duration": 0.037862, "end_time": "2023-04-28T09:09:51.862112", "exception": false, "start_time": "2023-04-28T09:09:51.824250", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Create the dictifier transformer\n", "class Dictifier(BaseEstimator, TransformerMixin):\n", " \"The dictifier class converts a dataframe to a dictionary to allow using the dict vectorizer transformer\"\n", " def __init__(self):\n", " pass\n", "\n", " def fit(self, df):\n", " \"\"\"Mock method\"\"\"\n", " return self\n", "\n", " def transform(self, df):\n", " return df.to_dict('records')" ] }, { "cell_type": "markdown", "id": "d3602fb1", "metadata": { "papermill": { "duration": 0.025175, "end_time": "2023-04-28T09:09:51.913145", "exception": false, "start_time": "2023-04-28T09:09:51.887970", "status": "completed" }, "tags": [] }, "source": [ "## 5.4 Standardization and encoding\n", "Encoding categorical columns and standardizing numeric columns." ] }, { "cell_type": "code", "execution_count": 23, "id": "a27afe55", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:51.967180Z", "iopub.status.busy": "2023-04-28T09:09:51.966310Z", "iopub.status.idle": "2023-04-28T09:09:52.136958Z", "shell.execute_reply": "2023-04-28T09:09:52.135372Z" }, "papermill": { "duration": 0.201208, "end_time": "2023-04-28T09:09:52.140045", "exception": false, "start_time": "2023-04-28T09:09:51.938837", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Categorical pipeline that converts to dictionary and encodes the categories\n", "cat_steps = [('dictifier',Dictifier()),('vectorizer',DictVectorizer(sort = False, sparse = False))]\n", "num_steps = [('scaler', StandardScaler())] \n", "\n", "# Numeric pipeline to standardize numeric columns\n", "num_pipe = Pipeline(num_steps)\n", "cat_pipe = Pipeline(cat_steps)\n", "\n", "# Fit and transform the training set\n", "x_train_cat_vec = cat_pipe.fit_transform(X_train[columns_category])\n", "X_train_num_sc = num_pipe.fit_transform(X_train[columns_numeric])\n", "\n", "# Transform the test set\n", "x_test_cat_vec = cat_pipe.transform(X_test[columns_category])\n", "X_test_num_sc = num_pipe.transform(X_test[columns_numeric])" ] }, { "cell_type": "markdown", "id": "f48542cc", "metadata": { "papermill": { "duration": 0.025771, "end_time": "2023-04-28T09:09:52.191903", "exception": false, "start_time": "2023-04-28T09:09:52.166132", "status": "completed" }, "tags": [] }, "source": [ "### 5.4.1 Join the numeric and categorical columns" ] }, { "cell_type": "code", "execution_count": 24, "id": "d9781f7a", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:52.246577Z", "iopub.status.busy": "2023-04-28T09:09:52.246109Z", "iopub.status.idle": "2023-04-28T09:09:52.256827Z", "shell.execute_reply": "2023-04-28T09:09:52.255602Z" }, "papermill": { "duration": 0.040685, "end_time": "2023-04-28T09:09:52.259437", "exception": false, "start_time": "2023-04-28T09:09:52.218752", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Create dataframes from training set\n", "X_train_cat = pd.DataFrame(x_train_cat_vec, columns = cat_pipe['vectorizer'].feature_names_)\n", "X_train_num = pd.DataFrame(X_train_num_sc, columns = columns_numeric)\n", "\n", "# Create dataframes from test set\n", "X_test_cat = pd.DataFrame(x_test_cat_vec, columns = cat_pipe['vectorizer'].feature_names_)\n", "X_test_num = pd.DataFrame(X_test_num_sc, columns = columns_numeric)\n", "\n", "# Join category and numeric columns\n", "X_train = pd.concat([X_train_num, X_train_cat], axis = 1)\n", "X_test = pd.concat([X_test_num, X_test_cat], axis = 1)" ] }, { "cell_type": "markdown", "id": "37c73e9b", "metadata": { "papermill": { "duration": 0.025777, "end_time": "2023-04-28T09:09:52.310912", "exception": false, "start_time": "2023-04-28T09:09:52.285135", "status": "completed" }, "tags": [] }, "source": [ "# 6. Answering business questions\n", "## 6.1 Can we predict an individual attrition?\n", "Can we accurately predict an employee's likelihood of leaving the organization based on the features present in the dataset? To accomplish this, we evaluated a variety of different models and assessed their effectiveness in accurately classifying employee outcomes. Ultimately, our analysis indicated that the random forest classifier was the most effective model for this task, yielding an impressive accuracy rate of `99%` when predicting previously unseen data. " ] }, { "cell_type": "code", "execution_count": 25, "id": "8b0d4a38", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:52.365000Z", "iopub.status.busy": "2023-04-28T09:09:52.364223Z", "iopub.status.idle": "2023-04-28T09:09:57.909692Z", "shell.execute_reply": "2023-04-28T09:09:57.908386Z" }, "papermill": { "duration": 5.575926, "end_time": "2023-04-28T09:09:57.912506", "exception": false, "start_time": "2023-04-28T09:09:52.336580", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>classifier</th>\n", " <th>accuracy</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>4</th>\n", " <td>Random forest</td>\n", " <td>0.991467</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>Xgboost</td>\n", " <td>0.989333</td>\n", " </tr>\n", " <tr>\n", " <th>5</th>\n", " <td>Decision tree</td>\n", " <td>0.978133</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>Support vector</td>\n", " <td>0.967467</td>\n", " </tr>\n", " <tr>\n", " <th>6</th>\n", " <td>Adaboost</td>\n", " <td>0.960533</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>K_Neighbors</td>\n", " <td>0.948533</td>\n", " </tr>\n", " <tr>\n", " <th>0</th>\n", " <td>Logistic Regression</td>\n", " <td>0.792533</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " classifier accuracy\n", "4 Random forest 0.991467\n", "1 Xgboost 0.989333\n", "5 Decision tree 0.978133\n", "2 Support vector 0.967467\n", "6 Adaboost 0.960533\n", "3 K_Neighbors 0.948533\n", "0 Logistic Regression 0.792533" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "logreg = LogisticRegression()\n", "xgb_cl = xgb.XGBClassifier()\n", "svc = SVC()\n", "knn = KNeighborsClassifier()\n", "rf = RandomForestClassifier()\n", "ada = AdaBoostClassifier()\n", "dt = DecisionTreeClassifier()\n", "\n", "classifiers = [('Logistic Regression',logreg),('Xgboost',xgb_cl),('Support vector',svc),\n", " ('K_Neighbors',knn),('Random forest',rf),('Decision tree',dt),('Adaboost',ada)]\n", "\n", "accuracy_score = []\n", "for clf_name, clf in classifiers:\n", " clf.fit(X_train, y_train)\n", " y_pred = clf.predict(X_test)\n", " accuracy = (y_pred == y_test).sum()/len(y_test)\n", " accuracy_score.append({'classifier':clf_name, 'accuracy':accuracy})\n", "\n", "accuracy_df = pd.DataFrame(accuracy_score)\n", "accuracy_df.sort_values(by='accuracy', ascending = False)" ] }, { "cell_type": "code", "execution_count": 26, "id": "0704608e", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:57.968242Z", "iopub.status.busy": "2023-04-28T09:09:57.967768Z", "iopub.status.idle": "2023-04-28T09:09:59.081249Z", "shell.execute_reply": "2023-04-28T09:09:59.079885Z" }, "papermill": { "duration": 1.144792, "end_time": "2023-04-28T09:09:59.083905", "exception": false, "start_time": "2023-04-28T09:09:57.939113", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The random forest classifier has an accuracy of 0.9909333333333333\n" ] } ], "source": [ "random_forest = RandomForestClassifier(random_state = 987)\n", "random_forest.fit(X_train, y_train)\n", "y_pred = random_forest.predict(X_test)\n", "accuracy = (y_pred == y_test).sum()/len(y_test)\n", "print(f'The random forest classifier has an accuracy of {accuracy}')" ] }, { "cell_type": "markdown", "id": "1a5fa60b", "metadata": { "papermill": { "duration": 0.025744, "end_time": "2023-04-28T09:09:59.135690", "exception": false, "start_time": "2023-04-28T09:09:59.109946", "status": "completed" }, "tags": [] }, "source": [ "## 6.2 Which are the most important factors for an employee to leave the organization?\n", "### 6.2.1 Using random forest\n", "Random Forest's `feature_importances_` attribute provides insight into the relative importance of each feature in contributing to the overall prediction accuracy of the model. It expresses the percentage contribution of each feature such that the larger the feature importance value, the greater the contribution of that particular feature to the overall predictive power of the model.\n", "\n", "The most important features contributing towards leaving of employees are:\n", "1. Satisfaction level\n", "2. Time spent in company\n", "3. Number of projects\n", "4. Average monthly hours\n", "5. Last evaluation" ] }, { "cell_type": "code", "execution_count": 27, "id": "c84630cd", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:59.190593Z", "iopub.status.busy": "2023-04-28T09:09:59.190136Z", "iopub.status.idle": "2023-04-28T09:09:59.604095Z", "shell.execute_reply": "2023-04-28T09:09:59.602776Z" }, "papermill": { "duration": 0.445406, "end_time": "2023-04-28T09:09:59.607201", "exception": false, "start_time": "2023-04-28T09:09:59.161795", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 700x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.Series(rf.feature_importances_, index = rf.feature_names_in_).sort_values().plot(kind='barh', width = 0.8)\n", "plt.xlabel('Percent')\n", "plt.ylabel('Feature')\n", "plt.title('Feature importance values')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "43f1b134", "metadata": { "papermill": { "duration": 0.026581, "end_time": "2023-04-28T09:09:59.661048", "exception": false, "start_time": "2023-04-28T09:09:59.634467", "status": "completed" }, "tags": [] }, "source": [ "### 6.2.2 Using xgboost\n", "Xgboost has a `plot_importance` method that takes the estimator as an argument and plots the importance of each feature using an F-score value. The larger the score of a feature, the larger its contribution. Using the xgboost classifier, the highest contributors are:\n", "- Average monthly hours\n", "- Satisfaction level\n", "- Last evaluation\n", "- Time spent at company\n", "- Number projects. " ] }, { "cell_type": "code", "execution_count": 28, "id": "70da6f0a", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:59.735382Z", "iopub.status.busy": "2023-04-28T09:09:59.734260Z", "iopub.status.idle": "2023-04-28T09:10:01.061203Z", "shell.execute_reply": "2023-04-28T09:10:01.060090Z" }, "papermill": { "duration": 1.370775, "end_time": "2023-04-28T09:10:01.064036", "exception": false, "start_time": "2023-04-28T09:09:59.693261", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "xgboost has an accuracy of 0.9893333333333333\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 700x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xgb_cl = xgb.XGBClassifier(objective= 'binary:logistic', random_state = 987)\n", "xgb_cl.fit(X_train, y_train)\n", "y_pred = xgb_cl.predict(X_test)\n", "accuracy = (y_pred == y_test).sum()/len(y_test)\n", "print(f'xgboost has an accuracy of {accuracy}')\n", "\n", "xgb.plot_importance(xgb_cl, height = 0.8)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6a7590a1", "metadata": { "papermill": { "duration": 0.028386, "end_time": "2023-04-28T09:10:01.121402", "exception": false, "start_time": "2023-04-28T09:10:01.093016", "status": "completed" }, "tags": [] }, "source": [ "### Which features?\n", "In conclusion, both models concur that the five features below are the most important factors for an employee to leave the organization:\n", "- Average monthly hours\n", "- Satisfaction level\n", "- Last evaluation\n", "- Time spent at company\n", "- Number projects. \n", "\n", "To verify this, we trained two models using the same five features and evaluated their predictive accuracy. The results indicate that both models achieved an accuracy of `99%` and `98%` for the random forest and xgboost respectively. These values are consistent with the accuracy achieved when using all features. Therefore, this confirms that the five selected features are the most crucial in determining employee attrition." ] }, { "cell_type": "code", "execution_count": 29, "id": "7b277743", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:01.182610Z", "iopub.status.busy": "2023-04-28T09:10:01.181366Z", "iopub.status.idle": "2023-04-28T09:10:02.991849Z", "shell.execute_reply": "2023-04-28T09:10:02.990540Z" }, "papermill": { "duration": 1.84508, "end_time": "2023-04-28T09:10:02.995423", "exception": false, "start_time": "2023-04-28T09:10:01.150343", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "xgboost has an accuracy of 0.9883\n", "random forest has an accuracy of 0.9923\n" ] } ], "source": [ "xgboost_cl = xgb.XGBClassifier(objective= 'binary:logistic', random_state = 987)\n", "random_forest = RandomForestClassifier(random_state = 987)\n", "\n", "features = ['average_monthly_hours','satisfaction_level','last_evaluation','number_project','time_spend_company']\n", "classifiers = [('xgboost',xgboost_cl),('random forest',random_forest)]\n", "\n", "for clf_name, clf in classifiers:\n", " clf.fit(X_train[features], y_train)\n", " y_pred = clf.predict(X_test[features])\n", " accuracy = (y_pred == y_test).sum()/len(y_test)\n", " print(f'{clf_name} has an accuracy of {accuracy:,.4f}')" ] }, { "cell_type": "markdown", "id": "7e161e54", "metadata": { "papermill": { "duration": 0.028441, "end_time": "2023-04-28T09:10:03.055324", "exception": false, "start_time": "2023-04-28T09:10:03.026883", "status": "completed" }, "tags": [] }, "source": [ "## 6.3 How can employee retention be improved?\n", "Given that we have identified the key factors contributing to employee attrition, what strategies can be implemented to improve employee retention based on these factors? To answer that, we need to know if: \n", "- The employees who leave are less satisfied than those that stay?\n", "- The employees who leave spend more time in the company than those that stay?\n", "- The number of projects of employees that leave is different from those that stay?\n", "- The average monthly hours for the employees that leave is more than those that stay?\n", "- The last evaluation score was lower for employees that leave than for those that stay?" ] }, { "cell_type": "markdown", "id": "9d1e0b02", "metadata": { "papermill": { "duration": 0.028145, "end_time": "2023-04-28T09:10:03.112512", "exception": false, "start_time": "2023-04-28T09:10:03.084367", "status": "completed" }, "tags": [] }, "source": [ "### 6.3.1 Are the employees who leave less satisfied than those that stay?\n", "<strong>Hypothesis</strong>\n", "* <p>H<sub>0</sub> Satisfaction level of employees who leave is equal to those that stay.</p>\n", "* <p>H<sub>1</sub>: Satisfaction level is lower for employees that leave.</p>\n", "\n", "Based on the boxplot, the median satisfaction level of employees who left the company is lower (median satisfaction level = 0.41) compared to those who stayed (median satisfaction level = 0.69). Additionally, the average satisfaction level of employees who left is also lower at 0.44 compared to employees who did not leave, whose average satisfaction level is 0.67. The maximum satisfaction level for employees is higher for those who stayed (1.0) compared to those who left (0.92). These results suggest that a higher satisfaction level is associated with lower employee attrition rates." ] }, { "cell_type": "code", "execution_count": 30, "id": "2eca8ce7", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:03.172310Z", "iopub.status.busy": "2023-04-28T09:10:03.171460Z", "iopub.status.idle": "2023-04-28T09:10:03.373419Z", "shell.execute_reply": "2023-04-28T09:10:03.372412Z" }, "papermill": { "duration": 0.235064, "end_time": "2023-04-28T09:10:03.376094", "exception": false, "start_time": "2023-04-28T09:10:03.141030", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 700x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x = 'left', y = 'satisfaction_level', data = hr_data, hue = 'left')\n", "plt.title('Satisfaction level')\n", "plt.xlabel('Left')\n", "plt.ylabel('Satisfaction level')\n", "plt.xticks([0,1],['No','Yes'])\n", "plt.legend(\"\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3d9edb84", "metadata": { "papermill": { "duration": 0.028815, "end_time": "2023-04-28T09:10:03.433815", "exception": false, "start_time": "2023-04-28T09:10:03.405000", "status": "completed" }, "tags": [] }, "source": [ "<strong>Is the difference in the satisfaction level between employees that left and those that did not significant?</strong>\n", "\n", "Upon conducting further analysis using anova test, the resulting p-value (p-unc) was found to be 0.00, which is less than the significance level of 0.05. This indicates with 95% confidence that the satisfaction level of employees who left is significantly lower than that of employees who stayed. Hence, we reject the null hypothesis (H<sub>0</sub>) and accept the alternative hypothesis (H<sub>1</sub>), which states that the satisfaction level is lower for employees who leave." ] }, { "cell_type": "code", "execution_count": 31, "id": "741b64cc", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:03.494294Z", "iopub.status.busy": "2023-04-28T09:10:03.493450Z", "iopub.status.idle": "2023-04-28T09:10:03.521788Z", "shell.execute_reply": "2023-04-28T09:10:03.520485Z" }, "papermill": { "duration": 0.061868, "end_time": "2023-04-28T09:10:03.524502", "exception": false, "start_time": "2023-04-28T09:10:03.462634", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>Source</th>\n", " <th>ddof1</th>\n", " <th>ddof2</th>\n", " <th>F</th>\n", " <th>p-unc</th>\n", " <th>np2</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>left</td>\n", " <td>1</td>\n", " <td>14997</td>\n", " <td>2663.881285</td>\n", " <td>0.0</td>\n", " <td>0.150835</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Source ddof1 ddof2 F p-unc np2\n", "0 left 1 14997 2663.881285 0.0 0.150835" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pingouin.anova(dv = 'satisfaction_level', between = 'left',data = hr_data)" ] }, { "cell_type": "markdown", "id": "9bc7263c", "metadata": { "papermill": { "duration": 0.028884, "end_time": "2023-04-28T09:10:03.582981", "exception": false, "start_time": "2023-04-28T09:10:03.554097", "status": "completed" }, "tags": [] }, "source": [ "### 6.3.2 Do employees that leave spend more time in the company than those that stay?\n", "<strong>Hypothesis</strong>\n", "* <p>H<sub>0</sub>: Time spent in the company by employees that left and those that stayed is equal</p>\n", "* <p>H<sub>1</sub>: Time spent in the company by employees that left is more</p>\n", "\n", "According to the boxplot, employees who left the company had a longer average tenure than those who stayed, indicated by the median of 4 years and 3 years respectively. Furthermore, the average tenure of employees who left is higher than those who stayed, with 3.9 years and 3.4 years respectively. The maximum tenure for employees who left the company is 6 years, whereas the maximum for employees who stayed is 10 years." ] }, { "cell_type": "code", "execution_count": 32, "id": "7dd8cffb", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:03.644207Z", "iopub.status.busy": "2023-04-28T09:10:03.643169Z", "iopub.status.idle": "2023-04-28T09:10:03.886581Z", "shell.execute_reply": "2023-04-28T09:10:03.885180Z" }, "papermill": { "duration": 0.276815, "end_time": "2023-04-28T09:10:03.889229", "exception": false, "start_time": "2023-04-28T09:10:03.612414", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 700x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "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>count</th>\n", " <th>mean</th>\n", " <th>std</th>\n", " <th>min</th>\n", " <th>25%</th>\n", " <th>50%</th>\n", " <th>75%</th>\n", " <th>max</th>\n", " </tr>\n", " <tr>\n", " <th>left</th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>11428.0</td>\n", " <td>3.380032</td>\n", " <td>1.562348</td>\n", " <td>2.0</td>\n", " <td>2.0</td>\n", " <td>3.0</td>\n", " <td>4.0</td>\n", " <td>10.0</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>3571.0</td>\n", " <td>3.876505</td>\n", " <td>0.977698</td>\n", " <td>2.0</td>\n", " <td>3.0</td>\n", " <td>4.0</td>\n", " <td>5.0</td>\n", " <td>6.0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " count mean std min 25% 50% 75% max\n", "left \n", "0 11428.0 3.380032 1.562348 2.0 2.0 3.0 4.0 10.0\n", "1 3571.0 3.876505 0.977698 2.0 3.0 4.0 5.0 6.0" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sns.boxplot(y='time_spend_company',x='left', data = hr_data, hue = 'left')\n", "plt.xlabel('Left')\n", "plt.ylabel('Time spent in company in years')\n", "plt.title('Time spent in company')\n", "plt.xticks([0,1],['No','Yes'])\n", "plt.legend(\"\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "hr_data.groupby('left')['time_spend_company'].describe()" ] }, { "cell_type": "markdown", "id": "cc345078", "metadata": { "papermill": { "duration": 0.029738, "end_time": "2023-04-28T09:10:03.949057", "exception": false, "start_time": "2023-04-28T09:10:03.919319", "status": "completed" }, "tags": [] }, "source": [ "<strong>Is the difference in time spent in the company by employees that stayed and those that left significant?</strong>\n", "\n", "Based on the ANOVA tests, we can conclude with 95% confidence that there is a significant difference between the time spent at the company by employees who left and those who did not, as indicated by a p-value of 0.000. Therefore, we reject the null hypothesis in favor of the alternative hypothesis that states the time spent in the company by employees who left is greater. This suggests that employees who have been with the company for a longer time are more likely to leave than those who are newly recruited." ] }, { "cell_type": "code", "execution_count": 33, "id": "857d8307", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:04.012140Z", "iopub.status.busy": "2023-04-28T09:10:04.011284Z", "iopub.status.idle": "2023-04-28T09:10:04.037461Z", "shell.execute_reply": "2023-04-28T09:10:04.036078Z" }, "papermill": { "duration": 0.061324, "end_time": "2023-04-28T09:10:04.040550", "exception": false, "start_time": "2023-04-28T09:10:03.979226", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>Source</th>\n", " <th>ddof1</th>\n", " <th>ddof2</th>\n", " <th>F</th>\n", " <th>p-unc</th>\n", " <th>np2</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>left</td>\n", " <td>1</td>\n", " <td>14997</td>\n", " <td>321.277313</td>\n", " <td>4.207680e-71</td>\n", " <td>0.020973</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Source ddof1 ddof2 F p-unc np2\n", "0 left 1 14997 321.277313 4.207680e-71 0.020973" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pingouin.anova(data = hr_data, dv = 'time_spend_company', between = 'left')" ] }, { "cell_type": "markdown", "id": "fb08e0ae", "metadata": { "papermill": { "duration": 0.030285, "end_time": "2023-04-28T09:10:04.101024", "exception": false, "start_time": "2023-04-28T09:10:04.070739", "status": "completed" }, "tags": [] }, "source": [ "### 6.3.3 The number of projects by employees that left is not equal to those that stayed\n", "<strong>Hypothesis</strong>\n", "* <p>H<sub>0</sub>: The number of projects by employees that stayed and those that left is equal</p>\n", "* <p>H<sub>1</sub>: The number of projects by employees that stayed is not equal to those that left</p>\n", "\n", "Summary statistics reveal that there is no significant difference in the median number of projects completed by employees who left the company and those who remained. However, there is a slight disparity in their means. The violin plot indicates that a considerable proportion of employees who left the company worked on only two projects, evidenced by the bulge at the value of 2. In contrast, most employees who stayed at the company worked on three or four projects, with a minority working on two or six projects. This observation is consistent with the summary statistics, which indicate that up to the 40th percentile of employees who stayed at the company worked on three projects, while those who left the company worked on only two projects." ] }, { "cell_type": "code", "execution_count": 34, "id": "6f9116f6", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:04.164989Z", "iopub.status.busy": "2023-04-28T09:10:04.164542Z", "iopub.status.idle": "2023-04-28T09:10:04.527843Z", "shell.execute_reply": "2023-04-28T09:10:04.526160Z" }, "papermill": { "duration": 0.399137, "end_time": "2023-04-28T09:10:04.530905", "exception": false, "start_time": "2023-04-28T09:10:04.131768", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>count</th>\n", " <th>mean</th>\n", " <th>std</th>\n", " <th>min</th>\n", " <th>0%</th>\n", " <th>10%</th>\n", " <th>30%</th>\n", " <th>40%</th>\n", " <th>50%</th>\n", " <th>60%</th>\n", " <th>70%</th>\n", " <th>90%</th>\n", " <th>max</th>\n", " </tr>\n", " <tr>\n", " <th>left</th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>11428.0</td>\n", " <td>3.786664</td>\n", " <td>0.979884</td>\n", " <td>2.0</td>\n", " <td>2.0</td>\n", " <td>3.0</td>\n", " <td>3.0</td>\n", " <td>3.0</td>\n", " <td>4.0</td>\n", " <td>4.0</td>\n", " <td>4.0</td>\n", " <td>5.0</td>\n", " <td>6.0</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>3571.0</td>\n", " <td>3.855503</td>\n", " <td>1.818165</td>\n", " <td>2.0</td>\n", " <td>2.0</td>\n", " <td>2.0</td>\n", " <td>2.0</td>\n", " <td>2.0</td>\n", " <td>4.0</td>\n", " <td>5.0</td>\n", " <td>5.0</td>\n", " <td>6.0</td>\n", " <td>7.0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " count mean std min 0% 10% 30% 40% 50% 60% 70% \\\n", "left \n", "0 11428.0 3.786664 0.979884 2.0 2.0 3.0 3.0 3.0 4.0 4.0 4.0 \n", "1 3571.0 3.855503 1.818165 2.0 2.0 2.0 2.0 2.0 4.0 5.0 5.0 \n", "\n", " 90% max \n", "left \n", "0 5.0 6.0 \n", "1 6.0 7.0 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 700x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(hr_data.groupby('left')['number_project'].describe(percentiles=[0,.1,.3,.4,.6,.7,.9]))\n", "print()\n", "sns.violinplot(x = 'left', y = 'number_project', data = hr_data, hue = 'left')\n", "plt.ylabel('Number of project')\n", "plt.xlabel('Left')\n", "plt.title('Number of projects of employees')\n", "plt.xticks([0,1],['No','Yes'])\n", "plt.legend(\"\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "132f651a", "metadata": { "papermill": { "duration": 0.03066, "end_time": "2023-04-28T09:10:04.594076", "exception": false, "start_time": "2023-04-28T09:10:04.563416", "status": "completed" }, "tags": [] }, "source": [ "<strong>Are the differences significant?</strong>\n", "\n", "Based on the t-test results with a p-value of 0.03, we can conclude with 95% confidence that there is a significant difference in the number of projects worked on by employees who left the company and those who stayed. Although the summary statistics suggest no difference in medians, further analysis using t-tests accounts for the distribution of the data and reveals differences. Therefore, we reject the null hypothesis (H<sub>0</sub>) in favor of the alternative hypothesis (H<sub>1</sub>) which states that the number of projects worked on by employees who stayed is not equal to those who left." ] }, { "cell_type": "code", "execution_count": 35, "id": "812ffdcf", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:04.658490Z", "iopub.status.busy": "2023-04-28T09:10:04.657456Z", "iopub.status.idle": "2023-04-28T09:10:04.686031Z", "shell.execute_reply": "2023-04-28T09:10:04.684655Z" }, "papermill": { "duration": 0.063477, "end_time": "2023-04-28T09:10:04.688529", "exception": false, "start_time": "2023-04-28T09:10:04.625052", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>T</th>\n", " <th>dof</th>\n", " <th>alternative</th>\n", " <th>p-val</th>\n", " <th>CI95%</th>\n", " <th>cohen-d</th>\n", " <th>BF10</th>\n", " <th>power</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>T-test</th>\n", " <td>2.166342</td>\n", " <td>4236.542893</td>\n", " <td>two-sided</td>\n", " <td>0.030341</td>\n", " <td>[0.01, 0.13]</td>\n", " <td>0.055862</td>\n", " <td>0.225</td>\n", " <td>0.829884</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " T dof alternative p-val CI95% cohen-d \\\n", "T-test 2.166342 4236.542893 two-sided 0.030341 [0.01, 0.13] 0.055862 \n", "\n", " BF10 power \n", "T-test 0.225 0.829884 " ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "proj_left = hr_data.loc[hr_data.left == 1, 'number_project']\n", "proj_stay = hr_data.loc[hr_data.left == 0, 'number_project']\n", "\n", "pingouin.ttest(x = proj_left, y = proj_stay, alternative = 'two-sided', paired = False, confidence = 0.95)" ] }, { "cell_type": "markdown", "id": "d349bd5b", "metadata": { "jupyter": { "outputs_hidden": true }, "papermill": { "duration": 0.031671, "end_time": "2023-04-28T09:10:04.751505", "exception": false, "start_time": "2023-04-28T09:10:04.719834", "status": "completed" }, "tags": [] }, "source": [ "### 6.3.4 The average monthly hours for the employees that leave is more than those that stay?\n", "- <p>H<sub>0</sub>: The average monthly hours for employees that left and those that stayed is the same</p>\n", "- <p>H<sub>1</sub>: The average monthly hours for employees that left is more</p>\n", "\n", "Employees who left the company had worked for longer hours than those who stayed, with a median of 224 hours compared to 198 hours. The average number of hours worked was also higher among employees who left, with an average of 207 hours compared to 199 hours for those who stayed. Furthermore, it was observed that the minimum and maximum number of hours worked were higher among employees who left, suggesting that these employees tended to work for longer hours." ] }, { "cell_type": "code", "execution_count": 36, "id": "96308c1d", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:04.816619Z", "iopub.status.busy": "2023-04-28T09:10:04.815373Z", "iopub.status.idle": "2023-04-28T09:10:05.108147Z", "shell.execute_reply": "2023-04-28T09:10:05.106776Z" }, "papermill": { "duration": 0.328086, "end_time": "2023-04-28T09:10:05.110817", "exception": false, "start_time": "2023-04-28T09:10:04.782731", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 500x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " count mean std min 25% 50% 75% max\n", "left \n", "0 11428.0 199.060203 45.682731 96.0 162.0 198.0 238.0 287.0\n", "1 3571.0 207.419210 61.202825 126.0 146.0 224.0 262.0 310.0\n" ] } ], "source": [ "sns.catplot(x = 'left', y = 'average_monthly_hours', data = hr_data, kind = 'boxen', hue='left')\n", "plt.title('Average monthly hours of employees')\n", "plt.xlabel('Left')\n", "plt.ylabel('Average monthly hours')\n", "plt.xticks([0,1],['No','Yes'])\n", "plt.tight_layout()\n", "plt.show()\n", "print()\n", "print(hr_data.groupby('left')['average_monthly_hours'].describe())" ] }, { "cell_type": "markdown", "id": "9e5e6188", "metadata": { "papermill": { "duration": 0.031529, "end_time": "2023-04-28T09:10:05.174262", "exception": false, "start_time": "2023-04-28T09:10:05.142733", "status": "completed" }, "tags": [] }, "source": [ "<strong>Is this difference significant?</strong>\n", "\n", "Based on the results of the t-test analysis, we can conclude with 95% confidence that the average monthly working hours of employees who left the company is significantly higher than that of employees who stayed, as indicated by a p-value of 0.000, which is less than the predefined significance level of 0.05. The estimated difference between the two groups is at least 6.5 hours. Therefore, we reject the null hypothesis (H<sub>0</sub>) in favor of the alternative hypothesis (H<sub>1</sub>) that the average monthly working hours of employees who left the company is greater." ] }, { "cell_type": "code", "execution_count": 37, "id": "67af240d", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:05.240264Z", "iopub.status.busy": "2023-04-28T09:10:05.239254Z", "iopub.status.idle": "2023-04-28T09:10:05.263058Z", "shell.execute_reply": "2023-04-28T09:10:05.261760Z" }, "papermill": { "duration": 0.059554, "end_time": "2023-04-28T09:10:05.265564", "exception": false, "start_time": "2023-04-28T09:10:05.206010", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>T</th>\n", " <th>dof</th>\n", " <th>alternative</th>\n", " <th>p-val</th>\n", " <th>CI95%</th>\n", " <th>cohen-d</th>\n", " <th>BF10</th>\n", " <th>power</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>T-test</th>\n", " <td>7.532289</td>\n", " <td>4875.061919</td>\n", " <td>greater</td>\n", " <td>2.953527e-14</td>\n", " <td>[6.53, inf]</td>\n", " <td>0.167792</td>\n", " <td>8.236e+10</td>\n", " <td>1.0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " T dof alternative p-val CI95% \\\n", "T-test 7.532289 4875.061919 greater 2.953527e-14 [6.53, inf] \n", "\n", " cohen-d BF10 power \n", "T-test 0.167792 8.236e+10 1.0 " ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "left_employees_hours = hr_data[hr_data['left'] == 1]['average_monthly_hours']\n", "stayed_employees_hours = hr_data[hr_data['left'] == 0]['average_monthly_hours']\n", "\n", "pingouin.ttest(x = left_employees_hours, y = stayed_employees_hours, alternative = 'greater', confidence = 0.95)" ] }, { "cell_type": "markdown", "id": "df60c583", "metadata": { "papermill": { "duration": 0.031782, "end_time": "2023-04-28T09:10:05.329428", "exception": false, "start_time": "2023-04-28T09:10:05.297646", "status": "completed" }, "tags": [] }, "source": [ "### 6.3.5 The last evaluation score was lower for employees that leave than for those that stay?\n", "\n", "- <p>H<sub>0</sub>: The last evaluation score for employees that left and those that stayed is the same</p>\n", "- <p>H<sub>1</sub>: The last evaluation score for employees that left is not the same</p>\n", "\n", "Based on the summary statistics, there is little difference in the average evaluation scores of employees who left and those who stayed. The median difference in the last evaluation scores between the two groups is 0.08. Using pairwise tests at a confidence level of 95%, we find that there is no statistically significant difference in the evaluation scores between employees who left and those who stayed, as indicated by a p-value of 0.46, which is greater than the significance level of 0.05. Therefore, we fail to reject the null hypothesis and conclude that the last evaluation score for employees who left and those who stayed is the same." ] }, { "cell_type": "code", "execution_count": 38, "id": "5bba6baf", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:05.395738Z", "iopub.status.busy": "2023-04-28T09:10:05.395270Z", "iopub.status.idle": "2023-04-28T09:10:05.439940Z", "shell.execute_reply": "2023-04-28T09:10:05.438584Z" }, "papermill": { "duration": 0.080774, "end_time": "2023-04-28T09:10:05.442616", "exception": false, "start_time": "2023-04-28T09:10:05.361842", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "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>Contrast</th>\n", " <th>A</th>\n", " <th>B</th>\n", " <th>Paired</th>\n", " <th>Parametric</th>\n", " <th>T</th>\n", " <th>dof</th>\n", " <th>alternative</th>\n", " <th>p-unc</th>\n", " <th>BF10</th>\n", " <th>hedges</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>left</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>False</td>\n", " <td>True</td>\n", " <td>-0.725342</td>\n", " <td>5154.893462</td>\n", " <td>two-sided</td>\n", " <td>0.468275</td>\n", " <td>0.028</td>\n", " <td>-0.015418</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Contrast A B Paired Parametric T dof alternative \\\n", "0 left 0 1 False True -0.725342 5154.893462 two-sided \n", "\n", " p-unc BF10 hedges \n", "0 0.468275 0.028 -0.015418 " ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hr_data.groupby('left')['last_evaluation'].describe()\n", "print()\n", "pingouin.pairwise_tests(dv = 'last_evaluation', between = 'left', data = hr_data, alternative = 'two-sided')" ] }, { "cell_type": "markdown", "id": "85ee7037", "metadata": { "papermill": { "duration": 0.031912, "end_time": "2023-04-28T09:10:05.507335", "exception": false, "start_time": "2023-04-28T09:10:05.475423", "status": "completed" }, "tags": [] }, "source": [ "### 6.3.6 Recommendations\n", "1. Our analysis in section 4 indicates that employees who left the company were less satisfied than those who stayed. To improve employee retention, it is recommended that the company takes measures to ensure that its employees are satisfied. Our findings also suggest that monthly working hours, salary, and promotions may not be significant factors affecting employee satisfaction. Further research is recommended to identify factors to improve employee satisfaction.\n", "\n", "2. Our analysis indicates that employees who left had longer tenures with the company. Studies have shown that long-serving employees may leave due to inadequate pay, lack of opportunities for career advancement, and limited growth prospects. Therefore, further research is recommended to identify strategies to retain long-serving employees.\n", "\n", "3. It is recommended that the company ensure the fair distribution of projects among employees to promote equity and minimize employee dissatisfaction.\n", "\n", "4. Our analysis suggests that employees who left worked longer hours per month than those who stayed, indicating the possibility of overwork. To address this, the company should consider implementing standardized working hours and offering overtime pay for employees who work additional hours." ] }, { "cell_type": "code", "execution_count": null, "id": "6761c01a", "metadata": { "papermill": { "duration": 0.031974, "end_time": "2023-04-28T09:10:05.571620", "exception": false, "start_time": "2023-04-28T09:10:05.539646", "status": "completed" }, "tags": [] }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 50.610757, "end_time": "2023-04-28T09:10:06.527645", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T09:09:15.916888", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/549/127549495.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz
{ "cells": [ { "cell_type": "markdown", "id": "7b451a0d", "metadata": { "id": "GF4WsCxg-lL9", "papermill": { "duration": 0.011692, "end_time": "2023-04-28T09:09:35.795999", "exception": false, "start_time": "2023-04-28T09:09:35.784307", "status": "completed" }, "tags": [] }, "source": [ "# Final Project\n", "\n", "As in all machine learning problems you should complete the following steps:\n", "1. Load and explore the data (using plots and histograms )\n", "2. Clean/preprocess/transform the data if necessary (first performed on training data and next on test data)\n", "3. Train the machine learning model (in this assignment two models, one linear and one non-linear)\n", "4. Evaluate and optimise the model\n", "\n", "However, while performing the steps you should consider our main goals and research questions for doing this project and try to adress them. This can be either in each step or afterwards in discussion and conclusion section (your call!). Below are the research question we are interested in:\n", "\n", "* What are the necessary step to clean and prepare the dataset as we have categorial features and missing data.\n", "* What model/classifier provides the best result for this application.\n", "* What is the best choice for our cost function and performance metrics for this problem.\n", "\n", "Please also note the following points during the assignment:\n", "\n", "* Use functions from open source libraries like sci-kit learn and keras and avoid using your own hand-written functions from previous assignments. You can also use our [cheatsheet](https://colab.research.google.com/drive/12h-QBlsaWXkjGIRoJXfF4yqi1elnX9qn?usp=sharing).\n", "* Feel free to contact us on Teams if you need more description.\n", "* This notebook is structured like a scientific paper. The text should provide a high-level overview of your approach. Please don't include any details about your code in the text but add them as comments in the code itself. Your code should be cleane and readable with enough comments.\n", "* There are some instructions and questions in each section, remove the highlighted text in blue and replace it with your explanations and answers.\n", "\n", "You can delete this section before submission." ] }, { "cell_type": "code", "execution_count": 1, "id": "26270124", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:35.819952Z", "iopub.status.busy": "2023-04-28T09:09:35.819401Z", "iopub.status.idle": "2023-04-28T09:09:35.836679Z", "shell.execute_reply": "2023-04-28T09:09:35.835819Z" }, "papermill": { "duration": 0.032692, "end_time": "2023-04-28T09:09:35.839382", "exception": false, "start_time": "2023-04-28T09:09:35.806690", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/kaggle/input/house-prices-advanced-regression-techniques/sample_submission.csv\n", "/kaggle/input/house-prices-advanced-regression-techniques/data_description.txt\n", "/kaggle/input/house-prices-advanced-regression-techniques/train.csv\n", "/kaggle/input/house-prices-advanced-regression-techniques/test.csv\n" ] } ], "source": [ "# This Python 3 environment comes with many helpful analytics libraries installed\n", "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n", "# For example, here's several helpful packages to load\n", "\n", "import numpy as np # linear algebra\n", "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", "\n", "# Input data files are available in the read-only \"../input/\" directory\n", "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n", "\n", "import os\n", "for dirname, _, filenames in os.walk('/kaggle/input'):\n", " for filename in filenames:\n", " print(os.path.join(dirname, filename))\n", "\n", "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n", "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session" ] }, { "cell_type": "markdown", "id": "043d2c90", "metadata": { "id": "3NnAgB-y0knj", "papermill": { "duration": 0.010196, "end_time": "2023-04-28T09:09:35.860151", "exception": false, "start_time": "2023-04-28T09:09:35.849955", "status": "completed" }, "tags": [] }, "source": [ "## 1. Introduction\n" ] }, { "cell_type": "markdown", "id": "92fd6a0a", "metadata": { "id": "DPJV5e8sDVnT", "papermill": { "duration": 0.011472, "end_time": "2023-04-28T09:09:35.882107", "exception": false, "start_time": "2023-04-28T09:09:35.870635", "status": "completed" }, "tags": [] }, "source": [ "<font color=#6698FF> Please write your name, username in Kaggle, score and Leaderboard rank here.\n" ] }, { "cell_type": "markdown", "id": "f12b7eb3", "metadata": { "papermill": { "duration": 0.010253, "end_time": "2023-04-28T09:09:35.902791", "exception": false, "start_time": "2023-04-28T09:09:35.892538", "status": "completed" }, "tags": [] }, "source": [ "Emirhan Ozturkoglu" ] }, { "cell_type": "markdown", "id": "b6c45be8", "metadata": { "id": "PB7FLdQn-dmK", "papermill": { "duration": 0.01017, "end_time": "2023-04-28T09:09:35.923579", "exception": false, "start_time": "2023-04-28T09:09:35.913409", "status": "completed" }, "tags": [] }, "source": [ "## 2. Data\n" ] }, { "cell_type": "markdown", "id": "d195b6e1", "metadata": { "id": "vfGikOxUAxJB", "papermill": { "duration": 0.010174, "end_time": "2023-04-28T09:09:35.944168", "exception": false, "start_time": "2023-04-28T09:09:35.933994", "status": "completed" }, "tags": [] }, "source": [ "### 2.1 Dataset\n", "<font color=#6698FF>In this section, we load and explore the dataset. " ] }, { "cell_type": "code", "execution_count": 2, "id": "20042544", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:35.967839Z", "iopub.status.busy": "2023-04-28T09:09:35.966604Z", "iopub.status.idle": "2023-04-28T09:09:37.273497Z", "shell.execute_reply": "2023-04-28T09:09:37.272101Z" }, "papermill": { "duration": 1.32156, "end_time": "2023-04-28T09:09:37.276169", "exception": false, "start_time": "2023-04-28T09:09:35.954609", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1460, 81)\n" ] }, { "data": { "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>MSSubClass</th>\n", " <th>MSZoning</th>\n", " <th>LotFrontage</th>\n", " <th>LotArea</th>\n", " <th>Street</th>\n", " <th>Alley</th>\n", " <th>LotShape</th>\n", " <th>LandContour</th>\n", " <th>Utilities</th>\n", " <th>...</th>\n", " <th>PoolArea</th>\n", " <th>PoolQC</th>\n", " <th>Fence</th>\n", " <th>MiscFeature</th>\n", " <th>MiscVal</th>\n", " <th>MoSold</th>\n", " <th>YrSold</th>\n", " <th>SaleType</th>\n", " <th>SaleCondition</th>\n", " <th>SalePrice</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>1</td>\n", " <td>60</td>\n", " <td>RL</td>\n", " <td>65.0</td>\n", " <td>8450</td>\n", " <td>Pave</td>\n", " <td>NaN</td>\n", " <td>Reg</td>\n", " <td>Lvl</td>\n", " <td>AllPub</td>\n", " <td>...</td>\n", " <td>0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>0</td>\n", " <td>2</td>\n", " <td>2008</td>\n", " <td>WD</td>\n", " <td>Normal</td>\n", " <td>208500</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2</td>\n", " <td>20</td>\n", " <td>RL</td>\n", " <td>80.0</td>\n", " <td>9600</td>\n", " <td>Pave</td>\n", " <td>NaN</td>\n", " <td>Reg</td>\n", " <td>Lvl</td>\n", " <td>AllPub</td>\n", " <td>...</td>\n", " <td>0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>0</td>\n", " <td>5</td>\n", " <td>2007</td>\n", " <td>WD</td>\n", " <td>Normal</td>\n", " <td>181500</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>3</td>\n", " <td>60</td>\n", " <td>RL</td>\n", " <td>68.0</td>\n", " <td>11250</td>\n", " <td>Pave</td>\n", " <td>NaN</td>\n", " <td>IR1</td>\n", " <td>Lvl</td>\n", " <td>AllPub</td>\n", " <td>...</td>\n", " <td>0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>0</td>\n", " <td>9</td>\n", " <td>2008</td>\n", " <td>WD</td>\n", " <td>Normal</td>\n", " <td>223500</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>4</td>\n", " <td>70</td>\n", " <td>RL</td>\n", " <td>60.0</td>\n", " <td>9550</td>\n", " <td>Pave</td>\n", " <td>NaN</td>\n", " <td>IR1</td>\n", " <td>Lvl</td>\n", " <td>AllPub</td>\n", " <td>...</td>\n", " <td>0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>0</td>\n", " <td>2</td>\n", " <td>2006</td>\n", " <td>WD</td>\n", " <td>Abnorml</td>\n", " <td>140000</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>5</td>\n", " <td>60</td>\n", " <td>RL</td>\n", " <td>84.0</td>\n", " <td>14260</td>\n", " <td>Pave</td>\n", " <td>NaN</td>\n", " <td>IR1</td>\n", " <td>Lvl</td>\n", " <td>AllPub</td>\n", " <td>...</td>\n", " <td>0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>0</td>\n", " <td>12</td>\n", " <td>2008</td>\n", " <td>WD</td>\n", " <td>Normal</td>\n", " <td>250000</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "<p>5 rows × 81 columns</p>\n", "</div>" ], "text/plain": [ " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", "0 1 60 RL 65.0 8450 Pave NaN Reg \n", "1 2 20 RL 80.0 9600 Pave NaN Reg \n", "2 3 60 RL 68.0 11250 Pave NaN IR1 \n", "3 4 70 RL 60.0 9550 Pave NaN IR1 \n", "4 5 60 RL 84.0 14260 Pave NaN IR1 \n", "\n", " LandContour Utilities ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold \\\n", "0 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n", "1 Lvl AllPub ... 0 NaN NaN NaN 0 5 \n", "2 Lvl AllPub ... 0 NaN NaN NaN 0 9 \n", "3 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n", "4 Lvl AllPub ... 0 NaN NaN NaN 0 12 \n", "\n", " YrSold SaleType SaleCondition SalePrice \n", "0 2008 WD Normal 208500 \n", "1 2007 WD Normal 181500 \n", "2 2008 WD Normal 223500 \n", "3 2006 WD Abnorml 140000 \n", "4 2008 WD Normal 250000 \n", "\n", "[5 rows x 81 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "train = pd.read_csv('/kaggle/input/house-prices-advanced-regression-techniques/train.csv')\n", "print(train.shape)\n", "train.head(5)" ] }, { "cell_type": "code", "execution_count": 3, "id": "eee97f25", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:37.300710Z", "iopub.status.busy": "2023-04-28T09:09:37.299868Z", "iopub.status.idle": "2023-04-28T09:09:37.358956Z", "shell.execute_reply": "2023-04-28T09:09:37.357484Z" }, "papermill": { "duration": 0.074302, "end_time": "2023-04-28T09:09:37.361840", "exception": false, "start_time": "2023-04-28T09:09:37.287538", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1459, 80)\n" ] }, { "data": { "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>MSSubClass</th>\n", " <th>MSZoning</th>\n", " <th>LotFrontage</th>\n", " <th>LotArea</th>\n", " <th>Street</th>\n", " <th>Alley</th>\n", " <th>LotShape</th>\n", " <th>LandContour</th>\n", " <th>Utilities</th>\n", " <th>...</th>\n", " <th>ScreenPorch</th>\n", " <th>PoolArea</th>\n", " <th>PoolQC</th>\n", " <th>Fence</th>\n", " <th>MiscFeature</th>\n", " <th>MiscVal</th>\n", " <th>MoSold</th>\n", " <th>YrSold</th>\n", " <th>SaleType</th>\n", " <th>SaleCondition</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>1461</td>\n", " <td>20</td>\n", " <td>RH</td>\n", " <td>80.0</td>\n", " <td>11622</td>\n", " <td>Pave</td>\n", " <td>NaN</td>\n", " <td>Reg</td>\n", " <td>Lvl</td>\n", " <td>AllPub</td>\n", " <td>...</td>\n", " <td>120</td>\n", " <td>0</td>\n", " <td>NaN</td>\n", " <td>MnPrv</td>\n", " <td>NaN</td>\n", " <td>0</td>\n", " <td>6</td>\n", " <td>2010</td>\n", " <td>WD</td>\n", " <td>Normal</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>1462</td>\n", " <td>20</td>\n", " <td>RL</td>\n", " <td>81.0</td>\n", " <td>14267</td>\n", " <td>Pave</td>\n", " <td>NaN</td>\n", " <td>IR1</td>\n", " <td>Lvl</td>\n", " <td>AllPub</td>\n", " <td>...</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Gar2</td>\n", " <td>12500</td>\n", " <td>6</td>\n", " <td>2010</td>\n", " <td>WD</td>\n", " <td>Normal</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>1463</td>\n", " <td>60</td>\n", " <td>RL</td>\n", " <td>74.0</td>\n", " <td>13830</td>\n", " <td>Pave</td>\n", " <td>NaN</td>\n", " <td>IR1</td>\n", " <td>Lvl</td>\n", " <td>AllPub</td>\n", " <td>...</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>NaN</td>\n", " <td>MnPrv</td>\n", " <td>NaN</td>\n", " <td>0</td>\n", " <td>3</td>\n", " <td>2010</td>\n", " <td>WD</td>\n", " <td>Normal</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>1464</td>\n", " <td>60</td>\n", " <td>RL</td>\n", " <td>78.0</td>\n", " <td>9978</td>\n", " <td>Pave</td>\n", " <td>NaN</td>\n", " <td>IR1</td>\n", " <td>Lvl</td>\n", " <td>AllPub</td>\n", " <td>...</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>0</td>\n", " <td>6</td>\n", " <td>2010</td>\n", " <td>WD</td>\n", " <td>Normal</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>1465</td>\n", " <td>120</td>\n", " <td>RL</td>\n", " <td>43.0</td>\n", " <td>5005</td>\n", " <td>Pave</td>\n", " <td>NaN</td>\n", " <td>IR1</td>\n", " <td>HLS</td>\n", " <td>AllPub</td>\n", " <td>...</td>\n", " <td>144</td>\n", " <td>0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>0</td>\n", " <td>1</td>\n", " <td>2010</td>\n", " <td>WD</td>\n", " <td>Normal</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "<p>5 rows × 80 columns</p>\n", "</div>" ], "text/plain": [ " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", "0 1461 20 RH 80.0 11622 Pave NaN Reg \n", "1 1462 20 RL 81.0 14267 Pave NaN IR1 \n", "2 1463 60 RL 74.0 13830 Pave NaN IR1 \n", "3 1464 60 RL 78.0 9978 Pave NaN IR1 \n", "4 1465 120 RL 43.0 5005 Pave NaN IR1 \n", "\n", " LandContour Utilities ... ScreenPorch PoolArea PoolQC Fence MiscFeature \\\n", "0 Lvl AllPub ... 120 0 NaN MnPrv NaN \n", "1 Lvl AllPub ... 0 0 NaN NaN Gar2 \n", "2 Lvl AllPub ... 0 0 NaN MnPrv NaN \n", "3 Lvl AllPub ... 0 0 NaN NaN NaN \n", "4 HLS AllPub ... 144 0 NaN NaN NaN \n", "\n", " MiscVal MoSold YrSold SaleType SaleCondition \n", "0 0 6 2010 WD Normal \n", "1 12500 6 2010 WD Normal \n", "2 0 3 2010 WD Normal \n", "3 0 6 2010 WD Normal \n", "4 0 1 2010 WD Normal \n", "\n", "[5 rows x 80 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test = pd.read_csv('/kaggle/input/house-prices-advanced-regression-techniques/test.csv')\n", "print(test.shape)\n", "test.head(5)" ] }, { "cell_type": "code", "execution_count": 4, "id": "17887fc5", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:37.386643Z", "iopub.status.busy": "2023-04-28T09:09:37.386242Z", "iopub.status.idle": "2023-04-28T09:09:37.401106Z", "shell.execute_reply": "2023-04-28T09:09:37.399757Z" }, "papermill": { "duration": 0.030568, "end_time": "2023-04-28T09:09:37.404040", "exception": false, "start_time": "2023-04-28T09:09:37.373472", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "#with this part of code we are dropping the IDS of the homes since they are not needed for the prediction\n", "\n", "train_Ids = train.Id\n", "test_Ids = test.Id\n", "train = train.drop('Id', axis=1)\n", "test = test.drop('Id', axis = 1)\n" ] }, { "cell_type": "markdown", "id": "0fc8b36a", "metadata": { "id": "udqAFg1C3JHe", "papermill": { "duration": 0.010988, "end_time": "2023-04-28T09:09:37.426958", "exception": false, "start_time": "2023-04-28T09:09:37.415970", "status": "completed" }, "tags": [] }, "source": [ "###### 2.1.1 Train-test split\n", "<font color=#6698FF>In the below, we split the train data into a test and a train set. Set a value for the `test_size` yourself. Argue why the test value can not be too small or too large. You can also use k-fold cross validation.\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "d73e0d42", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:37.451474Z", "iopub.status.busy": "2023-04-28T09:09:37.451054Z", "iopub.status.idle": "2023-04-28T09:09:37.706756Z", "shell.execute_reply": "2023-04-28T09:09:37.705363Z" }, "papermill": { "duration": 0.27145, "end_time": "2023-04-28T09:09:37.709708", "exception": false, "start_time": "2023-04-28T09:09:37.438258", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1022, 80)\n", "(438, 80)\n" ] } ], "source": [ "from sklearn.model_selection import train_test_split\n", "X_train, X_test = train_test_split(train, test_size=0.3,shuffle=True, random_state=102)\n", "\n", "print(X_train.shape)\n", "print(X_test.shape)" ] }, { "cell_type": "markdown", "id": "f4dfc320", "metadata": { "id": "QN5jS2_p_Y9N", "papermill": { "duration": 0.011016, "end_time": "2023-04-28T09:09:37.732501", "exception": false, "start_time": "2023-04-28T09:09:37.721485", "status": "completed" }, "tags": [] }, "source": [ "### 2.2 Data Exploration\n", "\n", "<font color=#6698FF> Explore the features and target variables of the dataset. Think about making some scatter plots, box plots, histograms or printing the data, but feel free to choose any method that suits you.\n", "What do you think is the right performance\n", "metric to use for this dataset? Clearly explain which performance metric you\n", "choose and why.\n", "Algorithmic bias can be a real problem in Machine Learning. Explain what you believe.</font>" ] }, { "cell_type": "code", "execution_count": 6, "id": "0666e134", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:37.757640Z", "iopub.status.busy": "2023-04-28T09:09:37.756716Z", "iopub.status.idle": "2023-04-28T09:09:44.968424Z", "shell.execute_reply": "2023-04-28T09:09:44.967045Z" }, "papermill": { "duration": 7.242669, "end_time": "2023-04-28T09:09:44.986736", "exception": false, "start_time": "2023-04-28T09:09:37.744067", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:>" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 3000x900 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr = train.corr()\n", "f, ax = plt.subplots(figsize=(30,9))\n", "sns.heatmap(corr, cmap=\"coolwarm\", annot=True)" ] }, { "cell_type": "markdown", "id": "78072a18", "metadata": { "papermill": { "duration": 0.03032, "end_time": "2023-04-28T09:09:45.049635", "exception": false, "start_time": "2023-04-28T09:09:45.019315", "status": "completed" }, "tags": [] }, "source": [ "From the correlation matrix above, it can be seen that the SalePrice is highy correlated with: OverallQual, Yearbuilt, YearRemodAdd, TotalBsmtSF, 1stFlrSf, GriLivArea, FullBath, TotRmsAbvGrd, GarageCars and GarageArea. So, for those value a seperate correlation matrix is created. " ] }, { "cell_type": "code", "execution_count": 7, "id": "c7d0646f", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:45.109307Z", "iopub.status.busy": "2023-04-28T09:09:45.108849Z", "iopub.status.idle": "2023-04-28T09:09:45.956500Z", "shell.execute_reply": "2023-04-28T09:09:45.955282Z" }, "papermill": { "duration": 0.881713, "end_time": "2023-04-28T09:09:45.960151", "exception": false, "start_time": "2023-04-28T09:09:45.078438", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#saleprice correlation matrix\n", "n = 11 #number of variables for heatmap\n", "collums = corr.nlargest(n, 'SalePrice')['SalePrice'].index\n", "corr_ind = np.corrcoef(train[collums].values.T)\n", "sns.set(font_scale=1.25)\n", "corr_matrix_new = sns.heatmap(corr_ind, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 8}, yticklabels=collums.values, xticklabels=collums.values)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "id": "8621d559", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:09:46.033552Z", "iopub.status.busy": "2023-04-28T09:09:46.033006Z", "iopub.status.idle": "2023-04-28T09:10:04.923580Z", "shell.execute_reply": "2023-04-28T09:10:04.922656Z" }, "papermill": { "duration": 18.944695, "end_time": "2023-04-28T09:10:04.939301", "exception": false, "start_time": "2023-04-28T09:09:45.994606", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.7/site-packages/seaborn/axisgrid.py:2095: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "image/png": 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3pWPhwrWoTXXUx0Qmm4+nb/znOEZs1Xy9Fdpdf+aTX11t5zy605AWM0iLnMWwztQOzUjXuYbRCXFoRhidEIdmhdHN5lpfmzVuaiScdj1b8eaezZwfNrv8zSZtap0TT9mNPVdt4nX8wixMs2rPqUufqdf7/Lrw+YL379Jn16XnJlJ21XtvlnaOh+stW9XmJ60on9We/9cKu5q5hteKeVqjaw6FP/uptefDU2nvTLVzqq3lreivvhfH2/tR+OzPr14Wxq9am+AXdjPqxsIdGcyzG2+8UfF4XE888YSuu+46vfOd79SXvvQlBQKza0i9hzP9/dE5x+35vYcqfpbOVN8t6vd5pXPiyeqv+yw8byqR8f2s8Jh64zaVyMzqPjyJOuPdSFpU+rz059J0qJWGfnH1i0MybWvN0f2+eT+XtJoquX6tsLx4tFK18i0Vx7FV8TFNQ8uX9zY93Fap1K48O3aw6nnxpK3jjlk6q2vWyqfZ5s2+Qweqfj6VmF2cOzXcSnnXqfFtV9jVzGd9bbQNrqd9nk2/Uav/qnVdr++ZTT9Y65h6+2C/cOqN92zi1UibVKleNnv8NZu4dbNG6mozxsuYnSPxtCyreL5jlcx/jC4bJy0081E/5qu+eu1qvW1ovEIf6Hdss4+p97qV5prVzq/V91frJxpNw1b2ObTd7UmDZo6FC8c6sxnHer9vZC2p3uuVHlPP8dXGjo1cr976XG2MXXp+Ml09jaS51ddWzddbaaG3IZXqaivXbbpNu9YUOhFpkbMY1pnaoRnpOtcwOiEOzQijE+LQrDC6VTPqa7PGTY2E065nK6Xj1WaMCZs9lplN2tQ6x29+MptnobO5jl+YhWlWbW4023WJwnh4//abuxUq/Hy+n7vOVxvWaNnym5+0onxWe/5fK+xqmhVeM+dpja45SLXLbrU9H7WuNds1xnqfYxXG3a9e+v3cyDOyudYNNpU1yYknnihJeslLXqKTTz5ZW7du1Q9/+EO97nWvm1V4ruvKMAxNTCTkOHP7msBIqHI2h4LVd4z6fV7pnJ5I9eJUeF5vNOj7WeEx9catNxrM74qu59qlonXGu5G0qPR56c+l6VArDf3i6heHSMjS2NiUb97PJs89vSXXrxWWF49Wqla+peI4VorPXCcS2ayriYn4nMKYD4GAqf7+aMV2pVb564nMPj9r5dNsy0ppHSr/fGGEWyvvOi2+rQy7m+pro21wPe3zbPoNv4dQjfS3Xt8zm36w1jH19sF+4dQb79nEq542qVa9bPb4q5G4dYL5qKu18gCtFwhasm0n94OR21BmO45U8G3obtbtijK70DRSP7qlvnrtar1taE/EUqrGRoy59mOVjqk3jpXmmtXOr9X3V+snGk3DVvQ5tN1zS4NOGgsXjnVmM471ft/IWlK91ys9pp7jq40dG7levfW52hi79Pxa82lpbvW1VfP1VuimNmQu9bVSXW3luk23aeV6RbchLXIWwzpTOzSjfM01jE6IQzPC6IQ4NCuMdumE+tqscVMj4bTr2UrpeLUZY8Jmj2Vmkza1zvGL42yehc7mOn5hFh5XbW4023WJwvC9f9duJ2Y+n+/nrvPVhtVbtqrNT1pRPqs9/68Vdq3j5xJeK+Zpja45SLXLR7U9H7WuNdtnOvU+xyqMu1+99Pu5kWdkcx0Ls6msBU466SQFAgE988wzsw7Dey2t42Tn/O7ZaNDU6FCs6LWFnoPjSY0Oxny/0nBkIKbH9o7V/J2Uew9tMpXRyECs4rtkvfNGBmLKONmi6z62dyx/TGxZNH+dSuGNDMR0aCIp15WWLgnr4Hiy4rGjQzEdnEj6ps3IQEyJVEbrB2O+Xz04OhjTwfFkPo6laVUrjoVp5fdzxskWnV/tPkYGZuJSKUzvfqNBU7ad9c37anEeHcylq5/RoZh6IlZReFXDKohHK1Ur34Xp0+r4tPo+m6lSu9ITtqqWv56wNev7rJZPc8mbVsW5U8Od77xrZZloZdi1zFd9bbQNPjSRrNqeHRxPaumScEP9RiKV8e23C/v/Wv2Cdw2//ubgeFL7Dycq9qNevPcfTpSHPVS9Dy49tzR9avXByVSmYnquHyzvUwvj1UibVKleVmv3quX16FD1vng++tZOMdc8QOuZVu6PYaSCV166M7+TcvMa8qd95qt+zEd99drVeuZgXh8ydiRZtZ8pnKPWmtPVmqcV9nX1xtGbBxeeX62P8q412zlYI2nY6j6Htrt9adCsaxaOdeopU69c2VN2TK4OrKp7XaX0d9XWoArXgQrXmiqNeRMp/79o9q4XWxatuX7mt+7jNxb2fj86WN/a15rVfbl4tmBOLbVuvt5Ki6ENme91m25DWswgLXIWwzpTOzQjXecaRifEgftYOFr5vLWRcVMj4bTr2UrhmnCzxoTNLn+zSZta5/SErYbW9Jt5Hb8wC9PMW0N4wOc5dWkc631+XbjG4P279Nl16bnRsKW07bTluet8tWGNli2/+Ukryme15/+1wm7m/VbSzHlao2sOhT/X2gNRLbyD4/5ridXOqbaWd2ii+l4c77zCeudXL/2eCdZKFy/sZtSNhfuy9zbauXOnHMfRC1/4wnZHRZJkuK62XzCs0aFY0e9HBmJatSyqi88ZLPtsdDCmizcO6va79+R/t34gpu1bh/XUvvGycC7dvE5WwNDFGwc1MlAe1qYNa3X73Xs0MjD977v26J0Fcbr97j3atGGt9v5+PBenjYN6at+4Nm1YWxbeyEAubicft1LHru7T7Xft0fAJq/yvPRTT+a88QbGlUd/7v3jjoCzD8L3O6GBMm88+Xseu7tPoUEy3371Hm88+viic2+/eo4s3lqdf/j6n08/v5+1bh3X7XXuKrn3NLTt12ZZ1vvf8jvNP1TW37Cy6t9I8Gh2KafsFwzK8h3s+eV8tzldsHdb6E1aVl4fpcIOG9K6LRsvyzS/dC+PRStXKt5fm8xmfbmZms9qxbdi3/O3YNiwzO/vOplI+zTVvWhVnwm1tuK0Ou1M00gaPDsW0/oRVFduzizcOauSEVbr9rj26bMs6ra+z34j1R7X39+X99qpl0VyfNhir2pZfunmdfvrrZ8r7m8GYrrhgWMeu7sv316OD/vFed/zKsrHD6FBMW155vDIZN5ceFc5dtSyab8dL06dSvL1zVy+NVu0fjl3dV3bdZvYX1dq9SnntXb9aX0xfBmCx8trVvb+vPE/05pQXbxzUNbfsVGxptGI/480Vnto3XtS3VjumUp9z7Oq+on7yqX3jublVhTC9vnPvs+Nl/Z33c6X7++mvn9GObbMbVzeShvQ5qKVwrFNtXObVo7/78v1l4//b794jyzD0jvNP9R2Llo5BC8OrOK6eXs+KLY3m6/7td+/JrzX5XeedFwzLMo2K48an9o3r2NV9unzLqVWPKV338WsfCuvyFVur18eLNw5q/QmrZLhuy+bUUuvm62i+xTCPrhdpMYO0yCEdWqMZ6TrXMDohDtwHPM0aNzUSTjuerVy2ZZ1+fP8zTZ8fNrv8VU2brf5xrpWeZjbb0Jp+pbSZzXX8wixMM2/eVbjG4cWtdF5Rcc2/5Pn/Nbfs1DvOP1XrB2L5Zw2337VHV2ytnE8B19W373qiLXOF+WrDmlHvZhNGvec0u13oxDlho2sOIwMxjR9Ja3uFsnvF1mGNnLCqqC75HbdqWdT3s2prg5s2rK24lrf+hFVV69OP7899SdUnv3J//rjC536lzwALf652H5dtWadrbtnZtLphuO7iXBl47rnnNDU1pbVr10qSHMfRF7/4Rf32t7/VmWeeqW3bttUVzpVXXql169ZpaGhIkUhEjz32mD7/+c9r5cqVuvXWWxUKhWYVP8fJKhAwNTY21bQdna5hKJFxFE/aioQtmYYhw5CsgCHbcZV1XcUTtiLhgCKhgCzTVCJtK5601ROxFAlZyji2DAWUth3FE7Z6opZCVkBZ11EkEJAMQ2knq1TGUSLlqDcaVNAyNDGVViSUu6YrN/dNBkZW4WBQybSjqURGPZGAoqGgUrYjQ1LANJS2HZmGqazrKpGyFQkFFA5aMgxXE1Np9feGct9+kHUUtoJyslklM45SKUc90aBClqHxqXQu/kFLibSjeCKjSDigUDAg05As01Q8bUtuLm7JlK1oJChDUtbNKhwMyDQMxVO2UmlHS/tCSttuPpxIKKCAaSqRsjWZsNUbtRQN5143lkjaioYthUOWUhlbU/FcmkVClgJylc66yhTcYzJlq6/HUsiyFE/Z+TQOWwEZhpu7bjKjnoilaDAgQ1J8Ok/zv/Op0oV53xOx1BMMyDUMTRVcoyds5RuU0uO9cC3L1PLlvTpwaCp3bjJ3v+Fg7n5rxaOViuMclBUwdCSeVjRcOz6x2JI5Xdtxsjp0qDO/ErqQl3+12pWsaRaVv8KyMVeVytZceXGemq6DzYpzp4TbaN61O76tDLsb66tvGyxVrAuuaSpe0F+FgwEFA6bS032wnXVkmbm+OJHKpVvImm6HE14/E1Bg+vpJO6usq3x43l8SxZO2+nvDythZJZIZLekNyXay+TiFrIAyjqNgICDJVTLtKJlyFI1YClmmAoZkmKZsJ6uU7ShgmHKlong7WVfBgKGsayiVsZWc7p9nxgYBRUOWnKyrtJ1VImlPnzvT15e244Xp2RsNKmSZSqa98U3uuiHTyH/tq//4x1UkaMnOZvP31RsNKho0626T6q2X1dq92X7WDeajrtabB2idUCSkj3zxXkmSYRiyrIBs2yn6prKr3n6G0sl0u6K4aDVSP7qtvrqGoaTtyHUNud48MTwz1wwHTQUMU1Op3Hxs2ZKQXBlKZ5zc/Gy6H5uIz8xRDdNVMBBQImUrmXZm5hPT/VA4FFBm+prFc9OALNOQpueLhXNkO2vn5rvT86ZopHg+7MpV0DJlyNDEVCp/D9783HWVv1a0sP+ycv3BXPqJwjT05qHRsCWj5BqtQNs9tzToxLGwVxYTKVtLekKynZl1i4i3FpKYGQdnp+t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\n", "text/plain": [ "<Figure size 2500x2500 with 110 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set()\n", "data = [\"SalePrice\", \"OverallQual\", \"GrLivArea\", \"GarageCars\",\"TotalBsmtSF\", \"1stFlrSF\", \"FullBath\", \"TotRmsAbvGrd\", \"YearBuilt\", \"YearRemodAdd\"]\n", "sns.pairplot(train[data], size = 2.5)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "fd885cd7", "metadata": { "papermill": { "duration": 0.053467, "end_time": "2023-04-28T09:10:05.046615", "exception": false, "start_time": "2023-04-28T09:10:04.993148", "status": "completed" }, "tags": [] }, "source": [ "At this point, the dependent variable( Saleprice) is checked on outliers, skewness and kurtosis." ] }, { "cell_type": "code", "execution_count": 9, "id": "fd94ee6f", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:05.151097Z", "iopub.status.busy": "2023-04-28T09:10:05.150405Z", "iopub.status.idle": "2023-04-28T09:10:05.761639Z", "shell.execute_reply": "2023-04-28T09:10:05.760121Z" }, "papermill": { "duration": 0.666869, "end_time": "2023-04-28T09:10:05.764229", "exception": false, "start_time": "2023-04-28T09:10:05.097360", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Skewness: 1.882876\n", "Kurtosis: 6.536282\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 500x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#https://www.kaggle.com/code/pmarcelino/comprehensive-data-exploration-with-python#1.-So...-What-can-we-expect?\n", "sns.displot(train['SalePrice'])\n", "plt.title('SalePrice distribution')\n", "print(\"Skewness: %f\" % train['SalePrice'].skew())\n", "print(\"Kurtosis: %f\" % train['SalePrice'].kurt())" ] }, { "cell_type": "code", "execution_count": 10, "id": "dec4affc", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:05.872869Z", "iopub.status.busy": "2023-04-28T09:10:05.871985Z", "iopub.status.idle": "2023-04-28T09:10:06.173873Z", "shell.execute_reply": "2023-04-28T09:10:06.172444Z" }, "papermill": { "duration": 0.362677, "end_time": "2023-04-28T09:10:06.177152", "exception": false, "start_time": "2023-04-28T09:10:05.814475", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy import stats\n", "from scipy.stats import norm, skew\n", "fig = plt.figure()\n", "res = stats.probplot(train['SalePrice'], plot=plt)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "1a19808f", "metadata": { "papermill": { "duration": 0.051913, "end_time": "2023-04-28T09:10:06.279590", "exception": false, "start_time": "2023-04-28T09:10:06.227677", "status": "completed" }, "tags": [] }, "source": [ "It can be seen that in the probability plot, the sale price does not align with the red line(normal distribution representation). It can also be seen that the skewness is 1.88, which means that the SalePrice is skewed to the right. The value 6.5 for the kurtosis means that we have a heavy-tailed distribution with some outliers that have to be taken care of. " ] }, { "cell_type": "code", "execution_count": 11, "id": "f8ec6171", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:06.386465Z", "iopub.status.busy": "2023-04-28T09:10:06.385893Z", "iopub.status.idle": "2023-04-28T09:10:06.954723Z", "shell.execute_reply": "2023-04-28T09:10:06.953767Z" }, "papermill": { "duration": 0.62607, "end_time": "2023-04-28T09:10:06.957404", "exception": false, "start_time": "2023-04-28T09:10:06.331334", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Skewness: 0.121347\n", "Kurtosis: 0.809519\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 500x500 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#https://www.kaggle.com/code/serigne/stacked-regressions-top-4-on-leaderboard\n", "\n", "train['SalePrice'] = np.log1p(train['SalePrice'])\n", "sns.displot(train['SalePrice'])\n", "print(\"Skewness: %f\" % train['SalePrice'].skew())\n", "print(\"Kurtosis: %f\" % train['SalePrice'].kurt())" ] }, { "cell_type": "code", "execution_count": 12, "id": "a5bf5856", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:07.073126Z", "iopub.status.busy": "2023-04-28T09:10:07.072626Z", "iopub.status.idle": "2023-04-28T09:10:07.365517Z", "shell.execute_reply": "2023-04-28T09:10:07.364353Z" }, "papermill": { "duration": 0.350835, "end_time": "2023-04-28T09:10:07.367712", "exception": false, "start_time": "2023-04-28T09:10:07.016877", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy import stats\n", "from scipy.stats import norm, skew\n", "fig = plt.figure()\n", "res = stats.probplot(train['SalePrice'], plot=plt)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2ca2410c", "metadata": { "papermill": { "duration": 0.051841, "end_time": "2023-04-28T09:10:07.471450", "exception": false, "start_time": "2023-04-28T09:10:07.419609", "status": "completed" }, "tags": [] }, "source": [ "From the graphs can be seeb that the SalePrice matches the red line better after that a log(1+x) function is applied to the data." ] }, { "cell_type": "markdown", "id": "05796494", "metadata": { "id": "4A5GsVzgATRu", "papermill": { "duration": 0.051979, "end_time": "2023-04-28T09:10:07.575258", "exception": false, "start_time": "2023-04-28T09:10:07.523279", "status": "completed" }, "tags": [] }, "source": [ "### 2.3 Data Preparation\n", "\n", "<font color=#6698FF> This dataset hasn’t been cleaned yet. Meaning that some attributes (features) are in numerical format and some are in categorial format. Moreover, there are missing values as well. However, all Scikit-learn’s implementations of these algorithms expect numerical features. Check for all features if they are in categorial and use a method to transform them to numerical values. For the numerical data, handle the missing data and normalize the data. \n", "Note that you are only allowed to use training data for preprocessing but you then need to perform similar changes on test data too.\n", "You can use [pipelining](https://scikit-learn.org/stable/modules/generated/sklearn.pipeline.Pipeline.html) to help with the preprocessing.</font>" ] }, { "cell_type": "markdown", "id": "a79257f9", "metadata": { "papermill": { "duration": 0.052043, "end_time": "2023-04-28T09:10:07.680980", "exception": false, "start_time": "2023-04-28T09:10:07.628937", "status": "completed" }, "tags": [] }, "source": [ "We will start by checking on missing values in our data set. \n" ] }, { "cell_type": "code", "execution_count": 13, "id": "012cf6df", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:07.786645Z", "iopub.status.busy": "2023-04-28T09:10:07.786236Z", "iopub.status.idle": "2023-04-28T09:10:07.815891Z", "shell.execute_reply": "2023-04-28T09:10:07.814986Z" }, "papermill": { "duration": 0.085551, "end_time": "2023-04-28T09:10:07.818174", "exception": false, "start_time": "2023-04-28T09:10:07.732623", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2919, 79)\n" ] } ], "source": [ "ntrain = train.shape[0]\n", "ntest = test.shape[0]\n", "y_train = train.SalePrice.values\n", "all_data = pd.concat((train, test)).reset_index(drop=True)\n", "all_data.drop(['SalePrice'], axis=1, inplace=True)\n", "print(all_data.shape)" ] }, { "cell_type": "code", "execution_count": 14, "id": "29af0c0a", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:07.924943Z", "iopub.status.busy": "2023-04-28T09:10:07.923730Z", "iopub.status.idle": "2023-04-28T09:10:07.946609Z", "shell.execute_reply": "2023-04-28T09:10:07.945358Z" }, "papermill": { "duration": 0.078833, "end_time": "2023-04-28T09:10:07.948964", "exception": false, "start_time": "2023-04-28T09:10:07.870131", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>Missing Ratio</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>PoolQC</th>\n", " <td>99.657417</td>\n", " </tr>\n", " <tr>\n", " <th>MiscFeature</th>\n", " <td>96.402878</td>\n", " </tr>\n", " <tr>\n", " <th>Alley</th>\n", " <td>93.216855</td>\n", " </tr>\n", " <tr>\n", " <th>Fence</th>\n", " <td>80.438506</td>\n", " </tr>\n", " <tr>\n", " <th>FireplaceQu</th>\n", " <td>48.646797</td>\n", " </tr>\n", " <tr>\n", " <th>LotFrontage</th>\n", " <td>16.649538</td>\n", " </tr>\n", " <tr>\n", " <th>GarageFinish</th>\n", " <td>5.447071</td>\n", " </tr>\n", " <tr>\n", " <th>GarageQual</th>\n", " <td>5.447071</td>\n", " </tr>\n", " <tr>\n", " <th>GarageCond</th>\n", " <td>5.447071</td>\n", " </tr>\n", " <tr>\n", " <th>GarageYrBlt</th>\n", " <td>5.447071</td>\n", " </tr>\n", " <tr>\n", " <th>GarageType</th>\n", " <td>5.378554</td>\n", " </tr>\n", " <tr>\n", " <th>BsmtExposure</th>\n", " <td>2.809181</td>\n", " </tr>\n", " <tr>\n", " <th>BsmtCond</th>\n", " <td>2.809181</td>\n", " </tr>\n", " <tr>\n", " <th>BsmtQual</th>\n", " <td>2.774923</td>\n", " </tr>\n", " <tr>\n", " <th>BsmtFinType2</th>\n", " <td>2.740665</td>\n", " </tr>\n", " <tr>\n", " <th>BsmtFinType1</th>\n", " <td>2.706406</td>\n", " </tr>\n", " <tr>\n", " <th>MasVnrType</th>\n", " <td>0.822199</td>\n", " </tr>\n", " <tr>\n", " <th>MasVnrArea</th>\n", " <td>0.787941</td>\n", " </tr>\n", " <tr>\n", " <th>MSZoning</th>\n", " <td>0.137033</td>\n", " </tr>\n", " <tr>\n", " <th>BsmtFullBath</th>\n", " <td>0.068517</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Missing Ratio\n", "PoolQC 99.657417\n", "MiscFeature 96.402878\n", "Alley 93.216855\n", "Fence 80.438506\n", "FireplaceQu 48.646797\n", "LotFrontage 16.649538\n", "GarageFinish 5.447071\n", "GarageQual 5.447071\n", "GarageCond 5.447071\n", "GarageYrBlt 5.447071\n", "GarageType 5.378554\n", "BsmtExposure 2.809181\n", "BsmtCond 2.809181\n", "BsmtQual 2.774923\n", "BsmtFinType2 2.740665\n", "BsmtFinType1 2.706406\n", "MasVnrType 0.822199\n", "MasVnrArea 0.787941\n", "MSZoning 0.137033\n", "BsmtFullBath 0.068517" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#finding the missing values ratios, https://www.kaggle.com/code/serigne/stacked-regressions-top-4-on-leaderboard\n", "all_data_miss = (all_data.isnull().sum() / len(all_data)) * 100\n", "all_data_miss = all_data_miss.drop(all_data_miss[all_data_miss == 0].index).sort_values(ascending=False)\n", "missing_data = pd.DataFrame({'Missing Ratio' :all_data_miss})\n", "missing_data.head(20)" ] }, { "cell_type": "markdown", "id": "21174fcd", "metadata": { "papermill": { "duration": 0.064408, "end_time": "2023-04-28T09:10:08.065167", "exception": false, "start_time": "2023-04-28T09:10:08.000759", "status": "completed" }, "tags": [] }, "source": [ "From the graph of the correlation matrix, it can be read that the SalePRice is highly correlated to the GrLivArea and the OverallQuall. from the Plots of all the correlated data can be seen that those two variables have some outliers that have to be removed." ] }, { "cell_type": "code", "execution_count": 15, "id": "fb29200c", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:08.176543Z", "iopub.status.busy": "2023-04-28T09:10:08.175484Z", "iopub.status.idle": "2023-04-28T09:10:08.212909Z", "shell.execute_reply": "2023-04-28T09:10:08.211529Z" }, "papermill": { "duration": 0.094096, "end_time": "2023-04-28T09:10:08.215467", "exception": false, "start_time": "2023-04-28T09:10:08.121371", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(2915, 79)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Remove outliers\n", "train.drop(train[(train['OverallQual']<5) & (train['SalePrice']>200000)].index, inplace=True)\n", "train.drop(train[(train['GrLivArea']>4000) & (train['SalePrice']<300000)].index, inplace=True) \n", "train.reset_index(drop=True, inplace=True)\n", "\n", "# Split features and labels\n", "train_labels = train['SalePrice'].reset_index(drop=True)\n", "train_features = train.drop(['SalePrice'], axis=1)\n", "test_features = test\n", "\n", "# Combine train and test features in order to apply the feature transformation pipeline to the entire dataset\n", "all_data = pd.concat([train_features, test_features]).reset_index(drop=True)\n", "all_data.shape" ] }, { "cell_type": "markdown", "id": "f71f7eaf", "metadata": { "papermill": { "duration": 0.051698, "end_time": "2023-04-28T09:10:08.319480", "exception": false, "start_time": "2023-04-28T09:10:08.267782", "status": "completed" }, "tags": [] }, "source": [ "The missing values will be taken care of by handling them in categories. Hereby, https://www.kaggle.com/code/serigne/stacked-regressions-top-4-on-leaderboard is used as a reference. " ] }, { "cell_type": "code", "execution_count": 16, "id": "57d1ba80", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:08.426780Z", "iopub.status.busy": "2023-04-28T09:10:08.425971Z", "iopub.status.idle": "2023-04-28T09:10:08.464559Z", "shell.execute_reply": "2023-04-28T09:10:08.463201Z" }, "papermill": { "duration": 0.09584, "end_time": "2023-04-28T09:10:08.467493", "exception": false, "start_time": "2023-04-28T09:10:08.371653", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "#for col in ( 'BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2','GarageType', 'GarageFinish', 'GarageQual', 'GarageCond'):\n", " # all_data[col] = all_data[col].fillna('None')\n", "for col in(\"PoolQC\",\"MiscFeature\",\"Alley\", \"Fence\",\"FireplaceQu\",\"MasVnrType\",\"MSSubClass\",\"BsmtQual\", \"BsmtCond\", \"BsmtExposure\", \"BsmtFinType1\", \"BsmtFinType2\",\"GarageType\", \"GarageFinish\", \"GarageQual\", \"GarageCond\"):\n", " all_data[col] = all_data[col].fillna(\"None\")\n", "#for col in ('BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2','GarageType', 'GarageFinish', 'GarageQual', 'GarageCond', \"PoolQC\",\"MiscFeature\",\"Alley\", \"Fence\",\"FireplaceQu\",\"MasVnrType\",'MSSubClass'):\n", " #all_data[col] = pd.get_dummies(all_data[col])\n", "for col in( 'GarageYrBlt', 'GarageArea', 'GarageCars','BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF','TotalBsmtSF', 'BsmtFullBath', 'BsmtHalfBath', \"MasVnrArea\", \"LotFrontage\"):\n", " all_data[col] = all_data[col].fillna(all_data[col].median())\n", "#for col in('MSZoning','Electrical','KitchenQual','Exterior1st','Exterior2nd','SaleType'):\n", " #all_data[col]= all_data[col].fillna(all_data[col].mode()[0])\n", "all_data = all_data.drop(['Utilities'], axis=1)\n", "#all_data = all_data.drop(['MSZoning'], axis = 1)\n", "all_data['MSZoning'] = all_data['MSZoning'].fillna(all_data['MSZoning'].mode()[0])\n", "\n", "#all_data = all_data.drop(['KitchenQual'], axis = 1)\n", "#all_data = all_data.drop(['Exterior1st'], axis = 1)\n", "#all_data = all_data.drop(['Exterior2nd'], axis = 1)\n", "#all_data = all_data.drop(['SaleType'], axis = 1)\n", "all_data['KitchenQual'] = all_data['KitchenQual'].fillna(all_data['KitchenQual'].mode()[0])\n", "all_data['Electrical'] = all_data['Electrical'].fillna(all_data['Electrical'].mode()[0])\n", "all_data['KitchenQual'] = all_data['KitchenQual'].fillna(all_data['KitchenQual'].mode()[0])\n", "all_data['Exterior1st'] = all_data['Exterior1st'].fillna(all_data['Exterior1st'].mode()[0])\n", "all_data['Exterior2nd'] = all_data['Exterior2nd'].fillna(all_data['Exterior2nd'].mode()[0])\n", "all_data['SaleType'] = all_data['SaleType'].fillna(all_data['SaleType'].mode()[0])\n", "#all_data = all_data.dropna(subset=[\"Electrical\"])\n", "all_data[\"Functional\"] = all_data[\"Functional\"].fillna(\"Typ\")" ] }, { "cell_type": "code", "execution_count": 17, "id": "512bd6da", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:08.574342Z", "iopub.status.busy": "2023-04-28T09:10:08.573618Z", "iopub.status.idle": "2023-04-28T09:10:08.593608Z", "shell.execute_reply": "2023-04-28T09:10:08.592716Z" }, "papermill": { "duration": 0.07658, "end_time": "2023-04-28T09:10:08.595916", "exception": false, "start_time": "2023-04-28T09:10:08.519336", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "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>Missing Ratio</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ "Empty DataFrame\n", "Columns: [Missing Ratio]\n", "Index: []" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_data_miss = (all_data.isnull().sum() / len(all_data)) * 100\n", "all_data_miss = all_data_miss.drop(all_data_miss[all_data_miss == 0].index).sort_values(ascending=False)\n", "missing_data = pd.DataFrame({'Missing Ratio' :all_data_miss})\n", "missing_data.head(30)" ] }, { "cell_type": "markdown", "id": "28014caf", "metadata": { "papermill": { "duration": 0.051675, "end_time": "2023-04-28T09:10:08.700253", "exception": false, "start_time": "2023-04-28T09:10:08.648578", "status": "completed" }, "tags": [] }, "source": [ "It can be seen that all the missing values are cleared." ] }, { "cell_type": "code", "execution_count": 18, "id": "bd82d612", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:08.807553Z", "iopub.status.busy": "2023-04-28T09:10:08.806759Z", "iopub.status.idle": "2023-04-28T09:10:08.857376Z", "shell.execute_reply": "2023-04-28T09:10:08.855826Z" }, "papermill": { "duration": 0.107689, "end_time": "2023-04-28T09:10:08.859996", "exception": false, "start_time": "2023-04-28T09:10:08.752307", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2915, 299)\n" ] } ], "source": [ "all_data = pd.get_dummies(all_data)\n", "print(all_data.shape)" ] }, { "cell_type": "code", "execution_count": 19, "id": "a995ffb2", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:08.966920Z", "iopub.status.busy": "2023-04-28T09:10:08.966499Z", "iopub.status.idle": "2023-04-28T09:10:08.973453Z", "shell.execute_reply": "2023-04-28T09:10:08.972257Z" }, "papermill": { "duration": 0.063033, "end_time": "2023-04-28T09:10:08.976105", "exception": false, "start_time": "2023-04-28T09:10:08.913072", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1460, 299)\n", "(1455, 299)\n" ] } ], "source": [ "C_train = all_data[:ntrain]\n", "C_test = all_data[ntrain:]\n", "print(C_train.shape)\n", "print(C_test.shape)" ] }, { "cell_type": "code", "execution_count": 20, "id": "140b37d8", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:09.083793Z", "iopub.status.busy": "2023-04-28T09:10:09.083105Z", "iopub.status.idle": "2023-04-28T09:10:09.088337Z", "shell.execute_reply": "2023-04-28T09:10:09.087359Z" }, "papermill": { "duration": 0.062563, "end_time": "2023-04-28T09:10:09.090621", "exception": false, "start_time": "2023-04-28T09:10:09.028058", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "y_train = train.SalePrice" ] }, { "cell_type": "code", "execution_count": 21, "id": "6f0a337f", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T09:10:09.199188Z", "iopub.status.busy": "2023-04-28T09:10:09.198070Z", "iopub.status.idle": "2023-04-28T09:10:09.314740Z", "shell.execute_reply": "2023-04-28T09:10:09.312965Z" }, "papermill": { "duration": 0.173243, "end_time": "2023-04-28T09:10:09.316521", "exception": true, "start_time": "2023-04-28T09:10:09.143278", "status": "failed" }, "tags": [] }, "outputs": [ { "ename": "ValueError", "evalue": "Found input variables with inconsistent numbers of samples: [1460, 1456]", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/tmp/ipykernel_19/3786101605.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mX_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX_test\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_test\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_test_split\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mC_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtest_size\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.25\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshuffle\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrandom_state\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m102\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 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"train shape\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX_train\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\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[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"test shape\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX_test\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/sklearn/model_selection/_split.py\u001b[0m in \u001b[0;36mtrain_test_split\u001b[0;34m(test_size, train_size, random_state, shuffle, stratify, *arrays)\u001b[0m\n\u001b[1;32m 2415\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"At least one array required as input\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2416\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2417\u001b[0;31m \u001b[0marrays\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mindexable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0marrays\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 2418\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2419\u001b[0m \u001b[0mn_samples\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_num_samples\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marrays\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mindexable\u001b[0;34m(*iterables)\u001b[0m\n\u001b[1;32m 376\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 377\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0m_make_indexable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mX\u001b[0m \u001b[0;32min\u001b[0m \u001b[0miterables\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 378\u001b[0;31m \u001b[0mcheck_consistent_length\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mresult\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 379\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 380\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/opt/conda/lib/python3.7/site-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mcheck_consistent_length\u001b[0;34m(*arrays)\u001b[0m\n\u001b[1;32m 332\u001b[0m raise ValueError(\n\u001b[1;32m 333\u001b[0m \u001b[0;34m\"Found input variables with inconsistent numbers of samples: %r\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 334\u001b[0;31m \u001b[0;34m%\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ml\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0ml\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlengths\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 335\u001b[0m )\n\u001b[1;32m 336\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: Found input variables with inconsistent numbers of samples: [1460, 1456]" ] } ], "source": [ "X_train, X_test, y_train, y_test = train_test_split(C_train, y_train, test_size=0.25, shuffle = True, random_state = 102)\n", "\n", "print(\"train shape\", X_train.shape)\n", "print(\"test shape\", X_test.shape)" ] }, { "cell_type": "markdown", "id": "997b63e7", "metadata": { "id": "IUcc2ue7yrOv", "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "source": [ "\n", "## 3. Training and Results\n", "<font color=#6698FF> Briefly introduce algorithms you choose. \n", "Present your balanced accuracies for both test and training data for all classifiers. Analyse the performance on test and training in terms of bias and variance. Give one advantage and one drawback of the method you use.\n", "<\\font>\n" ] }, { "cell_type": "code", "execution_count": null, "id": "1f1cecf6", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:54:30.384394Z", "iopub.status.busy": "2023-04-28T08:54:30.383943Z", "iopub.status.idle": "2023-04-28T08:54:30.409544Z", "shell.execute_reply": "2023-04-28T08:54:30.408280Z", "shell.execute_reply.started": "2023-04-28T08:54:30.384350Z" }, "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "outputs": [], "source": [ "#standard normalize the data\n", "from sklearn import preprocessing\n", "scaler = preprocessing.StandardScaler().fit(X_train)\n", "X_train_sc = scaler.transform(X_train)\n", "X_test_sc = scaler.transform(X_test)\n", "print(X_train_sc.mean())\n", "print(X_test_sc.mean())" ] }, { "cell_type": "code", "execution_count": null, "id": "653861f7", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:54:32.761924Z", "iopub.status.busy": "2023-04-28T08:54:32.761492Z", "iopub.status.idle": "2023-04-28T08:54:32.851351Z", "shell.execute_reply": "2023-04-28T08:54:32.849891Z", "shell.execute_reply.started": "2023-04-28T08:54:32.761886Z" }, "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "pca = PCA(n_components=250) # doing pca and keeping 250 components\n", "pca = pca.fit(X_train)\n", "\n", "# perform pca on features\n", "X_train_pca=pca.transform(X_train);\n", "X_test_pca=pca.transform(X_test)\n" ] }, { "cell_type": "markdown", "id": "0bd6abca", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "source": [ "Because we are using continuous labels, it was not possible to use a Logistic regression. So, it was chosen to do a linear regression instead." ] }, { "cell_type": "code", "execution_count": null, "id": "2b89df67", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:54:35.474310Z", "iopub.status.busy": "2023-04-28T08:54:35.473101Z", "iopub.status.idle": "2023-04-28T08:54:35.515292Z", "shell.execute_reply": "2023-04-28T08:54:35.513920Z", "shell.execute_reply.started": "2023-04-28T08:54:35.474256Z" }, "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "outputs": [], "source": [ "from sklearn.linear_model import LinearRegression\n", "\n", "lin_model = LinearRegression()\n", "lin_model.fit(X_train_pca, y_train)\n", "\n", "#accuracy - training set\n", "acc_score_train=lin_model.score(X_train_pca, y_train)\n", "print(\"Training data accuracy:\")\n", "print(acc_score_train)\n", "\n", "#accuracy - testing set\n", "acc_score_test = lin_model.score(X_test_pca, y_test)\n", "print(\"Testing data accuracy:\")\n", "print(acc_score_test)" ] }, { "cell_type": "markdown", "id": "f188b09b", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "source": [ "It can be seen that te accuracy of the trainig data is 95% and that of the testing data is 86%" ] }, { "cell_type": "code", "execution_count": null, "id": "8aff9aac", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:54:39.644018Z", "iopub.status.busy": "2023-04-28T08:54:39.643048Z", "iopub.status.idle": "2023-04-28T08:54:39.653412Z", "shell.execute_reply": "2023-04-28T08:54:39.651507Z", "shell.execute_reply.started": "2023-04-28T08:54:39.643973Z" }, "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "outputs": [], "source": [ "from sklearn.metrics import mean_squared_error\n", "\n", "y_test_pred = lin_model.predict(X_test_pca)\n", "lin_RMSE_error = mean_squared_error(y_test, y_test_pred, squared = False)\n", "print(lin_RMSE_error)" ] }, { "cell_type": "code", "execution_count": null, "id": "ca6e0852", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:54:41.692888Z", "iopub.status.busy": "2023-04-28T08:54:41.692459Z", "iopub.status.idle": "2023-04-28T08:54:41.728224Z", "shell.execute_reply": "2023-04-28T08:54:41.726850Z", "shell.execute_reply.started": "2023-04-28T08:54:41.692846Z" }, "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "outputs": [], "source": [ "# test on the actual test data given \n", "\n", "X_test_comp_scaled = scaler.transform(C_test)\n", "\n", "X_test_comp_pca=pca.transform(X_test_comp_scaled)\n", "\n", "# Use the model to make predictions\n", "predicted_prices = lin_model.predict(X_test_comp_pca)\n", "\n", "print(np.expm1(predicted_prices))" ] }, { "cell_type": "code", "execution_count": null, "id": "61f70006", "metadata": { "execution": { "iopub.execute_input": "2023-04-28T08:54:44.483975Z", "iopub.status.busy": "2023-04-28T08:54:44.483515Z", "iopub.status.idle": "2023-04-28T08:54:44.505167Z", "shell.execute_reply": "2023-04-28T08:54:44.503952Z", "shell.execute_reply.started": "2023-04-28T08:54:44.483934Z" }, "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "outputs": [], "source": [ "my_submission = pd.DataFrame({'Id': test_Ids, 'SalePrice': predicted_prices})\n", "# you could use any filename. We choose submission here\n", "my_submission.to_csv('submission.csv', index=False)\n", "\n", "print(my_submission)" ] }, { "cell_type": "markdown", "id": "a8cd723a", "metadata": { "id": "yekgnxu7y0gE", "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "source": [ "## 4. Discussion and Conclusion\n", "\n", "<font color=#6698FF>Discuss all the choices you made during the process and your final conclusions. Highlight the strong points of your approach, discuss its shortcomings and suggest some future approaches that may improve it. Please be self critical here. The assignment is not about achieving a state of the art performance, but about showing what you have learned the concepts during the course.</font>" ] }, { "cell_type": "markdown", "id": "98d02ff2", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "source": [ "It can be seen that a high accuracy is reached during the process. Some improving points could be: \n", "* Take out more outliers from the data set \n", "* When taking care of the missing values, do it separetly for the training and testing sets \n", "* Divide the Data set in categorical and numerical \n", "* Try fixing skewness for all the data set variables" ] }, { "cell_type": "markdown", "id": "ea29fab8", "metadata": { "id": "wn7PBEmWESIi", "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "source": [ "## 5. References" ] }, { "cell_type": "markdown", "id": "d5d78da1", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "pending" }, "tags": [] }, "source": [ "https://www.kaggle.com/code/serigne/stacked-regressions-top-4-on-leaderboard\n", "https://www.kaggle.com/code/mgmarques/houses-prices-complete-solution\n", "https://www.kaggle.com/code/bsivavenu/house-price-calculation-methods-for-beginners" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" }, "papermill": { "default_parameters": {}, "duration": 45.543735, "end_time": "2023-04-28T09:10:10.794742", "environment_variables": {}, "exception": true, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2023-04-28T09:09:25.251007", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }
0127/549/127549517.ipynb
s3://data-agents/kaggle-outputs/sharded/014_00127.jsonl.gz