From bd3496eabeda9efee1e42757a8793bfa13b7668a Mon Sep 17 00:00:00 2001 From: VARUNSHIYAM <138989960+Varunshiyam@users.noreply.github.com> Date: Tue, 5 Nov 2024 19:10:37 +0530 Subject: [PATCH 1/2] Fixes Issue 770 --- ...ment-budget-prediction-top-ml-models.ipynb | 3891 +++++++++++++++++ 1 file changed, 3891 insertions(+) create mode 100644 Prediction Models/Advertisement_Budget/advertisement-budget-prediction-top-ml-models.ipynb diff --git a/Prediction Models/Advertisement_Budget/advertisement-budget-prediction-top-ml-models.ipynb b/Prediction Models/Advertisement_Budget/advertisement-budget-prediction-top-ml-models.ipynb new file mode 100644 index 00000000..9a59092b --- /dev/null +++ b/Prediction Models/Advertisement_Budget/advertisement-budget-prediction-top-ml-models.ipynb @@ -0,0 +1,3891 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "1fd37d9c", + "metadata": { + "papermill": { + "duration": 0.045497, + "end_time": "2021-12-30T11:40:25.756139", + "exception": false, + "start_time": "2021-12-30T11:40:25.710642", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "31320e75", + "metadata": { + "papermill": { + "duration": 0.042666, + "end_time": "2021-12-30T11:40:25.844347", + "exception": false, + "start_time": "2021-12-30T11:40:25.801681", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "#
★ Machine Learning Project - Ad Budget Estimation ★\n", + "####
***Domain: Marketing***" + ] + }, + { + "cell_type": "markdown", + "id": "47719273", + "metadata": { + "papermill": { + "duration": 0.042591, + "end_time": "2021-12-30T11:40:25.929963", + "exception": false, + "start_time": "2021-12-30T11:40:25.887372", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "831b2cf0", + "metadata": { + "_kg_hide-input": true, + "execution": { + "iopub.execute_input": "2021-12-30T11:40:26.021997Z", + "iopub.status.busy": "2021-12-30T11:40:26.020344Z", + "iopub.status.idle": "2021-12-30T11:40:26.230354Z", + "shell.execute_reply": "2021-12-30T11:40:26.230836Z", + "shell.execute_reply.started": "2021-12-30T11:38:40.498748Z" + }, + "papermill": { + "duration": 0.258138, + "end_time": "2021-12-30T11:40:26.231120", + "exception": false, + "start_time": "2021-12-30T11:40:25.972982", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/jpeg": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython import display\n", + "display.Image(\"https://raw.githubusercontent.com/Masterx-AI/Project_Ad_Budget_Estimation_/main/0-ad1%20(1).jpg\")" + ] + }, + { + "cell_type": "markdown", + "id": "f44b823a", + "metadata": { + "papermill": { + "duration": 0.069118, + "end_time": "2021-12-30T11:40:26.364663", + "exception": false, + "start_time": "2021-12-30T11:40:26.295545", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "4b64c7f8", + "metadata": { + "papermill": { + "duration": 0.055372, + "end_time": "2021-12-30T11:40:26.484394", + "exception": false, + "start_time": "2021-12-30T11:40:26.429022", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### Description:\n", + "The advertising dataset captures the sales revenue generated with respect to advertisement costs across multiple channels like radio, tv, and newspapers. \n", + "\n", + "It is required to understand the impact of ad budgets on the overall sales.\n", + "\n", + "### Acknowledgement: \n", + "The dataset is taken from Kaggle\n", + "\n", + "### Objective:\n", + "- Understand the Dataset & cleanup (if required).\n", + "- Build Regression models to predict the sales w.r.t a single & multiple features.\n", + "- Also evaluate the models & compare their respective scores like R2, RMSE, etc." + ] + }, + { + "cell_type": "markdown", + "id": "e0c87639", + "metadata": { + "papermill": { + "duration": 0.054965, + "end_time": "2021-12-30T11:40:26.594906", + "exception": false, + "start_time": "2021-12-30T11:40:26.539941", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "714e4be4", + "metadata": { + "papermill": { + "duration": 0.058006, + "end_time": "2021-12-30T11:40:26.711210", + "exception": false, + "start_time": "2021-12-30T11:40:26.653204", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "#
Stractegic Plan of Action:" + ] + }, + { + "cell_type": "markdown", + "id": "3cfcb39f", + "metadata": { + "papermill": { + "duration": 0.056043, + "end_time": "2021-12-30T11:40:26.823856", + "exception": false, + "start_time": "2021-12-30T11:40:26.767813", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "**We aim to solve the problem statement by creating a plan of action, Here are some of the necessary steps:**\n", + "1. Data Exploration\n", + "2. Exploratory Data Analysis (EDA)\n", + "3. Data Pre-processing\n", + "4. Data Manipulation\n", + "5. Feature Selection/Extraction\n", + "6. Predictive Modelling\n", + "7. Project Outcomes & Conclusion" + ] + }, + { + "cell_type": "markdown", + "id": "68f90f27", + "metadata": { + "papermill": { + "duration": 0.056019, + "end_time": "2021-12-30T11:40:26.936597", + "exception": false, + "start_time": "2021-12-30T11:40:26.880578", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "f94013a2", + "metadata": { + "papermill": { + "duration": 0.059091, + "end_time": "2021-12-30T11:40:27.051993", + "exception": false, + "start_time": "2021-12-30T11:40:26.992902", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "#
1. Data Exploration" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3b96446a", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:27.175331Z", + "iopub.status.busy": "2021-12-30T11:40:27.174679Z", + "iopub.status.idle": "2021-12-30T11:40:28.622678Z", + "shell.execute_reply": "2021-12-30T11:40:28.623193Z", + "shell.execute_reply.started": "2021-12-25T19:32:55.532766Z" + }, + "papermill": { + "duration": 1.512987, + "end_time": "2021-12-30T11:40:28.623432", + "exception": false, + "start_time": "2021-12-30T11:40:27.110445", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#Importing the basic librarires\n", + "\n", + "import math\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from IPython.display import display\n", + "\n", + "#from brokenaxes import brokenaxes\n", + "from statsmodels.formula import api\n", + "from sklearn.feature_selection import RFE\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.model_selection import train_test_split\n", + "from statsmodels.stats.outliers_influence import variance_inflation_factor\n", + "\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.linear_model import Ridge\n", + "from sklearn.linear_model import Lasso\n", + "from sklearn.linear_model import ElasticNet\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.preprocessing import PolynomialFeatures\n", + "from sklearn.metrics import r2_score, mean_absolute_error, mean_squared_error\n", + "\n", + "import matplotlib.pyplot as plt\n", + "plt.rcParams['figure.figsize'] = [10,6]\n", + "\n", + "import warnings \n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff6b9759", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:28.753025Z", + "iopub.status.busy": "2021-12-30T11:40:28.752337Z", + "iopub.status.idle": "2021-12-30T11:40:28.789890Z", + "shell.execute_reply": "2021-12-30T11:40:28.790583Z", + "shell.execute_reply.started": "2021-12-25T19:32:57.460354Z" + }, + "papermill": { + "duration": 0.107081, + "end_time": "2021-12-30T11:40:28.790831", + "exception": false, + "start_time": "2021-12-30T11:40:28.683750", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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TVRadioNewspaperSales
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" + ], + "text/plain": [ + " TV Radio Newspaper Sales\n", + "1 230.1 37.8 69.2 22.1\n", + "2 44.5 39.3 45.1 10.4\n", + "3 17.2 45.9 69.3 9.3\n", + "4 151.5 41.3 58.5 18.5\n", + "5 180.8 10.8 58.4 12.9" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\u001b[1mInference:\u001b[0m The Datset consists of 4 features & 200 samples.\n" + ] + } + ], + "source": [ + "#Importing the dataset\n", + "\n", + "df = pd.read_csv('../input/advertising-sales-dataset/Advertising Budget and Sales.csv', index_col=0, names=['TV','Radio','Newspaper','Sales'], skiprows=1)\n", + "\n", + "#df.drop([''], axis=1, inplace=True)\n", + "display(df.head())\n", + "\n", + "target = 'Sales'\n", + "features = [i for i in df.columns if i not in [target]]\n", + "\n", + "original_df = df.copy(deep=True)\n", + "\n", + "print('\\n\\033[1mInference:\\033[0m The Datset consists of {} features & {} samples.'.format(df.shape[1], df.shape[0]))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "acf4c29a", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:28.921468Z", + "iopub.status.busy": "2021-12-30T11:40:28.920791Z", + "iopub.status.idle": "2021-12-30T11:40:28.940927Z", + "shell.execute_reply": "2021-12-30T11:40:28.941653Z", + "shell.execute_reply.started": "2021-12-25T19:32:57.506768Z" + }, + "papermill": { + "duration": 0.086982, + "end_time": "2021-12-30T11:40:28.941880", + "exception": false, + "start_time": "2021-12-30T11:40:28.854898", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 200 entries, 1 to 200\n", + "Data columns (total 4 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 TV 200 non-null float64\n", + " 1 Radio 200 non-null float64\n", + " 2 Newspaper 200 non-null float64\n", + " 3 Sales 200 non-null float64\n", + "dtypes: float64(4)\n", + "memory usage: 7.8 KB\n" + ] + } + ], + "source": [ + "#Checking the dtypes of all the columns\n", + "\n", + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "9fee053f", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:29.062989Z", + "iopub.status.busy": "2021-12-30T11:40:29.062433Z", + "iopub.status.idle": "2021-12-30T11:40:29.069537Z", + "shell.execute_reply": "2021-12-30T11:40:29.070000Z", + "shell.execute_reply.started": "2021-12-25T19:32:57.538596Z" + }, + "papermill": { + "duration": 0.068494, + "end_time": "2021-12-30T11:40:29.070168", + "exception": false, + "start_time": "2021-12-30T11:40:29.001674", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Sales 121\n", + "Radio 167\n", + "Newspaper 172\n", + "TV 190\n", + "dtype: int64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Checking number of unique rows in each feature\n", + "\n", + "df.nunique().sort_values()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "1f0fff76", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:29.189295Z", + "iopub.status.busy": "2021-12-30T11:40:29.188658Z", + "iopub.status.idle": "2021-12-30T11:40:29.199731Z", + "shell.execute_reply": "2021-12-30T11:40:29.200363Z", + "shell.execute_reply.started": "2021-12-25T19:32:57.550512Z" + }, + "papermill": { + "duration": 0.07247, + "end_time": "2021-12-30T11:40:29.200582", + "exception": false, + "start_time": "2021-12-30T11:40:29.128112", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\u001b[1mInference:\u001b[0m The Datset has 3 numerical & 0 categorical features.\n" + ] + } + ], + "source": [ + "#Checking number of unique rows in each feature\n", + "\n", + "nu = df[features].nunique().sort_values()\n", + "nf = []; cf = []; nnf = 0; ncf = 0; #numerical & categorical features\n", + "\n", + "for i in range(df[features].shape[1]):\n", + " if nu.values[i]<=16:cf.append(nu.index[i])\n", + " else: nf.append(nu.index[i])\n", + "\n", + "print('\\n\\033[1mInference:\\033[0m The Datset has {} numerical & {} categorical features.'.format(len(nf),len(cf)))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "561c3f92", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:29.328287Z", + "iopub.status.busy": "2021-12-30T11:40:29.327433Z", + "iopub.status.idle": "2021-12-30T11:40:29.346660Z", + "shell.execute_reply": "2021-12-30T11:40:29.347068Z", + "shell.execute_reply.started": "2021-12-25T19:32:57.567002Z" + }, + "papermill": { + "duration": 0.083489, + "end_time": "2021-12-30T11:40:29.347252", + "exception": false, + "start_time": "2021-12-30T11:40:29.263763", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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TVRadioNewspaperSales
count200.000000200.000000200.000000200.000000
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std85.85423614.84680921.7786215.217457
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" + ], + "text/plain": [ + " TV Radio Newspaper Sales\n", + "count 200.000000 200.000000 200.000000 200.000000\n", + "mean 147.042500 23.264000 30.554000 14.022500\n", + "std 85.854236 14.846809 21.778621 5.217457\n", + "min 0.700000 0.000000 0.300000 1.600000\n", + "25% 74.375000 9.975000 12.750000 10.375000\n", + "50% 149.750000 22.900000 25.750000 12.900000\n", + "75% 218.825000 36.525000 45.100000 17.400000\n", + "max 296.400000 49.600000 114.000000 27.000000" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Checking the stats of all the columns\n", + "\n", + "display(df.describe())" + ] + }, + { + "cell_type": "markdown", + "id": "4e6e5735", + "metadata": { + "papermill": { + "duration": 0.060166, + "end_time": "2021-12-30T11:40:29.466312", + "exception": false, + "start_time": "2021-12-30T11:40:29.406146", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "**Inference:** The stats seem to be fine, let us do further analysis on the Dataset" + ] + }, + { + "cell_type": "markdown", + "id": "f5128f9c", + "metadata": { + "papermill": { + "duration": 0.05995, + "end_time": "2021-12-30T11:40:29.586875", + "exception": false, + "start_time": "2021-12-30T11:40:29.526925", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "4e47f9a8", + "metadata": { + "papermill": { + "duration": 0.062151, + "end_time": "2021-12-30T11:40:29.710975", + "exception": false, + "start_time": "2021-12-30T11:40:29.648824", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "#
2. Exploratory Data Analysis (EDA)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "306b7c9c", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:29.834424Z", + "iopub.status.busy": "2021-12-30T11:40:29.833773Z", + "iopub.status.idle": "2021-12-30T11:40:30.088423Z", + "shell.execute_reply": "2021-12-30T11:40:30.087886Z", + "shell.execute_reply.started": "2021-12-25T19:32:57.600927Z" + }, + "papermill": { + "duration": 0.317405, + "end_time": "2021-12-30T11:40:30.088563", + "exception": false, + "start_time": "2021-12-30T11:40:29.771158", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Let us first analyze the distribution of the target variable\n", + "\n", + "plt.figure(figsize=[8,4])\n", + "sns.distplot(df[target], color='g',hist_kws=dict(edgecolor=\"black\", linewidth=2), bins=30)\n", + "plt.title('Target Variable Distribution - Median Value of Homes ($1Ms)')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c2f63219", + "metadata": { + "papermill": { + "duration": 0.058049, + "end_time": "2021-12-30T11:40:30.205687", + "exception": false, + "start_time": "2021-12-30T11:40:30.147638", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "**Inference:**The Target Variable seems to be be normally distributed, averaging around $12(units)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "cc1c8148", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:30.329584Z", + "iopub.status.busy": "2021-12-30T11:40:30.328661Z", + "iopub.status.idle": "2021-12-30T11:40:30.335213Z", + "shell.execute_reply": "2021-12-30T11:40:30.335792Z", + "shell.execute_reply.started": "2021-12-25T19:32:57.947991Z" + }, + "papermill": { + "duration": 0.07186, + "end_time": "2021-12-30T11:40:30.335953", + "exception": false, + "start_time": "2021-12-30T11:40:30.264093", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " \u001b[1mVisualising Categorical Features: \n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Visualising the categorical features \n", + "\n", + "print('\\033[1mVisualising Categorical Features:'.center(100))\n", + "\n", + "n=3\n", + "plt.figure(figsize=[15,3*math.ceil(len(cf)/n)])\n", + "\n", + "for i in range(len(cf)):\n", + " if df[cf[i]].nunique()<=8:\n", + " plt.subplot(math.ceil(len(cf)/n),n,i+1)\n", + " sns.countplot(df[cf[i]])\n", + " else:\n", + " plt.subplot(3,1,i-3)\n", + " sns.countplot(df[cf[i]])\n", + " \n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c7c87e96", + "metadata": { + "papermill": { + "duration": 0.059041, + "end_time": "2021-12-30T11:40:30.454358", + "exception": false, + "start_time": "2021-12-30T11:40:30.395317", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "**Inference:** There are no categorical features in the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "4fb3744d", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:30.578359Z", + "iopub.status.busy": "2021-12-30T11:40:30.577727Z", + "iopub.status.idle": "2021-12-30T11:40:31.593393Z", + "shell.execute_reply": "2021-12-30T11:40:31.592787Z", + "shell.execute_reply.started": "2021-12-25T19:32:57.962768Z" + }, + "papermill": { + "duration": 1.078233, + "end_time": "2021-12-30T11:40:31.593541", + "exception": false, + "start_time": "2021-12-30T11:40:30.515308", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " \u001b[1mNumeric Features Distribution \n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Visualising the numeric features \n", + "\n", + "print('\\033[1mNumeric Features Distribution'.center(130))\n", + "\n", + "n=3\n", + "\n", + "plt.figure(figsize=[15,3*math.ceil(len(nf)/n)])\n", + "for i in range(len(nf)):\n", + " plt.subplot(math.ceil(len(nf)/3),n,i+1)\n", + " sns.distplot(df[nf[i]],hist_kws=dict(edgecolor=\"black\", linewidth=2), bins=10, color=list(np.random.randint([255,255,255])/255))\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "plt.figure(figsize=[15,3*math.ceil(len(nf)/n)])\n", + "for i in range(len(nf)):\n", + " plt.subplot(math.ceil(len(nf)/3),n,i+1)\n", + " df.boxplot(nf[i])\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "1957fcf4", + "metadata": { + "papermill": { + "duration": 0.062438, + "end_time": "2021-12-30T11:40:31.719620", + "exception": false, + "start_time": "2021-12-30T11:40:31.657182", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "**Inference:** There seem to be some outliers. let us fix these in the upcoming section..." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "c6dce255", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:31.890088Z", + "iopub.status.busy": "2021-12-30T11:40:31.888278Z", + "iopub.status.idle": "2021-12-30T11:40:35.379575Z", + "shell.execute_reply": "2021-12-30T11:40:35.380035Z", + "shell.execute_reply.started": "2021-12-25T19:32:59.293584Z" + }, + "papermill": { + "duration": 3.599021, + "end_time": "2021-12-30T11:40:35.380198", + "exception": false, + "start_time": "2021-12-30T11:40:31.781177", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Understanding the relationship between all the features\n", + "\n", + "g = sns.pairplot(df)\n", + "plt.title('Pairplots for all the Feature')\n", + "g.map_upper(sns.kdeplot, levels=4, color=\".2\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "134acc9d", + "metadata": { + "papermill": { + "duration": 0.067077, + "end_time": "2021-12-30T11:40:35.516315", + "exception": false, + "start_time": "2021-12-30T11:40:35.449238", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "**Inference:** We can notice that some features have linear relationship, let us futher analyze the detect multicollinearity." + ] + }, + { + "cell_type": "markdown", + "id": "baf2ee28", + "metadata": { + "papermill": { + "duration": 0.066758, + "end_time": "2021-12-30T11:40:35.650371", + "exception": false, + "start_time": "2021-12-30T11:40:35.583613", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "b6c728ff", + "metadata": { + "papermill": { + "duration": 0.066596, + "end_time": "2021-12-30T11:40:35.784341", + "exception": false, + "start_time": "2021-12-30T11:40:35.717745", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "#
3. Data Preprocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "16aafd44", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:35.924198Z", + "iopub.status.busy": "2021-12-30T11:40:35.923263Z", + "iopub.status.idle": "2021-12-30T11:40:35.931418Z", + "shell.execute_reply": "2021-12-30T11:40:35.931860Z", + "shell.execute_reply.started": "2021-12-25T19:33:03.375771Z" + }, + "papermill": { + "duration": 0.079921, + "end_time": "2021-12-30T11:40:35.932036", + "exception": false, + "start_time": "2021-12-30T11:40:35.852115", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\u001b[1mInference:\u001b[0m The dataset doesn't have any duplicates\n" + ] + } + ], + "source": [ + "#Removal of any Duplicate rows (if any)\n", + "\n", + "counter = 0\n", + "rs,cs = original_df.shape\n", + "\n", + "df.drop_duplicates(inplace=True)\n", + "\n", + "if df.shape==(rs,cs):\n", + " print('\\n\\033[1mInference:\\033[0m The dataset doesn\\'t have any duplicates')\n", + "else:\n", + " print(f'\\n\\033[1mInference:\\033[0m Number of duplicates dropped/fixed ---> {rs-df.shape[0]}')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "6bd3bb63", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:36.073832Z", + "iopub.status.busy": "2021-12-30T11:40:36.072873Z", + "iopub.status.idle": "2021-12-30T11:40:36.082944Z", + "shell.execute_reply": "2021-12-30T11:40:36.083425Z", + "shell.execute_reply.started": "2021-12-25T19:33:03.386588Z" + }, + "papermill": { + "duration": 0.083499, + "end_time": "2021-12-30T11:40:36.083596", + "exception": false, + "start_time": "2021-12-30T11:40:36.000097", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Total Null Values Percentage\n", + "TV 0 0.0\n", + "Radio 0 0.0\n", + "Newspaper 0 0.0\n", + "Sales 0 0.0\n" + ] + } + ], + "source": [ + "#Check for empty elements\n", + "\n", + "nvc = pd.DataFrame(df.isnull().sum().sort_values(), columns=['Total Null Values'])\n", + "nvc['Percentage'] = round(nvc['Total Null Values']/df.shape[0],3)*100\n", + "print(nvc)" + ] + }, + { + "cell_type": "markdown", + "id": "a7a7bab0", + "metadata": { + "papermill": { + "duration": 0.067489, + "end_time": "2021-12-30T11:40:36.220993", + "exception": false, + "start_time": "2021-12-30T11:40:36.153504", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "**Inference:** The datset doesn't have any inconsistant values." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "a73e7b2d", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:36.363461Z", + "iopub.status.busy": "2021-12-30T11:40:36.362823Z", + "iopub.status.idle": "2021-12-30T11:40:36.364979Z", + "shell.execute_reply": "2021-12-30T11:40:36.365535Z", + "shell.execute_reply.started": "2021-12-25T19:33:03.414386Z" + }, + "papermill": { + "duration": 0.075408, + "end_time": "2021-12-30T11:40:36.365705", + "exception": false, + "start_time": "2021-12-30T11:40:36.290297", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#Converting categorical Columns to Numeric\n", + "\n", + "df1 = df.copy()\n", + "df3 = df1.copy()\n", + "\n", + "# ecc = nvc[nvc['Percentage']!=0].index.values\n", + "# fcc = [i for i in cf if i not in ecc]\n", + "# #One-Hot Binay Encoding\n", + "# oh=True\n", + "# dm=True\n", + "# for i in fcc:\n", + "# #print(i)\n", + "# if df3[i].nunique()==2:\n", + "# if oh==True: print(\"\\033[1mOne-Hot Encoding on features:\\033[0m\")\n", + "# print(i);oh=False\n", + "# df3[i]=pd.get_dummies(df3[i], drop_first=True, prefix=str(i))\n", + "# if (df3[i].nunique()>2 and df3[i].nunique()<17):\n", + "# if dm==True: print(\"\\n\\033[1mDummy Encoding on features:\\033[0m\")\n", + "# print(i);dm=False\n", + "# df3 = pd.concat([df3.drop([i], axis=1), pd.DataFrame(pd.get_dummies(df3[i], drop_first=True, prefix=str(i)))],axis=1)\n", + " \n", + "# df3.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5fd2f9c2", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:36.504199Z", + "iopub.status.busy": "2021-12-30T11:40:36.503593Z", + "iopub.status.idle": "2021-12-30T11:40:36.506417Z", + "shell.execute_reply": "2021-12-30T11:40:36.506869Z", + "shell.execute_reply.started": "2021-12-25T19:33:03.429586Z" + }, + "papermill": { + "duration": 0.073548, + "end_time": "2021-12-30T11:40:36.507038", + "exception": false, + "start_time": "2021-12-30T11:40:36.433490", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# for x in [i for i in ecc if i in cf]:\n", + "# a = df3[x]\n", + "# b=[]; c=[]\n", + "\n", + "# df4 = df3.copy()\n", + "# df4.drop(ecc, axis=1, inplace=True)\n", + "# df4\n", + "\n", + "# for i,e in enumerate(a):\n", + "# if e!=e:\n", + "# b.append(i)\n", + "# else:\n", + "# c.append(i)\n", + "\n", + "# RF = RandomForestClassifier()\n", + "# RF.fit(df4.loc[c],a[c])\n", + "# d = RF.predict(df4.loc[b])\n", + "\n", + "# f=0\n", + "# for i,e in enumerate(df3[x]):\n", + "# if e!=e:\n", + "# df3.loc[i,x] = d[f]\n", + "# f+=1\n", + "# df1 = df3.copy()\n", + "# df1" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "679b81ba", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:36.644995Z", + "iopub.status.busy": "2021-12-30T11:40:36.644374Z", + "iopub.status.idle": "2021-12-30T11:40:36.647701Z", + "shell.execute_reply": "2021-12-30T11:40:36.648158Z", + "shell.execute_reply.started": "2021-12-25T19:33:03.443884Z" + }, + "papermill": { + "duration": 0.073829, + "end_time": "2021-12-30T11:40:36.648331", + "exception": false, + "start_time": "2021-12-30T11:40:36.574502", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# #Converting categorical Columns to Numeric\n", + "\n", + "# df3 = df.copy()\n", + "\n", + "# gcc = nvc[nvc['Percentage']!=0].index.values\n", + "# hcc = [i for i in cf if i not in gcc]\n", + "\n", + "# #One-Hot Binay Encoding\n", + "# oh=True\n", + "# dm=True\n", + "# for i in hcc:\n", + "# #print(i)\n", + "# if df3[i].nunique()==2:\n", + "# if oh==True: print(\"\\033[1mOne-Hot Encoding on features:\\033[0m\")\n", + "# print(i);oh=False\n", + "# df3[i]=pd.get_dummies(df3[i], drop_first=True, prefix=str(i))\n", + "# if (df3[i].nunique()>2 and df3[i].nunique()<17):\n", + "# if dm==True: print(\"\\n\\033[1mDummy Encoding on features:\\033[0m\")\n", + "# print(i);dm=False\n", + "# df3 = pd.concat([df3.drop([i], axis=1), pd.DataFrame(pd.get_dummies(df3[i], drop_first=True, prefix=str(i)))],axis=1)\n", + "# df3.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "5f55179c", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:36.788988Z", + "iopub.status.busy": "2021-12-30T11:40:36.788322Z", + "iopub.status.idle": "2021-12-30T11:40:36.791451Z", + "shell.execute_reply": "2021-12-30T11:40:36.791897Z", + "shell.execute_reply.started": "2021-12-25T19:33:03.458011Z" + }, + "papermill": { + "duration": 0.076099, + "end_time": "2021-12-30T11:40:36.792062", + "exception": false, + "start_time": "2021-12-30T11:40:36.715963", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# for x in gcc:\n", + "# a = df3[x]\n", + "# b=[]; c=[]\n", + "\n", + "# df4 = df3.copy()\n", + "# df4.drop([x], axis=1, inplace=True)\n", + " \n", + "# for i,e in enumerate(a):\n", + "# if e!=e:\n", + "# b.append(i)\n", + "# else:\n", + "# c.append(i)\n", + " \n", + "# LR = LinearRegression()\n", + "# LR.fit(df4.loc[c],a[c])\n", + "# d = LR.predict(df4.loc[b])\n", + " \n", + "# f=0\n", + "# for i,e in enumerate(df3[x]):\n", + "# if e!=e:\n", + "# df3.loc[i,x] = d[f]\n", + "# f+=1\n", + "# df3" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "35568904", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:36.930269Z", + "iopub.status.busy": "2021-12-30T11:40:36.929677Z", + "iopub.status.idle": "2021-12-30T11:40:36.950216Z", + "shell.execute_reply": "2021-12-30T11:40:36.951029Z", + "shell.execute_reply.started": "2021-12-25T19:33:03.473325Z" + }, + "papermill": { + "duration": 0.091505, + "end_time": "2021-12-30T11:40:36.951341", + "exception": false, + "start_time": "2021-12-30T11:40:36.859836", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " TV Radio Newspaper Sales\n", + "0 230.1 37.8 69.2 22.1\n", + "1 44.5 39.3 45.1 10.4\n", + "2 17.2 45.9 69.3 9.3\n", + "3 151.5 41.3 58.5 18.5\n", + "4 180.8 10.8 58.4 12.9" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\u001b[1mInference:\u001b[0m\n", + "Before removal of outliers, The dataset had 200 samples.\n", + "After removal of outliers, The dataset now has 198 samples.\n" + ] + } + ], + "source": [ + "#Removal of outlier:\n", + "\n", + "df1 = df3.copy()\n", + "\n", + "#features1 = [i for i in features if i not in ['CHAS','RAD']]\n", + "features1 = nf\n", + "\n", + "for i in features1:\n", + " Q1 = df1[i].quantile(0.25)\n", + " Q3 = df1[i].quantile(0.75)\n", + " IQR = Q3 - Q1\n", + " df1 = df1[df1[i] <= (Q3+(1.5*IQR))]\n", + " df1 = df1[df1[i] >= (Q1-(1.5*IQR))]\n", + " df1 = df1.reset_index(drop=True)\n", + "display(df1.head())\n", + "print('\\n\\033[1mInference:\\033[0m\\nBefore removal of outliers, The dataset had {} samples.'.format(df3.shape[0]))\n", + "print('After removal of outliers, The dataset now has {} samples.'.format(df1.shape[0]))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "2876fd38", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:37.098573Z", + "iopub.status.busy": "2021-12-30T11:40:37.097923Z", + "iopub.status.idle": "2021-12-30T11:40:37.225002Z", + "shell.execute_reply": "2021-12-30T11:40:37.224498Z", + "shell.execute_reply.started": "2021-12-25T19:33:03.505959Z" + }, + "papermill": { + "duration": 0.204175, + "end_time": "2021-12-30T11:40:37.225136", + "exception": false, + "start_time": "2021-12-30T11:40:37.020961", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\u001b[1mInference:\u001b[0m After the cleanup process, 2 samples were dropped, while retaining 1.0% of the data.\n" + ] + } + ], + "source": [ + "#Final Dataset size after performing Preprocessing\n", + "\n", + "df = df1.copy()\n", + "df.columns=[i.replace('-','_') for i in df.columns]\n", + "\n", + "plt.title('Final Dataset')\n", + "plt.pie([df.shape[0], original_df.shape[0]-df.shape[0]], radius = 1, labels=['Retained','Dropped'], counterclock=False, \n", + " autopct='%1.1f%%', pctdistance=0.9, explode=[0,0], shadow=True)\n", + "plt.pie([df.shape[0]], labels=['100%'], labeldistance=-0, radius=0.78)\n", + "plt.show()\n", + "\n", + "print(f'\\n\\033[1mInference:\\033[0m After the cleanup process, {original_df.shape[0]-df.shape[0]} samples were dropped, \\\n", + "while retaining {round(100 - (df.shape[0]*100/(original_df.shape[0])),2)}% of the data.')" + ] + }, + { + "cell_type": "markdown", + "id": "6213aa40", + "metadata": { + "papermill": { + "duration": 0.083286, + "end_time": "2021-12-30T11:40:37.386173", + "exception": false, + "start_time": "2021-12-30T11:40:37.302887", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "bd1c77c7", + "metadata": { + "papermill": { + "duration": 0.06877, + "end_time": "2021-12-30T11:40:37.524275", + "exception": false, + "start_time": "2021-12-30T11:40:37.455505", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "#
4. Data Manipulation" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "33251e67", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:37.673002Z", + "iopub.status.busy": "2021-12-30T11:40:37.672312Z", + "iopub.status.idle": "2021-12-30T11:40:37.678552Z", + "shell.execute_reply": "2021-12-30T11:40:37.677873Z", + "shell.execute_reply.started": "2021-12-25T19:33:03.671003Z" + }, + "papermill": { + "duration": 0.084874, + "end_time": "2021-12-30T11:40:37.678735", + "exception": false, + "start_time": "2021-12-30T11:40:37.593861", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Original set ---> (198, 3) (198,) \n", + "Training set ---> (158, 3) (158,) \n", + "Testing set ---> (40, 3) (40,)\n" + ] + } + ], + "source": [ + "#Splitting the data intro training & testing sets\n", + "\n", + "m=[]\n", + "for i in df.columns.values:\n", + " m.append(i.replace(' ','_'))\n", + " \n", + "df.columns = m\n", + "X = df.drop([target],axis=1)\n", + "Y = df[target]\n", + "Train_X, Test_X, Train_Y, Test_Y = train_test_split(X, Y, train_size=0.8, test_size=0.2, random_state=100)\n", + "Train_X.reset_index(drop=True,inplace=True)\n", + "\n", + "print('Original set ---> ',X.shape,Y.shape,'\\nTraining set ---> ',Train_X.shape,Train_Y.shape,'\\nTesting set ---> ', Test_X.shape,'', Test_Y.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "085126f0", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:37.833070Z", + "iopub.status.busy": "2021-12-30T11:40:37.830719Z", + "iopub.status.idle": "2021-12-30T11:40:37.862447Z", + "shell.execute_reply": "2021-12-30T11:40:37.862909Z", + "shell.execute_reply.started": "2021-12-25T19:33:03.688845Z" + }, + "papermill": { + "duration": 0.112723, + "end_time": "2021-12-30T11:40:37.863068", + "exception": false, + "start_time": "2021-12-30T11:40:37.750345", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " \u001b[1mStandardardization on Training set \n" + ] + }, + { + "data": { + "text/html": [ + "
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mean1.208597e-16-1.447506e-16-1.826949e-17
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min-1.662355e+00-1.503915e+00-1.518214e+00
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max1.693726e+001.833196e+002.892587e+00
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TVRadioNewspaper
count40.00000040.00000040.000000
mean-0.1208020.205424-0.390968
std1.0143821.0131171.033937
min-1.739911-1.524222-1.548118
25%-0.998424-0.739019-1.168091
50%0.1925380.140949-0.740717
75%0.6901921.1207600.196267
max1.7019511.7925822.384224
\n", + "
" + ], + "text/plain": [ + " TV Radio Newspaper\n", + "count 40.000000 40.000000 40.000000\n", + "mean -0.120802 0.205424 -0.390968\n", + "std 1.014382 1.013117 1.033937\n", + "min -1.739911 -1.524222 -1.548118\n", + "25% -0.998424 -0.739019 -1.168091\n", + "50% 0.192538 0.140949 -0.740717\n", + "75% 0.690192 1.120760 0.196267\n", + "max 1.701951 1.792582 2.384224" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Feature Scaling (Standardization)\n", + "\n", + "std = StandardScaler()\n", + "\n", + "print('\\033[1mStandardardization on Training set'.center(120))\n", + "Train_X_std = std.fit_transform(Train_X)\n", + "Train_X_std = pd.DataFrame(Train_X_std, columns=X.columns)\n", + "display(Train_X_std.describe())\n", + "\n", + "print('\\n','\\033[1mStandardardization on Testing set'.center(120))\n", + "Test_X_std = std.transform(Test_X)\n", + "Test_X_std = pd.DataFrame(Test_X_std, columns=X.columns)\n", + "display(Test_X_std.describe())" + ] + }, + { + "cell_type": "markdown", + "id": "2ede5429", + "metadata": { + "papermill": { + "duration": 0.070698, + "end_time": "2021-12-30T11:40:38.004951", + "exception": false, + "start_time": "2021-12-30T11:40:37.934253", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "f055cd4b", + "metadata": { + "papermill": { + "duration": 0.071915, + "end_time": "2021-12-30T11:40:38.149053", + "exception": false, + "start_time": "2021-12-30T11:40:38.077138", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "#
5. Feature Selection/Extraction" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "80969c66", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:38.308167Z", + "iopub.status.busy": "2021-12-30T11:40:38.307579Z", + "iopub.status.idle": "2021-12-30T11:40:38.561809Z", + "shell.execute_reply": "2021-12-30T11:40:38.561248Z", + "shell.execute_reply.started": "2021-12-25T19:33:03.742192Z" + }, + "papermill": { + "duration": 0.341973, + "end_time": "2021-12-30T11:40:38.561937", + "exception": false, + "start_time": "2021-12-30T11:40:38.219964", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " \u001b[1mCorrelation Matrix \n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Checking the correlation\n", + "\n", + "print('\\033[1mCorrelation Matrix'.center(55))\n", + "plt.figure(figsize=[8,5])\n", + "sns.heatmap(df.corr(), annot=True, vmin=-1, vmax=1, center=0) #cmap='BuGn'\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6e90418c", + "metadata": { + "papermill": { + "duration": 0.072076, + "end_time": "2021-12-30T11:40:38.706738", + "exception": false, + "start_time": "2021-12-30T11:40:38.634662", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "**Inference:** There seems to be strong multi-correlation between the features. Let us try to fix these..." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "f71180c7", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:38.868021Z", + "iopub.status.busy": "2021-12-30T11:40:38.867411Z", + "iopub.status.idle": "2021-12-30T11:40:38.887966Z", + "shell.execute_reply": "2021-12-30T11:40:38.887487Z", + "shell.execute_reply.started": "2021-12-25T19:33:04.093316Z" + }, + "papermill": { + "duration": 0.108603, + "end_time": "2021-12-30T11:40:38.888092", + "exception": false, + "start_time": "2021-12-30T11:40:38.779489", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
OLS Regression Results
Dep. Variable: Sales R-squared: 0.905
Model: OLS Adj. R-squared: 0.903
Method: Least Squares F-statistic: 487.1
Date: Thu, 30 Dec 2021 Prob (F-statistic): 2.39e-78
Time: 11:40:38 Log-Likelihood: -293.76
No. Observations: 158 AIC: 595.5
Df Residuals: 154 BIC: 607.8
Df Model: 3
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
Intercept 14.0006 0.125 111.865 0.000 13.753 14.248
TV 3.6964 0.125 29.502 0.000 3.449 3.944
Radio 2.9466 0.138 21.365 0.000 2.674 3.219
Newspaper -0.1928 0.138 -1.400 0.164 -0.465 0.079
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Omnibus: 17.449 Durbin-Watson: 1.975
Prob(Omnibus): 0.000 Jarque-Bera (JB): 19.654
Skew: -0.827 Prob(JB): 5.40e-05
Kurtosis: 3.498 Cond. No. 1.57


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: Sales R-squared: 0.905\n", + "Model: OLS Adj. R-squared: 0.903\n", + "Method: Least Squares F-statistic: 487.1\n", + "Date: Thu, 30 Dec 2021 Prob (F-statistic): 2.39e-78\n", + "Time: 11:40:38 Log-Likelihood: -293.76\n", + "No. Observations: 158 AIC: 595.5\n", + "Df Residuals: 154 BIC: 607.8\n", + "Df Model: 3 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "Intercept 14.0006 0.125 111.865 0.000 13.753 14.248\n", + "TV 3.6964 0.125 29.502 0.000 3.449 3.944\n", + "Radio 2.9466 0.138 21.365 0.000 2.674 3.219\n", + "Newspaper -0.1928 0.138 -1.400 0.164 -0.465 0.079\n", + "==============================================================================\n", + "Omnibus: 17.449 Durbin-Watson: 1.975\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 19.654\n", + "Skew: -0.827 Prob(JB): 5.40e-05\n", + "Kurtosis: 3.498 Cond. No. 1.57\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "\"\"\"" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Testing a Linear Regression model with statsmodels\n", + "\n", + "Train_xy = pd.concat([Train_X_std,Train_Y.reset_index(drop=True)],axis=1)\n", + "a = Train_xy.columns.values\n", + "\n", + "API = api.ols(formula='{} ~ {}'.format(target,' + '.join(i for i in Train_X.columns)), data=Train_xy).fit()\n", + "#print(API.conf_int())\n", + "#print(API.pvalues)\n", + "API.summary()" + ] + }, + { + "cell_type": "markdown", + "id": "5d28d3ed", + "metadata": { + "papermill": { + "duration": 0.073036, + "end_time": "2021-12-30T11:40:39.034470", + "exception": false, + "start_time": "2021-12-30T11:40:38.961434", + "status": "completed" + }, + "tags": [] + }, + "source": [ + " ---" + ] + }, + { + "cell_type": "markdown", + "id": "6e2bb129", + "metadata": { + "papermill": { + "duration": 0.072109, + "end_time": "2021-12-30T11:40:39.179314", + "exception": false, + "start_time": "2021-12-30T11:40:39.107205", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "**Approach:** \n", + "We can fix these multicollinearity with two techniques:\n", + "1. Manual Method - Variance Inflation Factor (VIF)\n", + "2. Automatic Method - Recursive Feature Elimination (RFE)\n", + "3. Feature Elmination using PCA Decomposition" + ] + }, + { + "cell_type": "markdown", + "id": "a861fd14", + "metadata": { + "papermill": { + "duration": 0.071983, + "end_time": "2021-12-30T11:40:39.323784", + "exception": false, + "start_time": "2021-12-30T11:40:39.251801", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 5a. Manual Method - VIF" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "61f14498", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:39.472159Z", + "iopub.status.busy": "2021-12-30T11:40:39.471194Z", + "iopub.status.idle": "2021-12-30T11:40:39.691678Z", + "shell.execute_reply": "2021-12-30T11:40:39.692121Z", + "shell.execute_reply.started": "2021-12-25T19:33:04.146245Z" + }, + "papermill": { + "duration": 0.296132, + "end_time": "2021-12-30T11:40:39.692303", + "exception": false, + "start_time": "2021-12-30T11:40:39.396171", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dropped Features --> ['Radio']\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.preprocessing import PolynomialFeatures\n", + "Trr=[]; Tss=[]; n=3\n", + "order=['ord-'+str(i) for i in range(2,n)]\n", + "#Trd = pd.DataFrame(np.zeros((10,n-2)), columns=order)\n", + "#Tsd = pd.DataFrame(np.zeros((10,n-2)), columns=order)\n", + "\n", + "DROP=[];b=[]\n", + "\n", + "for i in range(len(Train_X_std.columns)):\n", + " vif = pd.DataFrame()\n", + " X = Train_X_std.drop(DROP,axis=1)\n", + " vif['Features'] = X.columns\n", + " vif['VIF'] = [variance_inflation_factor(X.values, i) for i in range(X.shape[1])]\n", + " vif['VIF'] = round(vif['VIF'], 2)\n", + " vif = vif.sort_values(by = \"VIF\", ascending = False)\n", + " vif.reset_index(drop=True, inplace=True)\n", + " if vif.loc[0][1]>1:\n", + " DROP.append(vif.loc[0][0])\n", + " LR = LinearRegression()\n", + " LR.fit(Train_X_std.drop(DROP,axis=1), Train_Y)\n", + "\n", + " pred1 = LR.predict(Train_X_std.drop(DROP,axis=1))\n", + " pred2 = LR.predict(Test_X_std.drop(DROP,axis=1))\n", + " \n", + " Trr.append(np.sqrt(mean_squared_error(Train_Y, pred1)))\n", + " Tss.append(np.sqrt(mean_squared_error(Test_Y, pred2)))\n", + "\n", + " #Trd.loc[i,'ord-'+str(k)] = round(np.sqrt(mean_squared_error(Train_Y, pred1)),2)\n", + " #Tsd.loc[i,'ord-'+str(k)] = round(np.sqrt(mean_squared_error(Test_Y, pred2)),2)\n", + " \n", + "print('Dropped Features --> ',DROP)\n", + "#plt.plot(b)\n", + "#plt.show()\n", + "#print(API.summary())\n", + "\n", + "# plt.figure(figsize=[20,4])\n", + "# plt.subplot(1,3,1)\n", + "# sns.heatmap(Trd.loc[:6], cmap='BuGn', annot=True, vmin=0, vmax=Trd.max().max())\n", + "# plt.title('Train RMSE')\n", + "# plt.subplot(1,3,2)\n", + "# sns.heatmap(Tsd.loc[:6], cmap='BuGn', annot=True, vmin=0, vmax=Trd.max().max()+10)\n", + "# plt.title('Test RMSE')\n", + "# plt.subplot(1,3,3)\n", + "# sns.heatmap((Trd+Tsd).loc[:6], cmap='BuGn', annot=True, vmin=0, vmax=Trd.max().max()+25)\n", + "# plt.title('Total RMSE')\n", + "# plt.show()\n", + "\n", + "plt.plot(Trr, label='Train RMSE')\n", + "plt.plot(Tss, label='Test RMSE')\n", + "#plt.ylim([19.75,20.75])\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "fd27989a", + "metadata": { + "papermill": { + "duration": 0.074471, + "end_time": "2021-12-30T11:40:39.842707", + "exception": false, + "start_time": "2021-12-30T11:40:39.768236", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 5b. Automatic Method - RFE" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "1708be19", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:39.997213Z", + "iopub.status.busy": "2021-12-30T11:40:39.996266Z", + "iopub.status.idle": "2021-12-30T11:40:40.353966Z", + "shell.execute_reply": "2021-12-30T11:40:40.354482Z", + "shell.execute_reply.started": "2021-12-25T19:33:04.410869Z" + }, + "papermill": { + "duration": 0.4367, + "end_time": "2021-12-30T11:40:40.354648", + "exception": false, + "start_time": "2021-12-30T11:40:39.917948", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.preprocessing import PolynomialFeatures\n", + "Trr=[]; Tss=[]; n=3\n", + "order=['ord-'+str(i) for i in range(2,n)]\n", + "Trd = pd.DataFrame(np.zeros((10,n-2)), columns=order)\n", + "Tsd = pd.DataFrame(np.zeros((10,n-2)), columns=order)\n", + "\n", + "m=df.shape[1]-2\n", + "for i in range(m):\n", + " lm = LinearRegression()\n", + " #lm.fit(Train_X_std, Train_Y)\n", + "\n", + " rfe = RFE(lm,n_features_to_select=Train_X_std.shape[1]-i) # running RFE\n", + " rfe = rfe.fit(Train_X_std, Train_Y)\n", + " \n", + " #print(Train_X_std.shape[1]-i)\n", + "\n", + " #Train_xy = pd.concat([Train_X_std[Train_X.columns[rfe.support_]],Train_Y.reset_index(drop=True)],axis=1)\n", + " #a = Train_xy.columns.values.tolist()\n", + " #a.remove(target)\n", + "\n", + " #API = api.ols(formula='{} ~ {}'.format(target,' + '.join(i for i in a)), data=Train_xy).fit()\n", + " #DROP.append(vif.loc[0][0])\n", + " LR = LinearRegression()\n", + " LR.fit(Train_X_std.loc[:,rfe.support_], Train_Y)\n", + " \n", + " #print(Train_X_std.loc[:,rfe.support_].columns)\n", + "\n", + " pred1 = LR.predict(Train_X_std.loc[:,rfe.support_])\n", + " pred2 = LR.predict(Test_X_std.loc[:,rfe.support_])\n", + "\n", + " Trr.append(np.sqrt(mean_squared_error(Train_Y, pred1)))\n", + " Tss.append(np.sqrt(mean_squared_error(Test_Y, pred2)))\n", + "\n", + "# plt.figure(figsize=[20,4])\n", + "# plt.subplot(1,3,1)\n", + "# sns.heatmap(Trd.loc[:6], cmap='BuGn', annot=True, vmin=0, vmax=Trd.max().max())\n", + "# plt.title('Train RMSE')\n", + "# plt.subplot(1,3,2)\n", + "# sns.heatmap(Tsd.loc[:6], cmap='BuGn', annot=True, vmin=0, vmax=Trd.max().max()+10)\n", + "# plt.title('Test RMSE')\n", + "# plt.subplot(1,3,3)\n", + "# sns.heatmap((Trd+Tsd).loc[:6], cmap='BuGn', annot=True, vmin=0, vmax=Trd.max().max()+25)\n", + "# plt.title('Total RMSE')\n", + "# plt.show()\n", + "\n", + "plt.plot(Trr, label='Train RMSE')\n", + "plt.plot(Tss, label='Test RMSE')\n", + "#plt.ylim([19.75,20.75])\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b8afe4d5", + "metadata": { + "papermill": { + "duration": 0.073949, + "end_time": "2021-12-30T11:40:40.503296", + "exception": false, + "start_time": "2021-12-30T11:40:40.429347", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 5c. Feature Elmination using PCA Decomposition" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "cf8e1305", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:40.660886Z", + "iopub.status.busy": "2021-12-30T11:40:40.659961Z", + "iopub.status.idle": "2021-12-30T11:40:40.884661Z", + "shell.execute_reply": "2021-12-30T11:40:40.885121Z", + "shell.execute_reply.started": "2021-12-25T19:33:04.890255Z" + }, + "papermill": { + "duration": 0.30717, + "end_time": "2021-12-30T11:40:40.885307", + "exception": false, + "start_time": "2021-12-30T11:40:40.578137", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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a05s2bUrfvn055ZRT+PLLL6lUqVLestzzzn369OGaa67Zrrxvv/2W2267jVWrVpGVlUXXrl0LjP20004DoE2bNixYsACADz/8kG+++SbvfPfq1auZN28en376KX369KF8+fLss88+HHvssQWW2a1bNy6//HLWrFnD6NGjOf300ylfvjwLFy6kV69eLF68mE2bNm1zK1f37t2pWrXqdmWtXr2a888/n3nz5mFm25xX79KlCzVr1gTgkEMO4ZdffmHlypUcc8wxeWXvscceeXUaO3ZsXivEhg0b+PXXXzn44IMLrIOUQZs2YZs2JTsKSaKEJXF3/9TMGhaxSg/gJXd3YJKZ1TKzvd198S6+8A6tXhL38DZt2nS7i6VyVahQga1bt+ZN578dKPeca7ly5bY5/1quXDlycnKK3R7g559/5qGHHmLChAk0aNCAfv36xXXb0Zlnnslrr73GH3/8Qa9evYCg+fmWW27h73//e7HbF2bWrFnUqlVru6br2CupC7qqul+/frz55pu0bNmSoUOHMmnSpALLz32fypcvT05OTl7cQ4YM4cQTT9xm3XivAahatSpdu3ZlzJgxjBw5kocffhiAK664gmuvvZbu3bszceJEBg4cmLdNYaMU3X777XTu3JkxY8awYMECOnbsuF3s+eMviLvz+uuv06RJk7jqIGXMRx/BlVfS4LDD4IQTkh2NJEkyL2zbF/gtZnphOG+7JG5mlwKXAtStWzfvnGuumjVrkpWVtVNBbNmyZae3zdWuXTvWrVvH448/zgUXXAAER5Vr1qyhQYMGzJ49m2XLlrF+/XrGjx9P27ZtycrKwt3Jzs6mcuXKbNiwgU2bNuXFkrtszz33LHT7LVu2sHbtWjZt2kTVqlWpUaMGP/74I+PGjeOwww4jKyuL6tWrs3jx4rzkEfuap5xyCldccQXLly/nvffeIysri6OPPpp77rmH7t27U6NGDRYtWkTFihWpU2fbUfBiy4k1duxYlixZwrhx4zjrrLPIzMykVq1auDsvvfQS1157LSNHjqRdu3ZkZWWxceNGKlasSFZWFmvWrCEjI4MVK1YwatQo9tlnn+3Wya1zVlYW2dnZuDtZWVl07NiRIUOG0K5dOypWrMi8efPYZ599aNeuHS+88AKnnXYaS5cuJTMzk549exa4z3v06MHAgQPJysqiWbNmZGVlsXLlSmrVqkVWVhbPPfdc3uclNiaAdevWkZOTQ1ZWFsuXL2ePPfYgKyuLp59+Oi/G/Ps4JyeHdevW0axZMz755BNmzZpFw4YNWbFiBXvssQedO3dm8ODBPPTQQ5gZM2fOpGXLltvFvWHDhu3+JxIhOzu7VF6nNES5LpX/+IO/PvUUdcLTXHts3MjEjz+G8uWTHNmuifI+ya806xKJq9Pd/RngGYC2bdt6/iHevvvuu50+mi6p3rTGjh3L1VdfzWOPPUaVKlVo2LAhjz76KAceeCC9evXi8MMPp1GjRhx66KFUqVKFjIwMzIwaNWqQkZFBlSpVqFSpUl4sucsaNmxY6Pbly5enevXqtG3bljZt2tC+fXv2228/jjrqqLx1+vfvzxlnnJF3bjz2Ndu3b8+6deuoX78+Bx54IAB/+9vf+OWXXzgh/GVfo0YNXn755e3eIzPj1FNPpXz4xdGiRQsefvhh7rrrLj7++GPq16/PlVdeyW233caLL76ImbFu3TqOPPJIKleuzIgRI/JOG1SuXJmMjAzuueceunTpQp06dWjdujUbN27cbp3cOmdkZLBx40bMjIyMDAYMGMAff/xBx44dcXfq1KnDm2++ydlnn82XX35Jhw4daNCgAYcffjhVq1YtcJ/36NGD/v37c9FFF7HbbrsBMGjQIPr168fuu+/Osccem9c7YGxMANWqVaNChQpkZGRw6623cv755zN48GC6deuWF2P+fVyhQgWqVatGo0aNePbZZznvvPPYunUre+21Fx999BF33303V199NUceeSRbt26lUaNGvPPOO9vFXaVKlbzTH4mkoSKTbMMGePBBuO8+WL8eqleH225jxqGH0im8GDLKIrlPClGqdXH3hD2AhsC3hSx7GugTMz0X2Lu4Mtu0aeP5zZkzZ7t58VqzZs1Ob5tqUrku++23ny9dujTu9VO5Ljsq0XXZlc//jsjMzCyV1ykNkarL1q3ub73lvv/+7sEJQ/fevd1/+83dI1aXIqRLPdxLvi7AVC8kJybzFrOxwHnhVeqHAat9V8+Hi4ikkx9+gG7doEcP+OknaNYMMjNhxAioVy/Z0UkKSFhzupmNADoBtc1sIXAnUBHA3YcC44CTgfnAOuCCRMUiyZd7FbmIxCE7G+69FwYPhs2boWZNGDQILr8cKkTiLKiUkkRend6nmOUO/CNRry8iEjnuMGoUXH89/P57MO/CC4Pz4HvtldzYJCXpJ52ISCqYNQuuuAI++SSYbtsWnngCOpS57jNkB6jbVRGRZFq1Cq66Clq3DhJ47drw7LPw1VdK4FIsHYmLiCTD1q3w4otw002wdCmUKwcDBgTnvnffPdnRSUToSLyElC9fPq8f8VatWnH//ffvVDkFDZWZ3x133MH48eN3qvz8ChrO9K677uKWW27ZZt6MGTN2qLvPsWPH7vR7IJL2pkyBI44IzncvXQpHHQXTp8OQIUrgskPS8ki84c3vlmh5C+7vVuw6VatWZcaMGSX6uoUZNGhQQsvv06cPXbt25b777sublzuqVzxycnLo3r17Xr/wIhJauhRuvRWefz64iG3vveGhh6BPn2IHWhIpiI7EE2j16tU0adKEuXPnAkFyfPbZZ4GgJ7RrrrmGpk2b0qVLF5YuXbrd9oMGDaJdu3Y0a9aMSy+9NLdTnG2O1hs2bMidd97JoYceymGHHcb3338PFD6M5fr16+nduzcHH3wwPXv2ZP369du9buPGjdl999356quv8uaNHj06L/7c4UJPP/30vOFC+/XrR//+/enQoQM33ngjw4YNY8CAAQBFDud54YUX0qlTJ/bff38ef/zxvNcbPnw4LVq0oGXLlvTt2xeApUuXcvrpp9OuXTvatWvH559/vrO7RqR05eTAk09C48bw3HNBF6k33ABz58LZZyuBy05TEi8h69ev36Y5fdSoUdSsWZMnnniCfv36MXLkSFauXMkll1wCBEm2bdu2zJ49m44dO24zXGWuAQMGMGXKFL799lvWr19fYJebALVr12b69OlcdNFFeSNeFTaM5VNPPUW1atX47rvvuOuuu5g2bVqBZcYOzTlp0iT22GMPDjzwwG2GCz344IO3GS504cKFfPHFF3mDh+QqajjP77//ng8++IDJkydz1113sXnzZmbPns2DDz7IhAkTmDlzJo899hgAV111Fddccw1Tpkzh9ddf5+KLL45394gkz2efQZs2wfnuVavg+OODK9EfeABKoMtnKdvSsjk9GQprTj/++ON59dVX+cc//sHMmTPz5pcrVy5v5LBzzz03b3jNWJmZmTzwwAOsW7eOFStW0LRpU0499dTt1svdtlWrVnmjdhU2jOWnn37KlVdeCQT9nRc2XGmvXr044ogjGDx48DZN6bHDhWZnZ28zatiZZ56Z15d6rKKG8+zWrVteP+R77bUXf/75JxMmTKBnz555w5zmDs05fvx45syZk7ftmjVryM7OpkaNGgXWQSSpFi2CG2+EV14JpvfbDx55BP72Nx15S4lREk+wrVu38t1331GtWjVWrlxJvUK6Ssw/NOeGDRu4/PLLmTp1KvXr12fgwIGFDi9a2NCcuzKMZf369WnUqBGffPIJr7/+Ol9++SWw7XChw4YN22aknsKG5ixqOM8dGZpz69atTJo0iSpVquxUnURKxaZN8NhjwVXm2dlQpUpwBfpNN0EB48+L7Ao1pyfYI488wsEHH8zw4cO54IIL2Lx5MxAkpNzz2sOHD+eoo47aZrvchF27dm2ys7OLvWI9vxNPPJEhQ4bknUf/+uuvATjmmGMYPnw4EBxVf/PNN4WW0adPH6655hr233//vB8fWVlZ7L333mzevJlXco8wirF69Wr23XdfAF588cVi1z/22GMZM2YMy5cvB2DFihUAnHDCCQwZMiRvvdK6kFAkbh9+CC1aBEfg2dnBUfecOTBwoBK4JISSeAnJf0785ptvZu7cuTz33HMMHjyYo48+mmOOOYZ77rkHCI5aJ0+eTLNmzZgwYQJ33HHHNuXVqlWLSy65hGbNmnHiiSfSrl27HYrn9ttvZ/PmzbRo0YKmTZty++23A3DZZZeRnZ3NwQcfzB133EGbNm0KLePMM89k9uzZ21yVfvfdd9OhQweOPPJIDjrooLhiGThwIGeeeSZt2rTJayIvStOmTbn++uvp2LEjLVu25NprrwXg8ccfZ+rUqbRo0YJDDjmEoUOHxvX6Igm3YAGcdhqceGJwsVrjxvD++zBmDMScPhIpcYUNb5aqj3QZirR69eolXqaG70xNGoo09ZRYXdatcx840L1KlWCI0OrV3f/1L/eNG0um/Diky35Jl3q4l+5QpDonLiKyo9xh7Fi4+urgKByCe70ffBDCU0cipUFJPEmys7OTHYKI7Iy5c4O+zj/4IJhu3jzoaa1jx+TGJWWSzomLiMQjKyu4wrx58yCB16oVJO/p05XAJWnS5kjc3be7TUsk3Xl494EkkDuMGBH0sLZoUXCP90UXwT//qTG+JenS4ki8SpUqLF++XF9oUqa4O8uXL9d984n0zTfQqROcc06QwNu1g0mTgq5TlcAlBaTFkXi9evVYuHBhgf2PF2fDhg1p8yWouqSmRNalSpUqhXYgJLtg5Uq4886gv/OtW4Mxvu+/Hy64IBgyVCRFpEUSr1ix4jZdee6IiRMn0rp16xKOKDlUl9SUTnVJe1u3wgsvwC23wLJlQcK+4gq46y4NESopKS2SuIjILps8ORikZMqUYPqYY4IL1woZX0AkFahdSETKtiVL4OKLoUOHIIHvsw8MHw4TJyqBS8pTEheRsiknJzjSbtwYnn8eKlYMbiGbOzfouEV3u0gEqDldRMqcmjNnwpVXBuN6Q9Dn+WOPwU6O+ieSLEriIlJ2/P473HADrUeMCKYbNoRHH4Xu3XXkLZFU5pP41TOuptaCWtvMO6vpWVze7nLWbV7Hya+cvN02/Vr1o1+rfixbt4wzRp+x3fLL2l5Gr2a9+G31b/Qd03e75dcdfh2nNjmVucvm8vd3/r7d8tuOuY3j9j+OGX/M4Or3r95u+T+7/JMj6h/BF799wa0f35o3f9WqVdRaUItHuz5Kq7+0YvxP47nn03u22/7pU56mSe0mvD33bQZ/OXi75f/t+V/q16zPqG9H8dTUp7Zb/tpZr1G7Wm2GzRjGsBnDtls+7pxxVKtYjX9P+TejZ4/ebvnEfhMBeOiLh3jnh3e2WVa1YlXeO+c9AO7+5G4+/vnjbZbvWW1PXj/rdQBuGX8LXy78cpvl9Xarx8unvQzA1e9fzYw/ZmyzvPGejXnm1GcAuPTtS/lh+Q/bLG/1l1Y82vVRAM5941wWrlm4zfLD6x3OfcfdB8Dpo09n+brl2yzv0qgLt3cMRow76ZWTWL95fd5+ATil8Slcf8T1AHQa1mm79yaVP3urVq3i3wf8u8DPXq6U/ext3QoLFzLxgSWwdi0PHF2ecV3qQ/36sPIRePGRyH72cj9fBX32YqX6Z+/UmqfSiU47/L2XK5U+e4dwyHbLE6XMJ3ERSXMrVsD8+bB+PawFevbkt+OqQbWFxW4qkvIKG94sVR8FDUW6KzT8XWpSXVJP5Orx00/uPXoEQ4SCe5Mm7h984O4RrEsR0qUu6VIP99IdilRXp4tIelm3Luht7eCD4a23oEaNYIjQb76BE05IdnQiJUrN6SKSHtzhzTfhmmvgl1+CeeecAw88ENz7LZKGlMRFJPq+/z64Zeyjj4LpFi3giSfg6KOTG5dIgqk5XUSiKysrGCK0efMggdeqFSTvadOUwKVM0JG4iESPe9A16g03wOLFwT3el1wC994LdeokOzqRUqMkLiLRMmNGMLLY//4XTHfoEBx9t22b1LBEkkHN6SISDStWBKOMtWkTJPA6dYJhQ7/4QglcyiwlcRFJbVu2wLPPBgOVPPlk0HR+1VXwww9wwQXBmN8iZZSa00UkdU2aFBx9T5sWTHfsGIw81rx5cuMSSRH6CSsiqefPP+HCC+Hww4MEvu++MHIkZGYqgYvEUBIXkdSRkxMMCdq4MfznP8EY3zffHNwH3quXRhoTyUfN6SKSGiZODK46//bbYPqkk4JhQhs3TmZUIilNR+IiklwLF0Lv3tC5c5DAGzWCsWPh3XeVwEWKoSQuIsmxcSPcdx80aQKjRkHVqjBoEMyZA6eeqqZzkTioOV1ESt+4ccFtYvPnB9Onnw6DB8N++yU3LpGIURIXkdLz44/BKGNvvx1MH3QQPP44HH98cuMSiSg1p4tI4q1bB3fcAU2bBgk8IwMeeghmzlQCF9kFOhIXkcRxhzfegGuvhV9/Deb17Qv/+hfsvXdyYxNJA0riIpIYc+YEY3x//HEw3apVMFDJkUcmNSyRdKLmdBEpWWvWwPXXQ8uWQQLffXf4979h6lQlcJESpiNxESkZ7vDyy3DjjfDHH8EtYpdeGozxXbt2sqMTSUtK4iKy677+Ouht7fPPg+nDDguaztu0SW5cImlOzekisvNWrIDLLw/G8/78c9hrr6DP888/VwIXKQVK4iKy47ZsgaefDrpFfeqpoOn8mmuCMb779dMY3yKlRM3pIrJjvvwyGON7+vRgunPnYIzvpk2TG5dIGaQkLiJxqbRiRXCU/eKLwYx69YKuUs88U/2ciyRJQtu8zKyrmc01s/lmdnMByxuYWaaZfW1m35jZyYmMR0R20iuv0P6884IEXqkS3HprMMb3WWcpgYskUcKOxM2sPPAkcDywEJhiZmPdfU7MarcBo939KTM7BBgHNExUTCKyE156Cfr1o4I7nHwyPPYY/PWvyY5KREjskXh7YL67/+Tum4CRQI986ziwW/i8JrAogfGIyI4aPjxoQnfnp0suCcb4VgIXSRnm7okp2OwMoKu7XxxO9wU6uPuAmHX2Bj4EdgeqA8e5+7QCyroUuBSgbt26bUaOHFlicWZnZ1OjRo0SKy+ZVJfUFNW61JkwgUPuvRfbupWfL7yQ2T17RrIeBYnqPilIutQlXeoBJV+Xzp07T3P3tgUudPeEPIAzgOdipvsCT+Rb51rguvD54cAcoFxR5bZp08ZLUmZmZomWl0yqS2qKZF1ee829fHl3cL/jDnePaD0KobqknnSph3vJ1wWY6oXkxEQ2p/8O1I+ZrhfOi3URMBrA3b8EqgDqn1Ekmd56C3r3Du4Fv+UWGDgw2RGJSCESmcSnAAeaWSMzqwT0BsbmW+dXoAuAmR1MkMSXJjAmESnKO+8Et4zl5MANNwT9nuvqc5GUlbAk7u45wADgA+A7gqvQZ5vZIDPrHq52HXCJmc0ERgD9wqYDESlt778Pp58OmzfD1VcHY34rgYuktIR29uLu4whuG4udd0fM8zmAxiYUSbbx4+Fvf4NNm4Le2B5+WAlcJALUwbFIWZeZCaeeChs3Qv/+8PjjSuAiEaEkLlKWffopnHIKbNgAF18MTz6pBC4SIUriImXV558HPbCtWxd06PL00xp9TCRi9B8rUhZNmgQnnQRr18K558JzzymBi0SQ/mtFypqpU+HEEyErK7gf/D//gfLlkx2ViOwEJXGRsmT6dDj+eFizBs44A/77X6igEYlFokpJXKSsmDkzSOCrVgW3kw0frgQuEnFK4iJlwbffwnHHwYoVwe1ko0ZBxYrJjkpEdpGSuEi6++476NIFli0LLmZ79VWoVCnZUYlICVASF0lnc+fCscfCkiVBU/obb0DlysmOSkRKiJK4SLqaPz9I4H/8Efx9802oUiXZUYlICVISF0lHP/0EnTvDokVwzDEwdixUq5bsqESkhCmJi6SbX34JEvjChXDkkfDuu1C9erKjEpEEUBIXSSe//RYk8F9/hcMOg/fegxo1kh2ViCSIkrhIuvj99yCB//wztGsXjA+ekZHsqEQkgZTERdLB4sXBxWs//giHHgoffAA1ayY7KhFJMCVxkaj7888ggf/wA7RsCR99BLvvnuyoRKQUKImLRNnSpUFHLt9/D82bw/jxsMceyY5KREqJkrhIVC1fHnSlOns2HHJIkMBr1052VCJSipTERaJo5cqgB7ZvvoEmTeDjj2GvvZIdlYiUMiVxkahZtQpOOAG+/hoOPBAmTIC//CXZUYlIEiiJi0TJmjXQtStMnQr77x8k8H32SXZUIpIkSuIiUZGVFYxC9tVX0LAhZGZCvXrJjkpEkkhJXCQK1q6Fbt3giy+gfv0ggTdokOyoRCTJlMRFUt26dXDKKfDZZ7DvvkECb9gw2VGJSApQEhdJZevXQ48eMHEi7L13cA78gAOSHZWIpAglcZFUtWEDnHZacP933bpBAm/cONlRiUgKURIXSUUbN8IZZwSDmNSpE9wHftBByY5KRFKMkrhIqtm8GXr1CsYB33PP4Ei8adNkRyUiKUhJXCSVbN4MffrAW28Fg5iMHw8tWiQ7KhFJUUriIqkiJwfOPRdefz0YRvSjj6BVq2RHJSIpTElcJBVs2QLnnw+jR8Nuu8GHH0KbNsmOSkRSnJK4SLJt2QIXXgjDh0ONGsHFbO3bJzsqEYmAuJO4mVVLZCAiZdLWrXDppfDSS1C9Orz3Hhx+eLKjEpGIKDaJm9kRZjYH+D6cbmlm/054ZCLpbutWuOwyeOEFqFo1uBr9qKOSHZWIREg8R+KPACcCywHcfSZwTCKDEkl77nDFFfDMM1ClCrz9NnTsmOyoRCRi4mpOd/ff8s3akoBYRMoGd7jmGvj3v6Fy5eB2si5dkh2ViERQhTjW+c3MjgDczCoCVwHfJTYskTTlDjfcAI89BpUqwRtvwAknJDsqEYmoeI7E+wP/APYFfgdahdMisiPc4dZbYfBgqFgRXnsNTj452VGJSIQVeyTu7suAc0ohFpH0duedcP/9UL48jBoFp56a7IhEJOLiuTr9RTOrFTO9u5m9kNCoRNLNoEFw991BAh8xAnr2THZEIpIG4jkn3sLdV+VOuPtKM2uduJBE0kuDV16B556DcuXg5ZfhzDOTHZKIpIl4zomXM7PdcyfMbA/iS/4i8uCD7P/cc2AGL74IvXsnOyIRSSPxJOPBwJdm9ipgwBnAvQmNSiQdPPII3Hgjboa98EIwuImISAmK58K2l8xsGtA5nHWau89JbFgiEffEE3DttQD8cN11NOnXL7nxiEhairdZ/HtgZe76ZtbA3X9NWFQiUTZ0aNAbG8BTT7H4oINoktyIRCRNxXN1+hXAn8BHwDvAu+FfEcnvueeC/tABhgyB/v2TG4+IpLV4jsSvApq4+/JEByMSacOGBSOSATz8MAwYkNRwRCT9xXN1+m/A6kQHIhJpL78cjAnuDg88EPSNLiKSYPEcif8ETDSzd4GNuTPd/eGERSUSJSNHwvnnBwn83nuDvtFFREpBPEn81/BRKXyISK7XXgtuHdu6FQYODPpGFxEpJfHcYnZXaQQiEjlvvgl9+sCWLXDbbXDHHcmOSETKmGKTuJnVAW4EmgJVcue7+7EJjEsktb3zDpx1FuTkwE03BX2jmyU7KhEpY+K5sO0VgvvEGwF3AQuAKfEUbmZdzWyumc03s5sLWecsM5tjZrPNbHiccYskz3vvwemnw+bNcN11cN99SuAikhTxnBPf092fN7Or3P0T4BMzKzaJm1l54EngeGAhMMXMxsb29mZmBwK3AEeGA6vstXPVECklH34YjEC2aRNcdRU8+KASuIgkTTxH4pvDv4vNrFs4gtkecWzXHpjv7j+5+yZgJNAj3zqXAE+6+0oAd18SZ9wipW/CBOjRAzZuhMsvD/pGVwIXkSQydy96BbNTgM+A+sAQYDfgLncfW8x2ZwBd3f3icLov0MHdB8Ss8ybwA3AkUB4Y6O7vF1DWpcClAHXr1m0zcuTIeOtXrOzsbGrUqFFi5SWT6pI4NWfMoMXNN1N+40YWnXIKP1xzTTC0aBxSrS47K13qAapLKkqXekDJ16Vz587T3L1tgQvdPSEPgtHOnouZ7gs8kW+dd4AxQEWCc+6/AbWKKrdNmzZekjIzM0u0vGRSXRLks8/cq1d3B/cLL3TfsmWHNk+puuyCdKmHu+qSitKlHu4lXxdgqheSEws9J25mN7r7A2Y2BNjucN3dryzmx8PvBEfvueqF82ItBL5y983Az2b2A3AgcV44J5JwX34JJ50Ea9fCeefBM8/EfQQuIpJoRV3Y9l34d+pOlj0FONDMGhEk797A2fnWeRPoA/zHzGoDjQl6iBNJvsmToWtXyM6Gs8+GF16A8uWTHZWISJ5Ck7i7vx1eYd7c3a/f0YLdPcfMBgAfEJzvfsHdZ5vZIIKmgbHhshPMbA6wBbjBNdCKpILp0+HEE2HNmuB+8BdfVAIXkZRT5C1m7r7FzI7c2cLdfRwwLt+8O2KeO3Bt+BBJDTNmwHHHwapVcNppweAmFeK5G1NEpHTF8800w8zGAq8Ca3NnuvsbCYtKJFlmzQoS+MqV0L07jBgBFSsmOyoRkQLFk8SrAMuB2G5WHVASl/QyZw506QLLl0O3bjB6NFTSmD8ikrriGQDlgtIIRCSpvv8ejj0Wli4NzoW/9hpUrpzsqEREihTPAChVgIvYfgCUCxMYl0jpmTcvSOB//hk0pY8ZA1WqFL+diEiSxXPD63+BvwAnAp8Q3O+dlcigRErNjz9C586weDF06gRvvQVVqyY7KhGRuMSTxP/q7rcDa939RaAb0CGxYYmUggULgiPw33+Ho48OhhetVi3ZUYmIxG1HBkBZZWbNgJqARhuTaPv11+AI/Ndf4Ygj4N13oXr1ZEclIrJD4rk6/Rkz2x24HRgL1Aifi0TTwoXBEfiCBdChQzA+eEZGsqMSEdlhRfWdPgcYDozwYKjQT4D9SyswkYRYtChI4D/+CG3bwvvvw267JTsqEZGdUlRzeh+gOvChmU02s2vMbO9Sikuk5P3xR3Af+Lx50Lo1fPAB1KqV7KhERHZaoUnc3We6+y3ufgBwJdAA+MrMMs3sklKLUKQkLFkSJPDvv4cWLeCjj2CPPZIdlYjILolrTEV3n+Tu1wDnAbWAJxIZlEiJWrYsuP97zhxo2hTGj4c990x2VCIiuyyezl7aETStnw78DDxN0I+6SOpbsQKOPz7oE/2gg+Djj6FOnWRHJSJSIoq6sO2fQC9gBTASONLdF5ZWYCK7bNUqOOGEYFSyxo1hwgSoWzfZUYmIlJiijsQ3AF3dfV5pBSNSYlavDvpAnzYNDjggSOB767pMEUkvhSZxdx9UmoGIlJisLDjpJJg8GRo1gsxM2HffZEclIlLi4rqwTSQysrPh5JPhyy+hQYPgCLx+/WRHJSKSEErikj7WroVTToH//Q/q1QuOwBs2THZUIiIJU9SFbYcWtaG7Ty/5cER20vr10L07fPIJ7LNPkMD3VweDIpLeirqwbXD4twrQFpgJGNACmAocntjQROK0YQP87W9B0/lf/hL8/etfkx2ViEjCFdVjW2d37wwsBg5197bu3gZoDfxeWgGKFGnjRjj9dPjwQ9hrryCBN2mS7KhEREpFPOfEm7j7rNwJd/8WODhxIYnEadMmOPNMGDcOatcOOnI5WB9NESk74hmK9Bszew54OZw+B/gmcSGJxGHzZujdG95+O+gDffx4aNYs2VGJiJSqeJL4BcBlwFXh9KfAUwmLSKQ4OTlwzjkwZkwwCtlHH0HLlsmOSkSk1BWbxN19g5kNBca5+9xSiEmkcFu2wHnnwauvQs2aQQI/tMgbKURE0lax58TNrDswA3g/nG5lZmMTHJfI9rZsgQsugBEjICMjGA+8bdtkRyUikjTxXNh2J9AeWAXg7jOARokLSaQAW7fCxRfDf/8L1avDe+9Bhw7JjkpEJKniSeKb3X11vnmeiGBECrR1K/TvD8OGQbVqwdXoRx6Z7KhERJIungvbZpvZ2UB5MzsQuBL4IrFhiYTcYcAAePZZqFoV3nkHjjkm2VGJiKSEeI7ErwCaAhuBEcAa4OoExiQScIerroKnnoIqVWDsWOjcOdlRiYikjHiuTl8H/F/4ECkd7nDddTBkCFSqBG++Cccdl+yoRERSSrFJ3MwaA9cDDWPXd/djExeWlGnu7P/MMzByJFSsCG+8ASeemOyoRERSTjznxF8FhgLPAVsSG46Uee5w++00GDkSKlQI7gfv1i3ZUYmIpKR4kniOu6uHNikdo0fDvffi5cphI0dCjx7JjkhEJGXFk8TfNrPLgTEEF7cB4O4rEhaVJFTDm99NdgiFqrClCoMP7kjlLu3oP6UKTEnNWBfcr9YBEUm+eJL4+eHfG2LmObB/yYcjZV1O+Qpc1f0GrmueA7OKX19EpCyL5+p09c4mIiKSggpN4mZ2rLtPMLPTClru7m8kLiwREREpTlFH4h2BCcCpBSxzQElcREQkiQpN4u5+Z/j3gtILR0REROIVz4VtmFk3gq5Xq+TOc/dBiQpKREREihfPeOJDgV4EfagbcCawX4LjEhERkWLEMwDKEe5+HrDS3e8CDgcaJzYsERERKU48SXx9+Hedme0DbAb2TlxIIiIiEo94zom/Y2a1gAeB6QRXpj+XyKBERESkePF09nJ3+PR1M3sHqOLuqxMbloiIiBSnqM5eCuzkJVymzl5ERESSrKgj8YI6ecmlzl5ERESSrKjOXtTJi4iISAqL5z7xPc3scTObbmbTzOwxM9uzNIITERGRwsVzi9lIYClwOnBG+HxUIoMSERGR4sVzi9neMVeoA9xjZr0SFZCIiIjEJ54j8Q/NrLeZlQsfZwEfJDowERERKVo8SfwSYDiwMXyMBP5uZllmtqaoDc2sq5nNNbP5ZnZzEeudbmZuZm13JHgREZGyLJ7OXjJ2pmAzKw88CRwPLASmmNlYd5+Tb70M4Crgq515HRERkbIqnqvTL8o3Xd7M7oyj7PbAfHf/yd03ERzB9yhgvbuBfwEb4ihTREREQvE0p3cxs3FmtreZNQMmAfEcne8L/BYzvTCcl8fMDgXqu/u78QYsIiIiAXP34lcKrkZ/ElgLnO3un8exzRlAV3e/OJzuC3Rw9wHhdDlgAtDP3ReY2UTgenefWkBZlwKXAtStW7fNyJEj46xe8bKzs6lRo0aJlZdM8dZl1u+p3/V93arw5/ri10uW5vvWjHvddPmMpUs9QHVJRelSDyj5unTu3Hmauxd4zVix58TN7ECCc9avAwcDfc3sa3dfV8ymvwP1Y6brhfNyZQDNgIlmBvAXYKyZdc+fyN39GeAZgLZt23qnTp2KCztuEydOpCTLS6Z469Lv5tRv+LiueQ6DZ8VzB2RyLDinU9zrpstnLF3qAapLKkqXekDp1iWe5vS3gdvd/e9AR2AeMCWO7aYAB5pZIzOrBPQGxuYudPfV7l7b3Ru6e0OCZvrtEriIiIgULJ5DnfbuvgbAg7b3wWb2dnEbuXuOmQ0guKe8PPCCu882s0HAVHcfW3QJIiIiUpRCj8TN7EYAd19jZmfmW9wvnsLdfZy7N3b3A9z93nDeHQUlcHfvpKNwERGR+BXVnN475vkt+ZZ1TUAsIiIisgOKSuJWyPOCpkVERKSUFZXEvZDnBU2LiIhIKSvqwraWYd/oBlSN6SfdgCoJj0xERESKVGgSd/fypRmIiIiI7Jh47hMXERGRFKQkLiIiElFK4iIiIhGlJC4iIhJRSuIiIiIRpSQuIiISUUriIiIiEaUkLiIiElFK4iIiIhGlJC4iIhJRRfWdLiKlqOHN7yY7hCJd1zyHfike44L7uyU7BJFSpSNxERGRiFISFxERiSglcRERkYhSEhcREYkoJXEREZGIUhIXERGJKCVxERGRiFISFxERiSglcRERkYhSEhcREYkoJXEREZGIUhIXERGJKCVxERGRiFISFxERiSglcRERkYhSEhcREYkoJXEREZGIUhIXERGJKCVxERGRiFISFxERiSglcRERkYhSEhcREYkoJXEREZGIUhIXERGJKCVxERGRiFISFxERiSglcRERkYhSEhcREYkoJXEREZGIUhIXERGJKCVxERGRiFISFxERiSglcRERkYhSEhcREYkoJXEREZGIUhIXERGJKCVxERGRiEpoEjezrmY218zmm9nNBSy/1szmmNk3Zvaxme2XyHhERETSScKSuJmVB54ETgIOAfqY2SH5VvsaaOvuLYDXgAcSFY+IiEi6SeSReHtgvrv/5O6bgJFAj9gV3D3T3deFk5OAegmMR0REJK0kMonvC/wWM70wnFeYi4D3EhiPiIhIWjF3T0zBZmcAXd394nC6L9DB3QcUsO65wACgo7tvLGD5pcClAHXr1m0zcuTIEoszOzubGjVqlFh5yRRvXWb9vroUotk1davCn+uTHUXhmu9bM+5102W/pPo+gfj3S1n8v0916VIPKPm6dO7ceZq7ty1oWYUSe5Xt/Q7Uj5muF87bhpkdB/wfhSRwAHd/BngGoG3btt6pU6cSC3LixImUZHnJFG9d+t38buKD2UXXNc9h8KxEfjx3zYJzOsW9brrsl1TfJxD/fimL//epLl3qAaVbl0T+R04BDjSzRgTJuzdwduwKZtYaeJrgiH1JAmMREdlhDVP8hxUEP65S+Qfggvu7JTuEtJawc+LunkPQRP4B8B0w2t1nm9kgM+servYgUAN41cxmmNnYRMUjIiKSbhLaNubu44Bx+ebdEfP8uES+voiISDpTj20iIiIRpSQuIiISUUriIiIiEaUkLiIiElFK4iIiIhGlJC4iIhJRSuIiIiIRpSQuIiISUUriIiIiEaUkLiIiElFK4iIiIhGlJC4iIhJRSuIiIiIRpSQuIiISUUriIiIiEaUkLiIiElFK4iIiIhGlJC4iIhJRSuIiIiIRpSQuIiISUUriIiIiEaUkLiIiElFK4iIiIhGlJC4iIhJRSuIiIiIRpSQuIiISUUriIiIiEaUkLiIiElFK4iIiIhGlJC4iIhJRSuIiIiIRpSQuIiISUUriIiIiEaUkLiIiElFK4iIiIhGlJC4iIhJRSuIiIiIRpSQuIiISUUriIiIiEaUkLiIiElFK4iIiIhGlJC4iIhJRSuIiIiIRpSQuIiISUUriIiIiEaUkLiIiElFK4iIiIhGlJC4iIhJRSuIiIiIRpSQuIiISUUriIiIiEaUkLiIiElFK4iIiIhGV0CRuZl3NbK6ZzTezmwtYXtnMRoXLvzKzhomMR0REJJ0kLImbWXngSeAk4BCgj5kdkm+1i4CV7v5X4BHgX4mKR0REJN0k8ki8PTDf3X9y903ASKBHvnV6AC+Gz18DupiZJTAmERGRtJHIJL4v8FvM9MJwXoHruHsOsBrYM4ExiYiIpI0KyQ4gHmZ2KXBpOJltZnNLsPjawLISLC+Z0qYuV6Z4XWzHTvykdF3iler7BHZov6R8XeKV6vulLO4TSr4u+xW2IJFJ/Hegfsx0vXBeQessNLMKQE1gef6C3P0Z4JlEBGlmU929bSLKLm2qS2pKl7qkSz1AdUlF6VIPKN26JLI5fQpwoJk1MrNKQG9gbL51xgLnh8/PACa4uycwJhERkbSRsCNxd88xswHAB0B54AV3n21mg4Cp7j4WeB74r5nNB1YQJHoRERGJQ0LPibv7OGBcvnl3xDzfAJyZyBjikJBm+iRRXVJTutQlXeoBqksqSpd6QCnWxdR6LSIiEk3qdlVERCSiykwST6cuYOOoSz8zW2pmM8LHxcmIszhm9oKZLTGzbwtZbmb2eFjPb8zs0NKOMV5x1KWTma2O2Sd3FLResplZfTPLNLM5ZjbbzK4qYJ1I7Jc46xKV/VLFzCab2cywLncVsE7Kf4fFWY9IfH/lMrPyZva1mb1TwLLE7xN3T/sHwYV1PwL7A5WAmcAh+da5HBgaPu8NjEp23LtQl37AE8mONY66HAMcCnxbyPKTgfcAAw4Dvkp2zLtQl07AO8mOM4567A0cGj7PAH4o4PMVif0SZ12isl8MqBE+rwh8BRyWb52U/w6Lsx6R+P6KifdaYHhBn6PS2Cdl5Ug8nbqAjacukeDunxLclVCYHsBLHpgE1DKzvUsnuh0TR10iwd0Xu/v08HkW8B3b97QYif0SZ10iIXyvs8PJiuEj/wVNKf8dFmc9IsPM6gHdgOcKWSXh+6SsJPF06gI2nroAnB42db5mZvULWB4F8dY1Kg4PmxHfM7OmyQ6mOGHTX2uCo6VYkdsvRdQFIrJfwmbbGcAS4CN3L3S/pPJ3WBz1gOh8fz0K3AhsLWR5wvdJWUniZc3bQEN3bwF8xP//JSjJMx3Yz91bAkOAN5MbTtHMrAbwOnC1u69Jdjy7opi6RGa/uPsWd29F0PtlezNrluSQdkoc9YjE95eZnQIscfdpyYyjrCTxHekCFiuiC9gUUGxd3H25u28MJ58D2pRSbCUtnv0WCe6+JrcZ0YP+EyqaWe0kh1UgM6tIkPRecfc3ClglMvuluLpEab/kcvdVQCbQNd+iqHyHAYXXI0LfX0cC3c1sAcFpzWPN7OV86yR8n5SVJJ5OXcAWW5d85ye7E5wLjKKxwHnh1dCHAavdfXGyg9oZZvaX3HNhZtae4H8v5b5gwxifB75z94cLWS0S+yWeukRov9Qxs1rh86rA8cD3+VZL+e+weOoRle8vd7/F3eu5e0OC7+EJ7n5uvtUSvk8iMYrZrvI06gI2zrpcaWbdgRyCuvRLWsBFMLMRBFcH1zazhcCdBBe64O5DCXr7OxmYD6wDLkhOpMWLoy5nAJeZWQ6wHuidal+woSOBvsCs8LwlwK1AA4jcfomnLlHZL3sDL5pZeYIfGqPd/Z0IfofFU49IfH8VprT3iXpsExERiaiy0pwuIiKSdpTERUREIkpJXEREJKKUxEVERCJKSVxERCSilMRFEszMtoSjMX1rZq+aWbVC1vtiJ8tva2aP70J82YXM/4uZjTSzH81smpmNM7PGO/s6qcCCUcuOSHYcIiVFSVwk8da7eyt3bwZsAvrHLgx7csLddyq5uPtUd79y18PcJiYDxgAT3f0Ad28D3ALULcnXSYJOgJK4pA0lcZHS9Rnw1/CI8DMzGwvMgf9/RBwumxgO/vC9mb0S06tYOzP7IhywY7KZZYTrvxMuH2hm/zWzL81snpldEs6vYWYfm9l0M5tlZsWNfNcZ2Bx2iAKAu89098/CntoeDFsWZplZr5i4PzGzt8zsJzO738zOCeOcZWYHhOsNM7OhZjbVzH6woA/q3LGm/xOu+7WZdQ7n9zOzN8zs/bBOD+TGZGYnhHWdHrZy1AjnLzCzu2Lqe5AFg6D0B64JW0aO3sV9KZJ0ZaLHNpFUEB5xnwS8H846FGjm7j8XsHproCmwCPgcONLMJgOjgF7uPsXMdiPoZSy/FgTjfFcHvjazdwlGjOrp7mss6Bt8kpmNLaJ3smZAYQM7nAa0AloCtYEpZvZpuKwlcDBB71Q/Ac+5e3szuwq4Arg6XK8hwbC6BwCZZvZX4B8Eo1U2N7ODgA9jmu9bhe/JRmCumQ0J634bcJy7rzWzmwjGdh4UbrPM3Q81s8uB6939YjMbCmS7+0OF1E0kUpTERRKvaky3n58RdMV4BDC5kAROuGwhQLhtQ4JhDBe7+xQIBu8Il+ff9i13Xw+sN7NMgmT5LvBPMzuGYNjEfQmaxv/YifocBYxw9y3An2b2CdAOWANMye1H3cx+BD4Mt5lFcHSfa7S7bwXmmdlPwEFhuUPCun1vZr8AuUn8Y3dfHZY7B9gPqAUcAnwevgeVgC9jXiN3wJNpBD88RNKOkrhI4q0Ph17MEyadtUVsszHm+RZ27H81/9G1A+cAdYA27r7ZgpGXqhRRxmyCfsV3VGzcW2Omt7JtHQqKMd5yc98PIxiPuk8x2+zo+ycSGTonLhIdc4G9zawdQHg+vKDk1CM8v7wnwYVcUwiGQFwSJvDOBEeyRZkAVDazS3NnmFmL8DzyZ0AvMytvZnWAY4DJO1iXM82sXHiefP+wbp8R/NggbEZvEM4vzCSC0wx/DbepHsfV81lAxg7GKpKylMRFIsLdNwG9gCFmNhP4iIKPpr8hGKd5EnC3uy8CXgHamtks4Dy2H8Yy/2s50BM4zoJbzGYD9xE0v48JX2MmQbK/0d13tFn+V4LE/x7Q3903AP8GyoUxjgL6xYwrXVCMSwlGuBphZt8QNKUfVMzrvg301IVtki40iplIGjGzgaT4hVtmNgx4x91fS3YsIlGnI3EREZGI0pG4iIhIROlIXEREJKKUxEVERCJKSVxERCSilMRFREQiSklcREQkopTERUREIur/AZFGZzDhBeFFAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.decomposition import PCA\n", + "\n", + "pca = PCA().fit(Train_X_std)\n", + "\n", + "fig, ax = plt.subplots(figsize=(8,6))\n", + "x_values = range(1, pca.n_components_+1)\n", + "ax.bar(x_values, pca.explained_variance_ratio_, lw=2, label='Explained Variance')\n", + "ax.plot(x_values, np.cumsum(pca.explained_variance_ratio_), lw=2, label='Cumulative Explained Variance', color='red')\n", + "plt.plot([0,pca.n_components_+1],[0.9,0.9],'g--')\n", + "ax.set_title('Explained variance of components')\n", + "ax.set_xlabel('Principal Component')\n", + "ax.set_ylabel('Explained Variance')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "976d0640", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:41.041657Z", + "iopub.status.busy": "2021-12-30T11:40:41.040694Z", + "iopub.status.idle": "2021-12-30T11:40:41.262987Z", + "shell.execute_reply": "2021-12-30T11:40:41.263410Z", + "shell.execute_reply.started": "2021-12-25T19:33:05.173661Z" + }, + "papermill": { + "duration": 0.302667, + "end_time": "2021-12-30T11:40:41.263579", + "exception": false, + "start_time": "2021-12-30T11:40:40.960912", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.decomposition import PCA\n", + "from sklearn.preprocessing import PolynomialFeatures\n", + "Trr=[]; Tss=[]; n=3\n", + "order=['ord-'+str(i) for i in range(2,n)]\n", + "Trd = pd.DataFrame(np.zeros((10,n-2)), columns=order)\n", + "Tsd = pd.DataFrame(np.zeros((10,n-2)), columns=order)\n", + "m=df.shape[1]-1\n", + "\n", + "for i in range(m):\n", + " pca = PCA(n_components=Train_X_std.shape[1]-i)\n", + " Train_X_std_pca = pca.fit_transform(Train_X_std)\n", + " Test_X_std_pca = pca.fit_transform(Test_X_std)\n", + " \n", + " LR = LinearRegression()\n", + " LR.fit(Train_X_std_pca, Train_Y)\n", + "\n", + " pred1 = LR.predict(Train_X_std_pca)\n", + " pred2 = LR.predict(Test_X_std_pca)\n", + "\n", + " Trr.append(round(np.sqrt(mean_squared_error(Train_Y, pred1)),2))\n", + " Tss.append(round(np.sqrt(mean_squared_error(Test_Y, pred2)),2))\n", + "\n", + "# plt.figure(figsize=[20,4.5])\n", + "# plt.subplot(1,3,1)\n", + "# sns.heatmap(Trd.loc[:6], cmap='BuGn', annot=True, vmin=0, vmax=Trd.max().max())\n", + "# plt.title('Train RMSE')\n", + "# plt.subplot(1,3,2)\n", + "# sns.heatmap(Tsd.loc[:6], cmap='BuGn', annot=True, vmin=0, vmax=Trd.max().max()+10)\n", + "# plt.title('Test RMSE')\n", + "# plt.subplot(1,3,3)\n", + "# sns.heatmap((Trd+Tsd).loc[:6], cmap='BuGn', annot=True, vmin=0, vmax=Trd.max().max()+25)\n", + "# plt.title('Total RMSE')\n", + "# plt.show()\n", + "\n", + "plt.plot(Trr, label='Train RMSE')\n", + "plt.plot(Tss, label='Test RMSE')\n", + "#plt.ylim([19.5,20.75])\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "e3db0049", + "metadata": { + "papermill": { + "duration": 0.075819, + "end_time": "2021-12-30T11:40:41.415299", + "exception": false, + "start_time": "2021-12-30T11:40:41.339480", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "#### Inference:\n", + "It can be seen that the performance of the modelsis quiet comparable unpon dropping features using VIF, RFE & PCA Techniques. Comparing the RMSE plots, the optimal values were found for dropping most features using manual RFE Technique." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "0739a1ea", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:41.573025Z", + "iopub.status.busy": "2021-12-30T11:40:41.572455Z", + "iopub.status.idle": "2021-12-30T11:40:41.574880Z", + "shell.execute_reply": "2021-12-30T11:40:41.574407Z", + "shell.execute_reply.started": "2021-12-25T19:33:05.43228Z" + }, + "papermill": { + "duration": 0.083448, + "end_time": "2021-12-30T11:40:41.575016", + "exception": false, + "start_time": "2021-12-30T11:40:41.491568", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# #Shortlisting the selected Features (with RFE)\n", + "\n", + "# lm = LinearRegression()\n", + "# rfe = RFE(lm,n_features_to_select=2) # running RFE\n", + "# rfe = rfe.fit(Train_X_std, Train_Y)\n", + "\n", + "# LR = LinearRegression()\n", + "# LR.fit(Train_X_std.loc[:,rfe.support_], Train_Y)\n", + "\n", + "# #print(Train_X_std.loc[:,rfe.support_].columns)\n", + "\n", + "# pred1 = LR.predict(Train_X_std.loc[:,rfe.support_])\n", + "# pred2 = LR.predict(Test_X_std.loc[:,rfe.support_])\n", + "\n", + "# print(mean_squared_error(Train_Y, pred1))\n", + "# print(mean_squared_error(Test_Y, pred2))\n", + "\n", + "# Train_X_std = Train_X_std.loc[:,rfe.support_]\n", + "# Test_X_std = Test_X_std.loc[:,rfe.support_]" + ] + }, + { + "cell_type": "markdown", + "id": "09457e74", + "metadata": { + "papermill": { + "duration": 0.076888, + "end_time": "2021-12-30T11:40:41.728932", + "exception": false, + "start_time": "2021-12-30T11:40:41.652044", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "52ef99cb", + "metadata": { + "papermill": { + "duration": 0.077935, + "end_time": "2021-12-30T11:40:41.937135", + "exception": false, + "start_time": "2021-12-30T11:40:41.859200", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "#
6. Predictive Modelling" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "240e6b29", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:42.098501Z", + "iopub.status.busy": "2021-12-30T11:40:42.097845Z", + "iopub.status.idle": "2021-12-30T11:40:42.114453Z", + "shell.execute_reply": "2021-12-30T11:40:42.113932Z", + "shell.execute_reply.started": "2021-12-25T19:33:05.440002Z" + }, + "papermill": { + "duration": 0.099601, + "end_time": "2021-12-30T11:40:42.114606", + "exception": false, + "start_time": "2021-12-30T11:40:42.015005", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#Let us first define a function to evaluate our models\n", + "\n", + "Model_Evaluation_Comparison_Matrix = pd.DataFrame(np.zeros([5,8]), columns=['Train-R2','Test-R2','Train-RSS','Test-RSS',\n", + " 'Train-MSE','Test-MSE','Train-RMSE','Test-RMSE'])\n", + "rc=np.random.choice(Train_X_std.columns,2)\n", + "def Evaluate(n, pred1,pred2):\n", + " #Plotting predicted predicteds alongside the actual datapoints \n", + " plt.figure(figsize=[15,6])\n", + " for e,i in enumerate(rc):\n", + " plt.subplot(2,3,e+1)\n", + " plt.scatter(y=Train_Y, x=Train_X_std[i], label='Actual')\n", + " plt.scatter(y=pred1, x=Train_X_std[i], label='Prediction')\n", + " plt.legend()\n", + " plt.show()\n", + "\n", + " #Evaluating the Multiple Linear Regression Model\n", + "\n", + " print('\\n\\n{}Training Set Metrics{}'.format('-'*20, '-'*20))\n", + " print('\\nR2-Score on Training set --->',round(r2_score(Train_Y, pred1),20))\n", + " print('Residual Sum of Squares (RSS) on Training set --->',round(np.sum(np.square(Train_Y-pred1)),20))\n", + " print('Mean Squared Error (MSE) on Training set --->',round(mean_squared_error(Train_Y, pred1),20))\n", + " print('Root Mean Squared Error (RMSE) on Training set --->',round(np.sqrt(mean_squared_error(Train_Y, pred1)),20))\n", + "\n", + " print('\\n{}Testing Set Metrics{}'.format('-'*20, '-'*20))\n", + " print('\\nR2-Score on Testing set --->',round(r2_score(Test_Y, pred2),20))\n", + " print('Residual Sum of Squares (RSS) on Training set --->',round(np.sum(np.square(Test_Y-pred2)),20))\n", + " print('Mean Squared Error (MSE) on Training set --->',round(mean_squared_error(Test_Y, pred2),20))\n", + " print('Root Mean Squared Error (RMSE) on Training set --->',round(np.sqrt(mean_squared_error(Test_Y, pred2)),20))\n", + " print('\\n{}Residual Plots{}'.format('-'*20, '-'*20))\n", + " \n", + " Model_Evaluation_Comparison_Matrix.loc[n,'Train-R2'] = round(r2_score(Train_Y, pred1),20)\n", + " Model_Evaluation_Comparison_Matrix.loc[n,'Test-R2'] = round(r2_score(Test_Y, pred2),20)\n", + " Model_Evaluation_Comparison_Matrix.loc[n,'Train-RSS'] = round(np.sum(np.square(Train_Y-pred1)),20)\n", + " Model_Evaluation_Comparison_Matrix.loc[n,'Test-RSS'] = round(np.sum(np.square(Test_Y-pred2)),20)\n", + " Model_Evaluation_Comparison_Matrix.loc[n,'Train-MSE'] = round(mean_squared_error(Train_Y, pred1),20)\n", + " Model_Evaluation_Comparison_Matrix.loc[n,'Test-MSE'] = round(mean_squared_error(Test_Y, pred2),20)\n", + " Model_Evaluation_Comparison_Matrix.loc[n,'Train-RMSE']= round(np.sqrt(mean_squared_error(Train_Y, pred1)),20)\n", + " Model_Evaluation_Comparison_Matrix.loc[n,'Test-RMSE'] = round(np.sqrt(mean_squared_error(Test_Y, pred2)),20)\n", + "\n", + " # Plotting y_test and y_pred to understand the spread.\n", + " plt.figure(figsize=[15,4])\n", + "\n", + " plt.subplot(1,2,1)\n", + " sns.distplot((Train_Y - pred1))\n", + " plt.title('Error Terms') \n", + " plt.xlabel('Errors') \n", + "\n", + " plt.subplot(1,2,2)\n", + " plt.scatter(Train_Y,pred1)\n", + " plt.plot([Train_Y.min(),Train_Y.max()],[Train_Y.min(),Train_Y.max()], 'r--')\n", + " plt.title('Test vs Prediction') \n", + " plt.xlabel('y_test') \n", + " plt.ylabel('y_pred') \n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c09ea0a1", + "metadata": { + "papermill": { + "duration": 0.098158, + "end_time": "2021-12-30T11:40:42.289524", + "exception": false, + "start_time": "2021-12-30T11:40:42.191366", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "066e9e84", + "metadata": { + "papermill": { + "duration": 0.089325, + "end_time": "2021-12-30T11:40:42.462084", + "exception": false, + "start_time": "2021-12-30T11:40:42.372759", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "**Objective:** Let us now try building multiple regression models & compare their evaluation metrics to choose the best fit model both training and testing sets..." + ] + }, + { + "cell_type": "markdown", + "id": "3dec4835", + "metadata": { + "papermill": { + "duration": 0.081777, + "end_time": "2021-12-30T11:40:42.631252", + "exception": false, + "start_time": "2021-12-30T11:40:42.549475", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 6a. Multiple Linear Regression(MLR)" + ] + }, + { + "cell_type": "markdown", + "id": "cead3eed", + "metadata": { + "papermill": { + "duration": 0.077918, + "end_time": "2021-12-30T11:40:42.786403", + "exception": false, + "start_time": "2021-12-30T11:40:42.708485", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "9cdf6559", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:42.948580Z", + "iopub.status.busy": "2021-12-30T11:40:42.947576Z", + "iopub.status.idle": "2021-12-30T11:40:43.658418Z", + "shell.execute_reply": "2021-12-30T11:40:43.657915Z", + "shell.execute_reply.started": "2021-12-25T19:33:05.470271Z" + }, + "papermill": { + "duration": 0.794984, + "end_time": "2021-12-30T11:40:43.658564", + "exception": false, + "start_time": "2021-12-30T11:40:42.863580", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<<<--------------------\u001b[1m Evaluating Multiple Linear Regression Model \u001b[0m-------------------->>>\n", + "\n", + "The Coeffecient of the Regresion Model was found to be [ 3.69637815 2.94662484 -0.19283051]\n", + "The Intercept of the Regresion Model was found to be 14.000632911392405\n" + ] + }, + { + "data": { + "image/png": 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5i4jiYaawfF/bGb2nvg/WzL/DtQnPd3sXaKxFbbgr5rSM1VVFBoD9s27VHUvoA2FeP77y8pSJ7g0sk7xD7i5CyDZKaUlcF0kxLNmUSfDmOwGwjzGXjdAW5gOkIN2ENQxVyHzemrTzORyHt0aBlLmW07VifTLhyae2ZfkBhJYrcARWPERr0UCpdk6R6yhmeRYDQaiErZvoK+TErNQaEeC0sRbfIx8zA2Ow9dwbzAujeK2eaRKHIkgykXn3bU4t6hmKgzal2szD0imLqOnxK+Y9b03GW47CEVhrFAB8XYCbZ6dE8UnXivXpQNtTfgQCB6gY2Ue3e2UVDcwlAUzOqsLqQKugZTUuNHwguDdHhSIB0B1HMNOzGFNPAs+8I6W9xxRGTigvYuPQvlAoDi7oFQdtSrXZh2VSs8gYcTTaNelEOQpHSLMNRlKV1DaIUH4E7RJWimlBM7tooLaYYCFjt8yKqQAiD4QYAty0MBLKi8AKBvNuW67e6mj2YcnLIjOyvth2v3DiaApcx0Ai75lWrpw0WqOZUOogkaSF8kMpBWG4EgT2SGYcV1tGl2I6jx0UXE+7Rn/m7ZZ5FOT5+AI8olSlkzCqWb0QPT+fi/PoERwm3XBgcAWGlomm6G0Szrwrch3D5qn6emRmH5Ysq6mR9SUu9wsnUN/VqQj7Ko1jfNr7XLajpLYnUp7qnpOTg2PHjokHtkNQSnHs2DHk5OSkeijphZm2KIy02BDJQkfXWfwr+x5syXkCrw/9LuZuWSb6QOBkeYRBUObalDbCqGb1QvTb9it0xxG4iOSe67ftV6hZvTDVQxPYwWJpkII8H8pcm7DJ+zj+lX0PNnkfZ87P8kGFeH3od9iS8wR3XSiJq9K0zVT1NjWXE9SyKVEV6zOFlFt+ioqKUFtbiyNHjqR6KBlDTk4OioraT4+WmLAKBL77OPDvLfoCgbe/0Oqz93WGO3AaeaFTQESAdt/9LNCrc9S0bWS1iWa/uNmBkFkkjNmexfiiby8A+p14sun5+Vz4NK03fCSAnp/PBdrRjjljYAbgEmn+z+uni0eZ3/cb9Nu2ODoHishR9vzcVYWhu58F4OeuCyVxuV9sxtG0mbnMk01A3O6zRFWszxRSrvx4PJ5o2weBICHwCgRufQWQE4BloXP7C62p4/P6qcvUy69TVGrlmZYL83ytQkYWYisnAVS9A/aRAIZ+uwCAcwLZbnzFefQIWK3ez6OclhyC9EalOByA9OVq5rvivKHfLgAYCoNuflpsMxS3+8VGHE1bmctNH05DbgJaNsnEVT06w0m520sgsItc5r731PcxfNZ6fpVXbvExjatV2/DQRGFBM6bl6u11GP5BPsJhtnvMycqv8VSlPky6cY7nOza+TMHM3DM9PxOJXGm6U084Md8tnRfBcfeLCTdRW5jL1dvrkNN0iP3HRPUeE0QRyo+gTWLpIW+lsqpS6Pg6s89RHI8V/1C9vQ6bVr6IZU0PsTai1scXg7lr9uKG0N9UcRs3hP5mKr7iwOAK+DWtN/zUiwODKxwbXyZgtjWK/L1/m30PljU9hE0rX0xdOwkzCovZGCGLsURWY4QMkd1EjQcA0FYLlkYBagtzee6avThBO7D/mISWTe0dofwI2iSWgihZQZM8VcSq0InEPygDK4fufjYqjHe8vwgzyCIUuY6CmdBotT1LjF1vycm1mOVZjCLXUbhIa22XkpNrY156aNnD+GLIr3EI3RCmBIfQDV8M+XW7ypAxg5m5p/ze5e9hBlmEHe8vcn5AZgJmzSgsZoOLrQYhx1gjljByuSloC3O55ORanEOadcfPUndSWja1d1Ie8yMQ2KG+wY8y1yZMzqpCATmKepqPOS1j8W6DvhUFM2jykhulruhGFZP9J5jvHW46gSvlrtgbOcJ45SQAwITAn5HrCuiuQSlA8noCI6ahOjQcc810qd5VhZZVjyErFBGYjQek3xWf8RnvcuRC/X65JIBnvMsBzGR+HiVDyx6OBoR2j/wTqDEz91jfey4JYELgzwCmOzcYE3MCADP4uYl6MefMnSjeXifNN7PBxVaDkC3GCGlRxrB9m1PL3rEzLFvpPpef8S6HFy26436Si2ynagWJdlBcYio/hJCeAF4HcD4kp/EiSunzhJAuAJYB6AVgP4CxlFL200IgcJj7O36GycHFyFVkpszyLEYXjxcAo/4HK2jygmHGgoFTY6Sedo26Ou5w17JtSDQEvPs4ClzsjBZKCMhTX7S6R/AWCrKPor4pH/NX3g3gEZ0C1PThNOSG1DvFrFCzdDwy7vPBDujkHW/LpEo2mZl7BS5OwUzOcbuYmRMAovO66cNpyGk6iDBc8EFSxuavbEF0vpkNLrYShBxHU15tjaD6cFcUuRhzuQ26iXhrshNOO/MGCcwkywTMuL1aAPyCUtoXwDAA/0kI6QtgKoB1lNJLAKyL/C4QJIXJnmXRh49MLglgsmeZ+YvIwaCVDdL/WoHAMO83US/mtEjn+YMhfA+DAMqgHyDsJdbsk/ahRu6RmtULcajyBwg/2wmHKn8An/8g81o5/tagScJ5CPCOt3FSIpvMzD35+9XCO24X5Xcf8/iAsZgTHIdmeJFFwiCJdsfJWIwRUqJ1Mc5pGYsmTSyPZddxmpDwtWrSRdheian8UEoPUko/j/x8CsAeAIUA7gDwWuS01wCUJ2iMAoGOXI7Q5x23xYCxUup7p54IU4LacD6mBieoGirODIxhxBO14qJhtLjVBSdb3DnIvVkSQBMCf2Y+SB8LLNYVaePVAa0Pt1agtlsUri2SKtlkZu4dPO9q3fdFqXTcSVTfvYnjvPkmueMSRBxzUlsLaHW4FFODE1AbzgdApCw2k93S0yL7Tkmi16pNi1va3acEYSngmRDSC8AgAH8HcD6lVN6KHoJkema9ZiIhZCshZKsoZChwjDh2k5YYMBbV16zBxYE3UBp4QaX4AMDfsq9FTf/paKGcpdSpJ7LuWBBJNSatv8t1gjhukC7ktK5Im4sAYc0DtYl6sdh7r2q8ssJm9eHQlkmqbDIx9zp8t04X4E6IdNxJFnvv1VlCdHNCQbLccSrimJOsWkCrw6UYl/sy32LLIJ4SEIlALn/xxJn/wCF0A03EWrUhI9PtPiUS08oPIaQjgLcBPEkpPan8G5V6UzD3pZTSRZTSEkppSbdu7NoLAoFlkmThkIUBz+pCCPDkl5fg6eAk3UPIj+zWOCKOe82OG6Q2nB+1RE2jE1F860T1CbHceRlG0mWTibl3HmUrU04X2Su+dSKm0Ymx50QEQ3dcgtosALA9J52qERRXiw2HUSoYq8KlGNb8PPqG3kL1NWucXas2ZGQ63adEYyrbixDigSRc3qCUvhM5/D0hpAel9CAhpAeAw4kapCD12O7KnChiZJw4NV6lMJie9Qp+5l4PN8IIwYU3QtehsunnaGgKYohLqiPii2RanUBHTA+Ox/OA9CDhBFXnXnYL6NYlqqBpCqCJ5KAD9Gmwh0g+xvleTp/vIcWkRDaZyHY6TLqhO/QK0GGSHzvryEKGjvTdP4Jxa0aYmhO5N89QZ4ch4oa97Ja0DI4tH1SIwgPv6RuUDrrJ0nUsZYcmGCMFw9G1bKM1CO8+rW4oxXA5wzVD5I2ZbC8CYAmAPZTS5xR/Wg3gfgCzIv+vSsgIBSknrq7MNt/PlOLCyTgxM16z7yELg994XkEHNEddGVkIY7z7r+joycJu96Wq7B8AyKEBXJX9L7SsesU4Dfmbj3TZYgRAlicb/kBY5fryUy/qhkzG5rLU9wFLB1Iqm2JkOx0YXIFO236l+/4ODKkwVn7Mpq4rsNTCYMBY6VqKB2LWiGlxp6MnjF1VGLRzGrLQHO0jlr9zGrePGA9ehh6CwPBZyd1E1BkoGI5jsTWI0X1a3VCaULmfbMy4vYYDuA/AdYSQHZF/t0ASLDcQQr4BcH3kd0EGkkxTqBM+51jjtfIe93f8DLM8i9GRNDNjOEbhI272Tzn9SLXDBlrTkGUoJ/jQGzyZ9kXa0oC0lU12i+w1fTgt5pyJG4YLijcPeceThVP3g5uhl1WV9LiWcvdmZiHScvfmpLy/EUb3CcgsF1hMyw+ldBO45XAxwtnhCNKRuLoyW8QJk3Cs8Vp5j8meZcht0RcplHHRMDf7x4Uw87gyDfl75DPdI98jP+2LtKWadJdNdr4/S6nrDmI0D1M575y6H7w1WkCkQO+EuJ04/JebrWD8l3sZgN8k/P2NiHWfgMTI/VQg2lsIYsLrvsw7Hk+qpOxmUvamKnNtsrTgYo3XSDnSjt0XS8gSNzd7IsTJAFOmIc8MjGFm68wMjDF+XydIZIBre8Tm/VTOOaup606R0nlogGP3g7NG62nrdZL1UE9Jxp1ZTNwnnnxtawjlRxATKxkX8bqtZDeT1iR8f8fPHBtvQZ6PqWDl5Xp0zSi5jQdlhjzAzapY5boxZhry1nNviNYtkbN1loeuktpRJFIpMdkgUmASm/dT2wDVh2YEqNogb5S67hSseTg1OAFbz73B+sUcVKr/7i5h1kv6u7vE2oUYazRMgUJyNLr+k/FQr95eh4OUrbg5XQDTFjEKu9rJtEtXRG8vgQ5WMPDrQ78zlXERr9uK5WZqrZ5rridSrAyR+X2/Qb9ti6PBqEXkKGZ7FmNV+FuUkQ2qYL8AzUIAbnjR+pnk3GlXyYPAbYo4W01WhTs0HNNWvogn6VsoIMdQT7tiPu5GqSINuWJkHzzzTgCrA1KwY5lrE2Z7FkezxhKWdZOuAa5tFZv3U67wLc+5ruQ0zlI3jtOOyMMZ5pxJBNp5CEgPupkmH3SyzCg5uRazvEvgw1npD3HO35tzdoJobish0nFLKDKfaOMBUCrVzQJa1/8XfXsBsJZMYDWrdO6avRgSHIu5noXIJq0yJQB3tPBpStFkiJ31dEIgGMJ8z4v4JVluK9MuXRHKj0AFK1Nq08oXMcuzWJVx0X33s8yMi3jjgxyp3BzpIg34meMd+u0CQONz95EA7qJrkUXUcTpe0oLjtCMAgs44BQA4TjtiJh5AaeEjraWDGVkV0t+M05Dln2UB+kvv8lbFR8YJpUSbPs3oWQbAVL8lAQOb1XRZDVCzSQhHwjkYEliUtHIG2nlo5X2VMmOZt6pV8ZGxO393VSGX09LFViX3yBol8/qBaOa/jwQkuQDzCQVW+vLJ1Df4McQFEG2oGuWFrqUAWZbtqkL2u48jmyNH2zpC+RGoYFlunsRbuowLnkAryPOhjqHomDYp8x7MVio3x9qFcx5IbsIOUO6M0/DDG8326kpOYwZdhDnvZ6F8kLE1ykwasuqcyp+xT4pHKWE1OOSRmT3AEo/RvDWo22MU/7FvFqNBbwKxlDKvQCkzCginiKPV+SvPWR7xzNM4Gq0q0VrtisjRmHKhIM+HyU1V8BJ1N3cvaUk/q2uGW4dFzI9ABctCY0WgVYzsg7u8n6riae7yfmreT+xE5eZYwo0jOCmnCWkIruT1Q0pE2w6WEGORoT3AkgJv3l5yo2EsULIaoCYSpcyop5xGv1bnr9GcjXeeOrTG7PRJqxjZB4VOKYiJxiElMV0Ryo9ABctCY0WgxV3DgtUHaOA9kjA0G0AZS7hxHlSuIf/BbELq4liEEpGdUXPxY/Br22RQL2oufsz+Rc0IK+JuFz3AEgavf9U3Hxl21s69eYZh49uE4lBgslJmsLqu25q/RnNWvn92A6kdao1jJ2ur3L2ZX5wh3ayuyeqfmCKE8pNpxCnQWJab9eFinUDjCot1M5hFyWRhbwplEbYR04Cdb5rOoqlZvRANjQ36XlzK8fIeVLc9x2xC2uzrwXyvROzOn/zyEkzRZN1MCU7Ak19eYv+ivs6xz6FhofjEC6t/Vazd84Cxho1v46Fm9UIcqvwBws92wqHKH6Bm9cLWPzqY7aeUGfM9L6IZXhwLd4xv/sZ6wMYx3urQcFTSh6U1BoImXw9zir9GtgY9nZinGcqFdTM4ug9JP6trkvonpgoR85NJsGI7LGZalLs34zbP4qgCU0SO4l7yVxAALdQFN8Lw5/aQdqasazptKrXgd65ZvRD95JYCEQlDKRDw5iH79rnq83ll3xXHq7fXYe4He1FychRmeRerApETtTuvb/CjDqWqrBsAIImuQZIhu7m0w0wMm8UWBGbQroXuOIJO236FGkSKLzoYz6GVGV1wGk3w4sng/8HqsDSPLc/fEdPUsoyFjfHKQcpP4i2ptUQ4H/PP3InS0PDW5AUWDNma7fIgRDxw02D0NCO5UL29DmWNtRyLA02/zYeN3mBtCWH5ySSMBJqFa2gtNy4ipZdmkTD88GJOcBx/AZg0lZothGil7H7Pz+eqeikB0rhPBD2WF6yy/so8z4toCntxnJ4DGs/u3IRVzmpBSVP4Txj/PYN2c2lHinbPrLXgIwH0/Hyu9At3k3LAutWYITOULREAG/NXY53VGnJlrLbfkIOUlW75GWQRdry/yPiFLNkaDuIUzVFZkHhyQZYnYV5WV6eelj5H0mBZMzMEofxkEk5YXWKcGzPQ14Swt1II8Xuw441Yx8+j+vL80nFOgKEBWiHZ1XUaOTiL6VlP2BMCJt0MVgpKmsbIqiO7/ABR7TkR8FyskVTiRN3zmGvB0NJn0Q3GkRlySwTb81fx4P0e3Zin8OQDDztBygC4n/FcehqlgRdwUfMbGHJ6PqpDw5nnyfJEW0oDgNh8pAih/GQQTRxfM+84ExPuD8NAXyNhH8FKo1QrZfcPE7aAbCQdVbEPVa/8LqbVybaQ5PHhFFNWufJBhZg5uj8K83wgAArzfJg5un98dV54Cunol6WHCyCqPScS1u45jpgbw1ieCLy1cJhElAXWnNBiZDVWKm6cLMl62hWFeT7cOaQQc9fstdXuRsap9ht2W0vwZKiy7YNR00+WPAGkUAKRaJAahPKTQcwJjmMKiDnBceYvYkIoxgz0jWEqtVII0UrZ/QODK3SZUgGahVzahO44Alck9uGO7/4H7/rvi7aw2LTyRZ1AtiQkY+3gd1UB/uPM67F2lOWDCrF56nXYN+tWbJ56XfwF7mIppE64SwXWsHnP5Vge5Xzut+1XOgWItRb81IsDgyukX7Rzgod2fu6qAmb3Bt55qFVxoyH96zw+FN01ExUj+6D587dULWNY6y0WTrXfsFtagCtbW8zJNp48cZE0jPVpJ4iA5wzitdOX47hL8rXL7RTmtIzFu2cvR6XZi6iC3A6AQi0anQj0LcjzYcjJtZFxHkU9zceclrHYxhBkVsruDy17GDVApK3FURwm+cgmfnTGadV52SSE7MgxXmGyZl93ZnXZZl935CoPmAkyN3qgJSnQuDo0HHPPvoD6Zj8KcnyoCPVpDfDM8HoeaYnNe24Yy1PWWp2YtRYODKmQgp1llIHW8/rFDszWznUtxC1lDSoCY3f8+lnLhQBllK0j8nI9+BBX2m6/IZN78wy0rHpMFaNkRqaxZOu6cDEmZ1VhPnnRUIYBFuSJIGkI5ScZGFR4dZKCPB9WN+gzhfJ8HmsXUghFohl7lgNj5/XWYvXWsVp2f2jZw9GHQHcA4Wc7GW5sAaU7q1UYmxaSZrJmjB5oSfD1s1qWPPPObgCR++tEVW2BNWze8/PoEeZ8ZsW1adeCoW2DlV2ljUWJVSyThiVrrwJW+w7WetOinbMnmoLwuAnyfB40+oP2234MGIusf28Btr0qWayIG1mDfhZTpmlla5lrE2Z5FquUOqP+YHaVLsB6/zCBOYTyk2gcSD83S8XIPqhYvhPBsDo34kygBdXb6+wtmASk4fJ6a/F669gtuw9IsQ/dwQ7+VKIzSw8YKy2OWIqfmR5ZnAfdWU8espNg8ubFWFWu/kekGeXt6maUgAjCtIGlh5QZZYMBbz4fJvnGyk0sBoxFzf4TaktR/woMVc7PWJZAhuJmN8aGNWeDIYoO2VnY8eyNxuMwYleVVDdMdtXRkPT7BcP0a1ux8Vvr645p3juxInAFAGByVpUuhsewP5hZeaIh5sZFYBsR85NoeJaBdx4yl+FhISOkfFAhOuZkocy1SVWk8Gb6CTcQLyUk0c3Cin1gwfT5x0rz3FUFrllJ+SAYMQ0Bkq36cxP14v87e6+t4E/TRObOJ/5R2OR9HGWuTao/N/iDqGvwY1W4FFMCD6KO5kdT+UUQpjWsZDACMJUYwCJmLE8c4x9fcyGGNT+PJ4P/By1hiiHbpqBp9qWtMsfAKtXizmEqbqZibBgyLt4GyVzMxlppAtJz/Qcx1/W/2JHzMO5wbeIrb0YyzEba+Nw1e3FD6G8qeX5D6G/pJc/bKEL5STRGiyFWhoeNjJCrmjcw20uUnFzLvr6NVFuzNXq4JLFs+tCyh/HFkF/jELohTAkacA5aiNoNaDuOad0MgFGBhALq1P7QcFScfVAXrLkicEXihJhi7ijngVYBklkdLsXwsy+gNOedjKvnkQysZDBGMfswVKzTod8uQH2v0dH5fAjd8MWQX6tjeeIYv+zOkeSH9NCPypwR03StOCgFjtOOmBqcwEzzjtm+gyPj7u/4GXOccdW7ArjyWFcviKEkEQB5OIXnO/wRLl7VdIdlWMnJteblucASQvlJNLEWg1GGh42MkGe8y5kp2s94l6tPtJlqK+9wh5xci0+8j+MT/ygMrb6KmW7LJcmF34aWPYzulf+Ea3oD8iprkTXqRWfaCfAUWwrVg2Dumr1YFS6V6oGcfQOlgReilW8t72TNKqyMuaMtPMci7p11OyVhlopdVcCq/1St04tr30H30b+Ba3oDulf+07ziYzB35HGy3DmyzKkODddlXD0RfASDzy7iK/Kx2ndwZNxkzzLn610BXHlcT7uqN3GxeosBSZFhpuW5wDIi5ifRmCnTbrAbYTlVeMcB4HywC/rpjtssby+bYZXBfoU4ii6f/zfQq7M5JcJK2XSbweKG8RdOxTFxYnlCcKFs1WXARmm89Q0dAEhBkmYy3LhYiR8zKDxXmOdDU6AFJ5qC+r/Hu7NupxTk+VDHUHQM7+d7T6sCbzHkAeC259TnfDgFCGmUkVBAOm5lDseYO/L4Cww6js9dsxd1gSuwAlcwT7Gl6HHmaa7/EGaO7u98oO+IafC/86gqvq2JejE7OBbb1uxtvT4vID0C9Z8AGb0o4YksRvJcBELHR0zLDyHkFULIYULIF4pjlYSQOkLIjsi/WxI7zDaMyrfPgbMbsVLdWIZwrqU9bqVthJL6Bj872A9n7Tcv5Zn8d1WhZdVjql1vy6rHTFunTMdf2GXENF3tD0qlNiAujQlf7U5oNV/P7/uN+ffjKawrJ+nvCWceuPKKUDGyj77xKxzaWSeZdJFPRpW5mW7i954Gti5RB95uXSIdV0A59aF4x7nEsCLL46+nHNnSqSimcsNU9GKtYQMXeFz1rnhWrgFjMTWgd0GvDpeqP1+MemffIz8prR948tzv654cGZfBmHF7vQrgJsbxeZTS4si/D5wdVoYhL5LRL1syldqqamrSpWRHsQIkAcfbHVrtsxOLpg+nMTvEN33IuF8KYTds1dWYSl9OfJDggLH4v2RSVJC2UBeI1iQXMeFP8egVxtxodohJuG62kN5lyZgHfmTj8SO346llO9DgV1t9Oud64q8knRpeRRrIJ15lbgDMh1R42x/ZF9r2qnODUioAHCtGuLEWvae+j7lr9uLOIYVY7L1XJ3Nk+WFkxeIpzjHXcCJc4DFc+lvPvYHpglZ9vgFjUdN/Oo7TjrqNgp3K0rbh3J85wXEiEDpOYio/lNKPAVjcZgiURHd+b3bAM8GHUI/8aLBiTf/p3B2DraqmJrNI7JaLrxjZh7s7rKdd4yphryXHf8jccc3usjuOYLz7rwkPEqzeXocVwZ9EBakLjL49kEz4cp8jHVYURqP4MW0smGIeUBDU0XxMCTyI1eFSZpPIXG9WW1R80ko+sSwVvEBoQtlzRVst+Xi4I/M03vEoWosLh/pw16hS9va2OhTfOhG5d/6eKT9Y1i3AWHGOuYYjSoYygNtIJpoihpXr2ku76cIGtMqbnP02+OwiPBF8JO7K0rbhyPMTTQERCB0n8cT8PEoIGQ9gK4BfUEqZraMJIRMBTASACy64II63a5to6zQsbR6GpRgW/buvxo2ZPdk1eKxUN1ZhIqZl67k3YOpJ6KpBx4pBKR9UiNfeLsZ95K9wKSSI7DdX7m7l83kY+ayrt9ehJNwVRS69lak+3BVKNaDpw2nI1ewutRaY1iDBmYafzwpz1+xFMNT6YKmn+ShiWcWIC4TVAgCwlh0SK35Mq0hF5kHprPXMeBQlGRjoHFM+JUM28e5riLrYTS6JWrmY3jIecz0LkU1a589Z6sb0lvF4weB9WWtCd46mPYOcnVbOcRJaLThqZg1Xb6/DMzUXwh98Pvo3I5loCoNSGtXb6/D2tjrcrom/m4+78dQy6fNXjOyjUlpXh0vjriwdFwx5/sw7v0QueIHQzsm4TMZuttcfAFwMoBjAQQC/451IKV1EKS2hlJZ068ZutpfJsHZ+SozSYRPS5BKSwDlztgWrNRlIa91Xx4752FWFsVmfqBSfMAW2hi/B5Kwq0ybY6u112LTyRWbPH1lhnNMylmmdWuy9V3WMt7vUwgsetEvJybUqs/O6cLHeZQCwex8B1s378i6Q6HffAPiZLCYUmwwLdDYln5Ihm3j3dZWLU6hvyAOqXz/OvhYVwYdVloeK4MN4N1xqaGXlrQlK1enpsstHpuTkWkOXkdk4HLNr2LBEgN2u9wZxRMqEDaXVZA75X5UcMtosWJLBdj9DDEwntgi42LL8UEq/l38mhLwM4D3HRpRhmHnwGJ0TT3VjFrLS8R7eQkF2a9bRJznX4tnbL4v9XutmqCsBA3ARoNT1j6hCVEQkE+wzJwFWqXcA2PH+Im7Pn7VZV+OG0N8wOasKPgSiPvcQXHg7fDWKb52oulY9Z3ephRc8aItdVaqqyEXkKMaQj7E8dBVGZu1EdxyVul3zFB8QYOA91s378vkWqgPzMpFk2mKgsxHJkk81qxdGKiIfwWHSDQcGV+jSziXr7W7VA97nccNd9hxQVxgz26uy7DJULG9RWR7KXJvwifdxyWrRlI/5K+8G8Ihq7fLWhGwRzaH6DuOAlFptJwtUi6xkyGu4hbrgQjhqZSmNrGGe7JOUsD/aq4xvUD27/k0/lnn18XdK2TWDLkKLmzLrFhXm+awpPgmq7k842WiOyrgMx5blhxDSQ/HrKABf8M5t75jZUdvdddspNigrHVpf8R2uzeYWNcek7OK6mdhMCPyZGQA8IfBnVWEvQhD9l0XCuNP1NxQeUD/LWEGaumwmp2twMJTAXBLA9e4d2HLH36QMEF5chzRC4JuP7L23xerArFgN+etyypqYTiRDPpntrm5kva0u/AWGZ69A7+Y3MTx7BaoLf6F7n/JBhZg7ZmD09eXuzTqrxQyyCDveX6R6HTNwWQGr5pPP4+ZbDiwmM2jXcBYJoxmSm610VKuixpN9hkpYLAzWh1HChkwuCeC/3A7UGbJRp800Sa6VlokQysp5VZ5AyFIA1wDIB/A9gGcjvxdDiqTbD+BhSqm+Za2GkpISunXr1njG2+bQxvxo8XnckjB0b7ZUM4J13ei1DB5ktdMuZu4Ia8P5KJrxbewPxOv+zICCgGgaHcqEK/OkdHDtcRAcRr5hP65D6Ibulf+M/i5bs57EW9H4pb9hEEZ1+AK5/kOx76edWkKVeWBXd1Z85pj3iugaQSaKRNYEIYRso5SWOHIx6+/tiHyyKpsOVf6AOUe1c5NHotevck0UkqP6LERIc7U05x31nNg4ktNwtaeUsWpyrZi9P7z78KX7bhBmoHZ8a6Z6ex2GVl+FwhgKUBhAs68HcvyHUB/uisXee1F860Rra4YjIxxb90lqmN3W4cmnmG4vSulPGYeXODKqdoA2SDAv1wNKoe5M7N5s2TwaNSt71UXz5q7xGi5Qu40GozCDbglYi9zIBNvs6y6VzmccPz9GDI+2g7X0eR/BuDUjVII814ygMmuaVgoaX2fJFMXYOKg+c6wA5SSaqJ12n6YLqZJPVrqrs7C8fiPzr5Dj3tWuX+WaWNb0EDMQn3QqwuanNG5pt0HDVdZaeWei1KewU0/Vw9dsTAoviJpstNf1PhblgwpRc2Ayunz+3zrLrRICROVTkesoKslCwH0ZAAvKBa9QolPrPgFNp9sTosJzEoj54Jlnvdpyycm1mKmosmwmzgYwVjpyY30QSG0bdtCHMSH8ZxS4jkmvu+wWqTOyhQ7VuTfPQMuqx1Q1QKI9f9bNMLSYsDpY2364m6l0rRX6nAJzLe4cbL/4MTw5az1KTq7FM97lOB9+EJZyKEzUbZp4u6vz1u/Uk0DvqRrrnGL+8Sq7gxDJ0qCwAETXxK6Z5mPEjKqvz+vHUOQj81qzabASk8Jcu0ZKWJwMLXtYqkYfkTMUaj1W+zsAW3FPGDGNKeOyxLpvJYXWK9HbKx2w0eXcbs+X3Jtn6DqMB0i2YWNPObao19T38dSyHXj19OVSlljzGxhyer4Uq2C1Q7VRzx+D6qpOdLBWYebesxQkDZQCSwNX4p4tPTEk8mDrjiMRIUoBlwdnPXkIQ8rYqaQPMwMqBW2DeLurT2EE3cpxOHK5iIoVO1E8/SPUrnjGcP5RAC4ahpyd1fT2f6Ly18+2xgBa7SDPq1wcK+5HGc8Sb0yKza73pol+xkaQ0S+r3oerYFqMe2L1QuM1gG2X2Owv6RTC8pMMYmi3TRxrTJOBNcZuqmN1aDg2hR5SxcfMx90oDQ1HOet8jU9e6+iJ1gaZasMEyzPbKnaftPEAQnDBRcNSRs0QfUZNXJgxTZsQeoQA15Lt+O8wxWTGgw3hII6GsjD87BvS7wHAZ6IWkiA9GVr2MGqASLbXURwm+ZbmZnd6jOk2UxbDDIYoGvxBFGQbrGni1tWQkhMHbnjnJwAi88sJF0mMflcAWteKlf59PJLl1tG8T9PsS83J4xhyndcL7f8pe4i1Z2z2l3SK9qf8JNvMZiKmZE5wHCbTF1UPzCbqxS9PjsY129nFvuymOppdkHKAbF2DX2rIqYlNUNYHSUiBvIhAIgCyIt9Z98ZanLtnHip31eO105c7E7hrxjRtRuij9cHFyybpAXVcRlRxFIKwTTK07GEgoux0j/xjwpA59bQrMw6nnnaN/iw3wuVaIjr15CrmheQobmj5W8wYQEsw1op+TAr5Y1J5SbcGnTx5PCc4DpXyARNynScX6xr8GD5rfdp8Xpmkfw82PB5Okp5urwQVhuKa2d57OjHvB5hKd3zt9OVc8yi3WZ1NszJvQSqPKxuD8hpylrk2Rc9PaIE8TZn+XP9BTAvOx780hRHtYso0HaPJoYz84DJq/6E7ZlNxtFPmIJnXE0TgNPZkFcRUVlxWrjtWplZ0rfMaGRM43u5AuVYolYqbMsdk5ZoJakLMnM8mnys8efza6ctbTzIh13ly8Q7XJmZx11TC+h42rXwRTbMvTcxzETAsRpkM0k/5ieUHjEcx4k3Yra8kzu9oQrstyPPpqi3LlhVuBWibPnHeglQeV1ZdZXVwV9YIibdAXqyHLqsxoitS94dX40SHwZyZu2YvVgSuUN37FYEr1Pdce689HXTuvybqxe/C4+BxEW5VW2UrARk7iqPTD4xEPYAEwNl3K5iNPa9372A+YOV1z1p3QMTtrFzrBop5LgmgIqvKsjLLW5PKtdL77Jt4Uu55FUdMjmGFZ5vwHuRaJZQn53nyWLVWTch1Vn2tO1ybMNNEnSZHMfHM1H4PZa5NUhFa/0EkLB4nxbWK0s/tFUujjqdiJtecpnmUOeh3NBPPw6oCq4RrHWCYlWOZLitG9lHUxGnta1M68hHV+8kmd149jAJyDIVxmkajLS7katOMarWxWlfI8Q3AdPYJzPTch4CVDwND/gP1DSOYL9Pdc829Jruq0PThNFUdkKvLJ+JqAHPX5OCZk1JQa3fa2jdN20rAruJo9MCw8104fT1BhF1V8AYbmH/qgWO6nlGApNhTalR6gkiBujKROUnfeYjpHiskR7Gs6SFmFWiWO062NsvzQdmnT7sm5PETAPsqb+WM11gm1Tf4MT3rFfzMvR5uhBGCC2+ErkNlw8+514sFaz4/ibf07jqOnOdV5VauVTNynZnG38TeTBrKsHgwWcpD+90ylW+n43GciAuLg/RTfow06liKUaybaDJ2gzsOG/FCZvzH8iL5RdVOhBi1Y8xaB7TByawGo+XuzbjNszgqCIrIUcxyL0aWeyDkGhb3d/wMk4OLmTtPGUIo1pJHkOueAUu1LxQYtbgoHyQJAjOtKwxrFPEytWgY2LoEv/XV4Rf+8fprau65XoAPR/mUr6RxA62xAJDv9XUYPusGbluJzrkec+1EGJhxXabyeoII62Zw43VYsT0F5CjCiDQ8JS52HSlfZ/3FBowF4ZSHIIS9rngPxR30YdwQCuhi/CpXu+AihCmfKIDhs9YzN0KxZNJvfa9jdPivUddeFsIY7/4rOnqyUL292FYMCmvecqs6M+S8mQaupuKCoE/jD1fGWWfNKiaDirUtcKzcr7hIYa2i9HN7GfkBuYrRAXMpc5fcCH2KBUc8acdhMy3PlP8Y0iL53diBcZVUN2VCXjeDaYZX+qone5YZKj5AaxGwllWP2TaFGrW4kIlVph+QahRxibFYR+GjmPfcrlvISHloDhq1vuBTvb0OLmYQiP3YKzOuUIENOHOPUuC3oXEAoIupi3Z6N2yNwiBGXJq8rmR31qF3fsl8KD4eXMyM8XsquBB/8zwWbeKrjPkD+GsilkwahY90MU2EAOX0I9uuWNa85cXh8Z43sRq4mpXrWniyylCG8TATAmIyqFjrorN6v9oi6af8GPkBeTeeuGP3UNlVJRXiU7m4CND7KnN+R5t9Wnj+404+j+7ceLu4G2UXDJrxEYqnf4RwA8fypVgMuQYdobVoFScrmKk2XXzrREyjEyNCRh9kGS2MyCPGYnXRcMx7bicuwUhJMfN63jWfeWc3c/fNUpLNBjGzYhMyrdlpKmjiPNBOoCM6Dv0pfB43N7aHi/8E+7giLo3XsKiAHIsqE+dRdvuYzjjN3JDc5/6rYdIDwJ7TsayKLo6S50KYueZ+UbXT1nyej7vR4s5RnxhHfImpuCAGuTfP0I0jpgxjYXYzbjKoWPvsWey919H7xcNSooXDiVDp5/Yy8gP+ewuwlVG5ntc5O2ahOgoc/5ckNGK4s2hjLdNGxDsuUzGyDyqW78TN+CRq2q6n+fhdcByqt+vdHvG0ITDq3n2iKQgAqPfmM1NsVYuBl0bP+6A2TaFmqk1rW1fc3/EzyTIV6dmVFcv1GCs9l7hj3nOrbiEjJcXM63mwlDAAcBOiU9jMuEBlzJj5Bdao3l6HTWfuVLl1AakQ4rdDpuHXZf1RcmEXFKyy6O4wUuYjLgQ/p06N0tVWTzlygAOrcfHkrCpdzJJ2TvNkUlRJIG6m/A5R9r5cXlNW53PpyEck175D8SVm4oKYDBgrPXQV44gpw1iYrZFj0OFei1oO3grsuiyh8ThWZJTpNkQWSD/lB+D7AXldsDkLyFShusZaU37H7znNNqXjfMoHFeLvq17Cf1N1Kfv/IS9jzvueVh+8TBx1iK69tBve2PJv7s4PAOa0jMUsjyaeR7sYGAuGWfJdxqYp1LDFhQLdorQQGFgdGo5NwQmoJC+jA87qFbghD8S8Bk+AUwC9pr6PPJ8HlWWXqYQuL3hde10r8JSlMKU6YWE1iDlTe3+lCrmeVsAVjmx6pMD3uS1jcW3P2zAUEQHP62HFwI9sTD1yO7Zq4mu08Wjz+z6FQTvVWZLabEOmHIDBBoeBsiBj9JhmTsdUEoY8wNzQrnLdGPP9rc9n5+JL4towOBHnYrZGjpWgYtazRxlc7zCWZFQCCiKmp/LDg/eF05D0ADfSbuNsMjczMEbViweQBMrM4Bg8rzlXK4yWhd9ErstEhL+BdlsdGm640Kq31+HtbXUqxUcZSNmAjqAU6ExOowEd4Q970ZmcgSuPsRgYCybQdArZjMwVCoDYNYU6tQsyQFnUUZtV8l2vsbj4tudiXiNWNl6DP4iK5TsBSELRjEXHjlsp5i5agQhiTi3KjEltcdCtSuFu0Pw2QLNwiuagMzmDg+iK2cFIxqBihwxAt3seX3MhXh86A0O/XQDaWIvvkY/fBMeosg1Xh0uBIDDD+yd0oqcMlZ4w1Vt+AOAg1HWrWHNaqSTUNfjhJkTlHiu/7Tl8e+QMLvyuCm4aRoi48N2FY+EungafZs0x72eD2vKUTFK6YbDyPDOjbCXAshILSzIqAQUR25by4+vMbirp6wLcPNtYu7Vg/mOx9dwbMPUkVLu4OS1jse3cG1TnsUx5vPL0upgXjnbb9OE0PHN6vqF5kFWnQbmz64LTUdNNF5xGE7yY4XkClU9xrCiRBSMrciVn1mKWdzF8aFXiKABS8mB8iyPB0f7KhfRsy8/xbEtrCq3vX27M5FTQVqIV4CyCYRrdsfCUFDchCFNq261kxdRuRVESOI82Y1JuXIog8K7ygT1gLGr2n4i0yTiCMFxwI4w6RiV1JUoFgrV7fvLLS1Axco2h0u7NcqGjOwjCMVJSCtTRfKwLF2OM+2PVxq/FnYP6gZNR+KUvpuVDPsZycWz97jje/tco+INl0fN9/3JjZjEwc3T/6IbvDvdm/CZLfz9JEKjeXtz+rJZxPs90pKDVhCUZFafxgkXbUn6MiPUQjbOmgPTgCah83D6PGzM1Dx6WKY/nX9d1UudosTn+QzHNg6bqNCjIJQFM9iyD1oWktFrl5XpwurkFwTBFHUpBA8AUj6T8kU5FksUnRWmKZjGKg7JSy0be5fWe+j7XrSh/BzwlxUrwOm8MgDlTu+2YBIEjTPYsQ24LuzjottzWDVP19jo8U3Mh/EGt/Tg2Rla8+ga/ofu1MM+HGeRtZPn5rSrqaD5KAy8AAHwXXYGxjX9UWWiHDhiLzWXclwNQt8nR4g+GsPTvB3SxcfK6VGZZNc3+BXL9+vtZkVWFcWtuaH/Kj9M1clLQasKSjHJa2UNbUH6UfkjeY8d/XIr+bjzQGv/TqaduMlSHhmP6qedwojkINAN5Kz2oDMXe+QPmHzwsgcTyrzdRrz7Cn6Pd1of1bRG072W6ToMCbVaX1molB0nLrA6XYvXZUhTm+bD5qetiXj8dsF1AkoORMiXvWBIZQGzW1C6CmFMLL2OygBxTCXez8WHMa0XmG2/3rJzbWpdR0S0zgXf4BUSVMULDL+6CsT//BYBfWBqfVp6w4CUFaNel0f20tIaT3dsxgVSHhmPHmTsxIfxnFDTWovnDadJm2s7nSYBlJRaWZFQCCiKmt/Kj9UNyIa1fnBz4rPFZVm+vQ8WKnQiGWhebNlYjFmYePKyHo+xfV7rMFnvvRaX2i2Not35k4/eue5jvpSwuJldu/iV5FZ1xOuZnAaCb2GYFseW4kRQKHKcKSMpUjOyjm0cA4HER1UMtHQKI02EM7QVtnN9aXiZjbnfpO4msiU/8B1DvVbu4eLFCWq69tBtKLuzC3T0rGxMrN19F5Cjw7uM46+nEjONroS5Vq439x+zFicnyxOjzuM0WTuRtDGlX82s4BXEtiUKujj+DLIrGk8p117IA658nAZYVM1iSUQ6HSKRfnR8lvOq8Kgi4FiFFHZ65a/bqHlhAa6yGU7BqTABQ1YS4MvACim+dqH/xgLGo6T8ddbS1cNaUwINYEfgJPG52RKLsOy888B5muxeiCzkNQmJnbTRRr25im1VqLCkMnMaOjjfJM6B8UCF++uOezL9de2k3y9eae9dAdM5trdOU5/Ng7piBQtFop7CKYE47cyezTkruzTNUa0JbN8dMI2GZDV8dMawNJssiXquCM4EWZg+6p4OTVMpWPJXDjT6Pz+PGT3/ckykvAU1hwxHTdPdT7qd35myLuToxNmu1pSNz1+zFk3hL973arrtms1dkWya9LT+G/kZirl1F5BpGC3jIybU4VDkR59EjOEy64cDgCgwte9jGgKWHY2D7W7hi/4vRnc66cDFGuHaodj7lg9i9cJ788hLUnX1Bc5Qiz+dBh+wsru+8x9Y5cLuCur8BUuDiiWi21xmu5cnIpSPjAnCw0Y9eU9+HmxD89Mc98evy/tzzmz6chlxGRemmD6chN4kLa8NX7KJuvONGCIuKQAnLYroicAU6erNQ2eltncWzafalujWhbBbMayTMq6nDm4/lgwpReOA9FH7OdoF3xmmcUGR+8nrQxW71wnZVFOT5MJnTy+o570vYPrgX6nr2x/u7DnItztG4vKlSZqiyn97vXffgvfBPEPRLcs+wTgwMarIlMK4lUdQbJNLY/jwpbDWRCmIqP4SQVwDcBuAwpbRf5FgXAMsA9AKwH8BYSimn9GgccP2QPVvrD8ixPkbXAP/B/rrnf3Cl6x/SoiBAdxzBudt+hRrAngK0qwq3/3s2fK6zACQT83jS2rumiBzFbO8SYNcg5kTjKWlXn92A5899F+HsA0xTuFGMDwXB4LOtXYN9Hjdm3qpXWFjxMaOyNqMiaxm606M4iPzWdFtI/vo/b/k3AEQVIK1g/KSZ7auP1bDUaUTqd2aSUvkUgTeHXjt9OSp/pc+m5M19XhNhwFxNHR27qjB097PcPxMiZX4GkIUng/+H6VojkJQK2QUFsLO2AL3CUTGyDwqq2UUcsxDGoJ3TsGzrv3EicIWhayx6fweMlWJa1s1AUWMtnsBSnEELVqN13LwkhurtdRhKu7LvcRts2VCQ50N9k4mCtQIuZtxerwK4SXNsKoB1lNJLAKyL/O48ZlreG/W0UZxbMbKPznU0PesVSfFhVC8t/HyOvTGvmwEfzqoOaa/vw1k0fcj2pbIEWplrE2Z5lzDN5DLcXiyQ4gzMtMzQmtAf6PgZ5mYvQQEkk3UhYZvgl/5dUj5Z5n9usDbneKIQ/asylleRKvkUwWhuscr38+a+kbtaWZ0ZMJm5ZypsAPCSFlR6XgcguXALI59HGVAgKzmVq/9hutVL+aBCNOfyS8BmhZrxJN6K6eqL3l9NS4fuOMKURyxldO6avZgdHKtz8/mRnfC4lkRQMbIP5uNu3edpcee0yc+TCmIqP5TSjwFoi+vcAeC1yM+vASh3dlgRzPghVedAyvYCdOeyYjV+5l7PFTbdqc0uuyZNjjlNh5j+aVbM0BRPlU6hUprJASmjLEAZhjyXB7k3zzBs0qek3L0Zm7Mfx76cn6EytEDXFiKXBPCc5yVVg0M5YHHumr24IfQ3bPI+Hv37unAxM65gsfde7hgSgehflZmkVD5F4M2tay/txmzO+XvXPTGb9Sppol5scg3BpznSutqS8wReH/pdbNerBfdHZ5yGz+NGZdll2Dz1OhTm+XC7a5NqLd8Q+hsa/GzXOs/6lXvZLTCoDY8CcowZkyTLN9UaZShzWjkI8It+rg6X6puRBuKsU5YiygcVonTUI5jjeUT6PCBo8vVA1h0L2uTnSQV2Y37Op5TKqQyHAJzv0Hj0mPFDmvRVan3j9Fl+5+R62hU846GydoWcrVCY58O1l3bDo5w2GKzrs8yzrPS/gma2IlZIjmKT9/FWE3EQqPS8js7ktCRu5OKPQMQ9aKK8uTLin9MzTe48XUSO4reeRXC1EAC3ouTkWlUV7CJyFGPIx1geuioS8yRlus3H3ShlBXwnEJH63a5InnxCa2yNXKhQjht88ksv00qyNDgMTa4WTMt6PZqgwEaKa8y95EbcvfNNaV1GXPPddz8L9OpsLPfMxEQqmDm6P8rdm4F5UhYaPK2VnZVFGgHoXFTaYq8AOM2k1dTTrlyXfQE5Bn9AUQ2ao8wpXYKysqR1v3fyedDgD0rlOhSxU4Vt2PIrPc+mQ67Vlmt8ukBD3AHPlFJKCOHObkLIRAATAeCCCy6I9+24mA3CUxIiLmRBrwBRCvzedQ9mct5H6fNWNtr785Z/46RrDLNnjpIwlSw1vN2SVklrms1OmyVELZRWh0uxNny12q1lJb3TpJlciZe04H9y/gzgN3jGuxy50O/gbsjagTE5L6dc6RCByu0PI/nkmGyKxtaolZOSM/+BOujjaABgVbgUFagCIZyyFNq4Rk7l9xs+yOeuq5qLH0O/bb+CTyGLeK0qGkhHSfGJyArWObkkgOnePyGHno1es4gcxWzPYnzRtxcATe2vGPKkxZ2D+eG78SR9ixm7Irv6ZIvZjR3ZcvAwyQcBovcA0McledwEHhdBMNw6FYTlt31jV/n5nhDSg1J6kBDSA8Bh3omU0kUAFgFASUmJcZtrE7CUnK3fHVc19IwV9S+zAjdgHF2j2nlRCnwSvgw/Hj2J+ZpYtXBUFhiwd3Ukcp7SBceD1x1aibJyrE6xsFK23GaWQIdQIwDgfLB3cD1wDJunto2iiIKMwJR8siObmJusjew19ox3OVY183tP8SwelAJbL34MQ+UDvMrvTYdQd1Z6X5bMe/LLSzAkOEFVX2xduBh3uzcgW9HT4ix1Yw75OWaa2PzkQd8HzEcCGPrtAgCaBBEjedKpJ7JGTENpaDh+v8qF/6Yv6YrAKhux+oMhzAmOQ6VnoXqMbi+6e0PYh58B2UWAexqGf5Cvk9HBEEXnXA9yvVkp34Q5iZlNvx3DQHvArvKzGsD9AGZF/l/l2IgAblE8Vt8sueAcK1tg7hqv4Zf8TPP9OJsVUjW7fCN0HZ5t+Tn2c15nNjsoBwGuObsuEpzMKW6qQtkd+lkDM3mRi6NgWClbzjOTEzdAwzAyXwMA4byeiOwDQXJJiHzSyp8hJ9diaPVDoOQoM6rlfByFz+OOnq+VUQ3oKPXc03ACHfHkl5e0to4wKPCnhNXypg6luhT5beEf6noUvhsehplYEPMecD10VuSJwqpVDqB80P9FzeqiiNvwKDfl/rXTl6Pynstanw2+zsDZU639HiNWbdnipr3fc5vH4vlpLHt+24T1PNQqwGbOaa/EDHgmhCwF8P8A9CGE1BJCHoQkVG4ghHwD4PrI787w3tPAOxNVRfHw7uPAriqm1UVWfFjZAiUn1xq+VUGeD8+2/Bw/OPtn9D77Jn5w9s94tuXnhn5gM9lBRn21lDuaRk7wIHZVSabuyjwsa3ooms3gI3yFipveaOU4L7tu1EtAZYMUQ8RCPm4mO08gcJBkyiel/JFlTiFH8QEkpV/OnmTJqA7w65IUmqgXlcHx6k0WY11pLSMy2pY3LJQFV0sDL2B1uFQ6N9YmxePjywAr8oQhD4aWPYzulf+E685FyHIRzPe8GE2oUH2eAWMlxamyAfB2AMIaGRr043felzA96xX9M8G7JKnFVRMN63mozbwzc057Jablh1L6U86fRjg8Fmlibn0FOgtDxE1T3zCb+TJetsAUbxXAjNyRsNJYTRnkbFBTGoCxOTsHkeyEFnCDBFtWPRbNspIVuWZ4DeKIIu095vWLr5t9rP4pN88Gqh9RCxyXpzWoOgH9VwQCI5Ipn5SKRazGwfIaK8dmlGfPAPUe0ClJ2SSEY+GO8NMclRVmdbhUvQFjrKs5Z+7E6rOX695WqfDE6msnE5V57mkq2QNIco4Arb0SAUN5onax5GN+/+mSS4wnD5RW/oglpzuCgCaeca37ar1c5li1sxDGfe6/6uKWfDib0C7lycZM7bJMqm/mtPsuvSo8r5sBrlrRWIu8XI+u2SbAVza602Oo3s5vXGo2A0hrOpQFAkVrb5rOirHxurgTIr3OKEiQVRE5lwTgowaCVr5nrGBmqwqJUeacmWu1syqhgvaDslCqYeNghqLAsw51JmcwLPhy7EBczboq3l4HX4yNmyzHKlf/Q5eiLsuvQoXMq94+HJuCE/Ak3lIpYx9nX4vKay5D+QBNLKGJsITxNRdi5ug1bBmsTcaQ3VcKckkAv/Qux3V3PKq/hkE2GytgG0DaVHMOBoOora1Fc3Nz7JM5vFJegJaw/nmZ5SLYs2eP6XPaAk2BFpzTHETlVXkA8gAArubvsW3nceR6JTUmJycHRUVF8Hhix9ICAKFmAk8coqSkhG7dupV/QmUeuMpPp54oPvkcs87EJu/jKHLphVFtOB/jcl+OO9h2+Kz1zOrQD3T8DJUd3gZtrEU97RqtfqxtJMhFmdERIVyZBxfjHlAau1+X0XUFgkRBCNlGKS1J9TjiIaZsgnoTxJM5lqrPA2jy9cBHN66ztaM1tRPeVYVD7/wS59EjusrJhXk+lWzkyTkgUhWeUxw11uu17xPFxP2RIJKbS4vpxtcK0kQ27tu3D+eccw66du0KYlqwqznRFEDdCT/Cime4ixAUdvahc67X9Dltga8OnkQgpM/M9rpduLTHuaCU4tixYzh16hR69+6tOocnn9LL8sPV5AkwYhoa32THyMxpGatTNmSfuBPmPdY1ylybMDm4GGgMSJWTIzVvfoMl6BApSBiKpJVaCRKsD3dlCtXjtCO6ekPmFnqa7G4EgkxCXc/nKMLQBE1q3cmx1mGk0Wn5AHslGGKWbogoB90jKfjashhauWYkK3ltI8y8nntds3KKuKTPorUoy7+vnMSsSaZN6/dTL75QZtGlkObmZvTq1cu24gMgqrx839iMQCgMr9uF8zvlqJQaM+e0BViKj/I4IQRdu3bFkSPmezWmV1d3ZqsKApT8HBgwNurPLtNUHnURoq/cGZzQGsgXB9Xb6+BiTFCWz99LWtCRnI2WqXcTgLg8loIEF3vvZVZEXuCdoK92bSX4UCAQxEeknk93HIGLyMIzIhtY1eeN1mEyumbHqIicl+tB8fSP0Gvq++g19f2YluVYG0nLLWTMyikaiia96BgwVkrI0Dw3/MjGn0LXq54JU4IT8OSXl5h7TyWKBBTM6+dY0HQ8io9M51wvLu1xLgYU5eHSHucylRoz56Q7XjdbVVEet3o/00v5YbWzGL0IuO05AMC1l3ZjZk38JutlANBlMACIq4iVbOYOaVyDZa5Nhk0IVcjBwSazHopvnYhpdKJq0U6jE1F860R1psNTX0iBxiK7SiBIDsw6OLTVlaJVZHjZTqNfZp/vNAYVkT1ugsamoCqMgBEaon5djI2k5RYyrPvj9oJpK5drk7FgPDeWt1wZqSqvTp237AnQ9BNTZh9nAtXV1SCE4KuvvjI8b/78+WhqarL9Pq+++ioeffRR268/v1OOzgjhIgTnd8qxfc30Un4A/QNeISA2fHXEsA+Mls65nriiwVlpgrLyZUnJ9J+I3aMsgtyzZVzuy7j47BsYl/syxpVcgPKNI/U7DzO9zwQCgTNYqZkFsNfnwHukh7jDVgQmHMvKYZKPDl5WbXsJVrCwmWrI2sbIRk2UAbDvzx2/57+BkZtM+dwYMQ1jsj5hNkq17AkwKhKbASxduhSlpaVYunSp4XnxKj/x0jnXi8LOvqilx+t2xR23lF4xPzGob/CjIJvfB0aJz+PGs7dfpjvPSroca5cQM8WVRaciS1lQKl/+rirg3Wf57SlEdpVAkBy4RfsM3DfK9Wml1QwHS+m+nDIX3W//DTd+EpCSK+aPK7YVhG25hQxLfq2bYf0+a17PagQ9xVOFmpEWrQ9WFd4EkYgqzadPn8amTZuwYcMG3H777Zg+fTpCoRCmTJmCv/zlL3C5XHjooYdAKUV9fT2uvfZa5OfnY8OGDejYsSNOn5YKdK5YsQLvvfceXn31Vbz77rv49a9/jUAggK5du+KNN97A+ec701qvc67XUZdd2is/yi/dRQg3jbw5tzsKfT7UN/iRl+sBpcBTy3Zg7pq9ilROa9Uulamt0WNG7i7i1gfeuTzxuaGstKcQCASJw0rNLBZxrmXL1XoNSlMUfMDP7CrI8yW0D17MB3m89zlGA9Ths9abVyLsKLwOk6gqzatWrcJNN92EH/7wh+jatSu2bduGzz77DPv378eOHTuQlZWF48ePo0uXLnjuueewYcMG5OfnG16ztLQUW7ZsASEEixcvxpw5c/C73/3O9hgTSVoqP7yCgiFKmZldFEDuZbdg823XGU4Uo2qXrEnEKhJ2EPkoZPWwkoOPlbUq5K7q8SgpabLzEAjaPfEW8YxzLVuVX9ExM8ZXMbIPKpbvjNYXUraCaCY9gPduAb75yPFipaYe5PHeZ47C4vd1t65ExKuIOYCt790ES5cuxRNPPAEAuPvuu7F06VLs27cPkyZNQlZWFk40BXD4bBZqaxsQDFE0NAVgrPoAtbW1GDduHA4ePIhAIKBLO08n0k75YRUUVLI6XIqS0Ne4V1HBkwDAzjeBC4Zh7hp9Uzt5olhNxWQVQazvOxmFu59VLwaXBwicBkIKd5jHZ1/xUVY9JS5mGqfI6BIIUkA8buY4rQhOVutVFkC86uwG1YYy138Q2Lqk9WQb7jkeph/k8dxnjsIyJzjOlvJYs/9EtLzBYZKPA/0rMDSJVvdEVGk+fvw41q9fj927d4MQglAoBEIIhg6VCgHo6wNRHGxsRtemADrnelWZVcpCjY899hiefvpplJWVYePGjaisrLQ9xkSTdgHPsbqmA8B1rh36oLyI+ZhnypWVFxZGQXDlgwqxeep12DfrVmyeeh2Glj2sD9LLPket+CjGYxltdgFL8REZXQJB2yPO3nd25BcP2bre6A/il97lseMYHQryTUq7BU4iyGun9e1AYr139fY6jK+5EMOan8dFZ9/AsObnMb7mQlRvr3NuvDFw8nuXWbFiBe677z5899132L9/Pw4cOIDevXtj4MCBWLhwIeqOnUaYUjSeOAEAyO3QEadOncL3jZKic/7552PPnj0Ih8NYuXJl9LqNjY0oLJQUyddee832+JJB2ik/vIKCyro+3N5ZjbXcgoKyf9dSKqYSZa2HdTMkgSVnpPlPsF+jNGebrRXBTKeFFE8kMroEgrZLnNmZWvlV5tqEzdmPY1PzaEuZY7J1va7BDwrgPGqyMJwZ91wMOZeIBzkTRtaw5ffeVYVhq67GP1zjVE1Wk90YNK7nFoelS5di1KhRqmN33nknDh48iAsuuAB3jLgCY24sxQerlkt/+9kDeOS+u3DfnbcCAGbNmoXbbrsNV1xxBXr06BG9RmVlJcaMGYMhQ4bEjA9KNenV3gL6EumsVhHayp0yh9ANw5qf1x0nAOaNK44GPVuOmmeVUff4WgUXr0y7XP8j1uuVcFt8cEq8CwQppr20t0gHZPlVcnItZnmXqLOaeDJFg1bGclt1aInVGsKEnNOGNQDmWmc4gaX3ZnyWJuqNFs8lAPbNutX2WPbs2YMf/ehHlsbudLaXEbHaSaQrrPvaNtpbQB9kzEotdxF9r6sm6sVvgmOY16Ro9XHbymKIlaURKyjOSpZHGmQXCASC9CQqv+Y9DjSq07nNZo5preusJBIdZtxzJuSc2WbSicDSextUx14diL9zgFUSmX3H4vxOOcyeYPEUFUw30k750U1Q1zHmeUrFJ0yB5aGr8D69EiyrSWG8EzVWlkas7AQrWR5pkF0gEAjSnDgyx7QlPFaHS4Eg8D9ZS6LteWQoBU7TbJxjxj1nckzJfpDbem+DdPl4XU5tgUzpCWZE2ik/gGaCzuM1O23FRYARrh14toXC53HrzJpxT1Qz1hij7AQr1px40zwFAkHmE4eFmFXCY3W4FJNRhXOI2ppECHCGnItzzMifTLJacz7LYZKfFBddOuB0UcF0I+0CnnUwm53qKSDHouXUTZdXN8OuKiBwRn/cijXGapaHQYsPgUAgiCdzTG5D8UDHz1SJJLx+heez6ppZGFPNxY9h+Kz16D31fQyftT6pmVK24XyW7qN/0y4Un/ZAWlp+1MFd+XiiRwWu+vcfcB49ijAIsog+EOsgukb9t4aTU1lDJ5ZVhRXAB1gvXiisOQJBxpHsIFQAavnl6wxk+aRsU4sypdy9GeVkIeCSZFsROYowZbYUBTFruWHIuZqLH8P4mgvhj8hQp6oTJ5w0qO8jSCxpp/z8qno33tjy72jkTl2DH5MbLgUgZXGxsr+aqBf1QyZbz9qKVbyLl3bu7WBdcRE9uASCjCFRLQcM0cov//FIl/hF1mULQ7a5CCOT1mq8oUbOPTlrfVTxkXGiOrEWpxXR6u11eKbmQviDrdnDvho3ZvasS2+lTWCatHJ7VW+vUyk+LFaHSzE1OAG14XyEKUFtOB/PBCdIxQdjYbVDr2gtIRAIGBhVKk4YTnYY58gwFwGzDlH19jpbrqtkFDXU1i2SFdF43Gsp+X6TjNvtRnFxMfr164cxY8bE1bX9gQcewIoVKwAAEyZMwJdffsk9d+PGjfj000+jv7/00kt4/fXXbb+3XeKy/BBC9gM4BSAEoCXeWh9z1+w1VHxkVodLsTpQGv3ddDaXVWUmkwL4BIJ2htPySUlSKhVrcXIzxpVt+lo+8Vi5WM2h5eNOkYjeVyn5fpOMz+fDjh07AAA/+9nP8NJLL+Hpp5+O/r2lpQVZWdZVhMWLFxv+fePGjejYsSOuuOIKAMCkSZMsv4cTOGH5uZZSWuyEYLEzsSxlc/GUFt7xOMvRCwSClOOYfFKStErFSqzKLyMsyLZ4rCCJqE6sJRGKSkq+XyPMdgiwyZVXXol//vOf2LhxI6688kqUlZWhb9++CIVCqKiowNChQzFgwAAsXLgQAEApxaOPPoo+ffrg+uuvx+HDh6PXuuaaayAXDP3LX/6CwYMHY+DAgRgxYgT279+Pl156CfPmzUNxcTE++eQTVFZW4re//S0AYMeOHRg2bBgGDBiAUaNG4USkvcY111yDKVOm4PLLL8cPf/hDfPLJJ3F/5rRye1mdWJazuexkXcVRjl4gEGQWsvunrsGvCw5OeP0XJzdjFmRbPMqFnFnmaAauhkQoKslQ2kyj7fcox6o6pAC1tLTgww8/RP/+/QEAn3/+OZ5//nl8/fXXWLJkCTp16oSamhrU1NTg5Zdfxr59+7By5Urs3bsXX375JV5//XWVG0vmyJEjeOihh/D2229j586dWL58OXr16oVJkybhqaeewo4dO3DllVeqXjN+/HjMnj0bu3btQv/+/TF9+nTVOD/77DPMnz9fddwu8QY8UwAfEUIogIWU0kXxXKxiZB9ULN+JYJjv/CpzbcLkrCoUuI7BlV0EuKcBUCzYXVXAh1OkYEBAnZllJ+tKBCoLBG0VR+WT1v1DIWVHUUgP9YRnezmZNWoh6zVe11W5ezPKs2cAObVAdhFQdyOw8SPHMl9ZdYviVVRSWYlah5UOARbw+/0oLi4GIFl+HnzwQXz66ae4/PLL0bt3bwDARx99hF27dkXjeRobG/HNN9/g448/xk9/+lO43W4UFBTguuuu011/y5YtuOqqq6LX6tKli+F4Ghsb0dDQgKuvvhoAcP/992PMmNauDaNHjwYADBkyBPv377f9uWXiVX5KKaV1hJDzAKwlhHxFKf1YeQIhZCKAiQBwwQUXGF6sfFAhpr/7D5xoCjL/rsv00mZr7aoCqh8BworX+48Dq/6z9RyhzAgE7QVD+WRFNgFs94+s+Gyeqhf+CcEJ+WUx6zUu5YL1XluXtP49VsatCRKlqKSyErWKBCXeKGN+lHTo0CH6M6UUCxYswMiRI1XnfPDBB3G9tx2ys7MBSIHaLS0tcV8vLrcXpbQu8v9hACsBXM44ZxGltIRSWtKtW7eY12zgKD4Au8+XKtth3Qy14iMTCtjLiBAIBG2WWPLJqmzKmCBYi1ljcbmueOVCTL63WcoHFWLz1Ouwb9at2Dz1uvRQWpzCyVgvi4wcORJ/+MMfEAxKz9Wvv/4aZ86cwVVXXYVly5YhFArh4MGD2LBhg+61w4YNw8cff4x9+/YBAI4fl7wx55xzDk6dOqU7v1OnTujcuXM0nudPf/pT1AqUCGxbfgghHQC4KKWnIj/fCCBuDaMgz4chJ9dKri1yFPU0H3NaxmLbuTegqJnd5yuqARtpwiI9XSBoNyRCPhnJpjaFDUuCbSuIWbkr5DOfFPZ7nDBhAvbv34/BgweDUopu3bqhuroao0aNwvr169G3b19ccMEF+MlPfqJ7bbdu3bBo0SKMHj0a4XAY5513HtauXYvbb78dd911F1atWoUFCxaoXvPaa69h0qRJaGpqwkUXXYQ//vGPCftshFIzyeWMFxJyEaTdFCApUW9SSv/H6DUlJSVUjgLnUbN6Ifpt+xV8CguPn3rxxZBfY+i3C4zTM+f14/cBY6RwCgSC+CGEbHM6myperMqnuGWTmTpj6QJPTiZCRhrJ5ES/dxqzZ88e/OhHPzL/AiudCdoxrPvKk0+2LT+U0n8BGGj39TyGfrsA0Li2fCSAodufAWgIrSGGEZQa8Ihp+pgfAHB7RXq6QNCOSIR84sqmbxcAaEPKjx1Lgt2HL+u9tIjyIbERsaqOk1ap7gD45k8qB9vJORbQp2cOGAuUvyhleMn4ugB3/F5MHIFAEB+ZUvHdagmPeFKtWe9V8qAoHyJIOWnX24tbeVQF5ZtJhYYsEAgSQSZVfLciJ+NNtRYyWZCGpJ/lh1XIi0Vb220JBIK2TXut+J4pFq80w268rYCN1fuZfsqP1kxK3Ozz2uJuSyAQtF3aa8X3FKZaZyo5OTk4duyYUIAcglKKY8eOIScnx/Rr0s/tBajNpNoiWUD72G0JBIL0oz26cFKYap2pFBUVoba2FkeOHEn1UDKGnJwcFBWZV8jTU/lR4mRJd4FAIBBYQ8hgx/F4PNG2D4LUkP7KD9A+d1sCgUCQLggZLMgw0i/mRyAQCAQCgSCBCOVHIBAIBAJBu8J2ewtbb0bIEQDfJeDS+QCOJuC6bW0MQHqMQ4yhlXQYR6LHcCGlNHZn0DQmgbIpXtJh/jhFpnyWTPkcQPv4LEz5lFTlJ1EQQramurdQOowhXcYhxpBe40iHMQjskUnfXaZ8lkz5HED7/izC7SUQCAQCgaBdIZQfgUAgEAgE7YpMUX4WpXoASI8xAOkxDjGGVtJhHOkwBoE9Mum7y5TPkimfA2jHnyUjYn4EAoFAIBAIzJIplh+BQCAQCAQCU7RJ5YcQMoYQ8g9CSJgQwo3uJoTsJ4TsJoTsIIRsTdEYbiKE7CWE/JMQMtXJMUSu34UQspYQ8k3k/86c80KR+7CDELLaofc2/GyEkGxCyLLI3/9OCOnlxPtaHMMDhJAjis8+IQFjeIUQcpgQ8gXn74QQ8kJkjLsIIYNTMIZrCCGNivsgGjO1EczKmnQl0TIwWcRaY20JQkhPQsgGQsiXkbn1RKrHZAdCSA4h5DNCyM7I55hu+sWU0jb3D8CPAPQBsBFAicF5+wHkp2oMANwAvgVwEQAvgJ0A+jo8jjkApkZ+ngpgNue80w6/b8zPBuARAC9Ffr4bwLIUjOEBAP+b4Pl4FYDBAL7g/P0WAB8CIACGAfh7CsZwDYD3EnkfxL/E/DMr79LxXzJkYBI/i+Eaa0v/APQAMDjy8zkAvm6L30tEpnaM/OwB8HcAw8y8tk1afiileyile9vAGC4H8E9K6b8opQEAbwG4w+Gh3AHgtcjPrwEod/j6PMx8NuXYVgAYQQghSR5DwqGUfgzguMEpdwB4nUpsAZBHCOmR5DEI2ijpIO/iIC3WqBNk0hqjlB6klH4e+fkUgD0AClM7KutEZOrpyK+eyD9TgcxtUvmxAAXwESFkGyFkYgrevxDAAcXvtXB+gp1PKT0Y+fkQgPM55+UQQrYSQrYQQsodeF8zny16DqW0BUAjgK4OvLeVMQDAnRF30wpCSE8H398syZgHZvhJxDz8ISHkshS8v6D9kS5zX8AhEo4wCJLVpM1BCHETQnYAOAxgLaXU1OdI267uhJC/AujO+NP/RyldZfIypZTSOkLIeQDWEkK+imjvyRxD3BiNQ/kLpZQSQnha74WRe3ERgPWEkN2U0m+dHmsa8i6ApZTSs4SQhyFZoq5L8ZhSweeQ5sBpQsgtAKoBXJLaIQlk0kXWCNoXhJCOAN4G8CSl9GSqx2MHSmkIQDEhJA/ASkJIP0ppzListFV+KKXXO3CNusj/hwkhKyGZYE0rPw6MoQ6A0tJQFDlmCaNxEEK+J4T0oJQejLhSDnOuId+LfxFCNkLS9ONRfsx8NvmcWkJIFoBOAI7F8Z6Wx0ApVb7fYkgxUsnGkXkQD0rBRin9gBDyIiEkn1KaKX192jROyLs0JeVzX8CGEOKBpPi8QSl9J9XjiRdKaQMhZAOAmwDEVH4y1u1FCOlACDlH/hnAjTBxQxymBsAlhJDehBAvpKBfRzKtFKwGcH/k5/sB6HaJhJDOhJDsyM/5AIYD+DLO9zXz2ZRjuwvAehqJTHOImGPQxNaUQfJtJ5vVAMZHsr6GAWhUuCqTAiGkuxxvRQi5HNLad1IRFQhYJEMGCiwSkQVLAOyhlD6X6vHYhRDSLWLxASHEB+AGAF+ZenGqo7VtRniPguQ7PgvgewBrIscLAHwQ+fkiSJkFOwH8A5L5OKljiPx+C6RI+m+dHkPk+l0BrAPwDYC/AugSOV4CYHHk5ysA7I7ci90AHnTovXWfDcAMAGWRn3MALAfwTwCfAbgoAZ8/1hhmRr7/nQA2ALg0AWNYCuAggGBkTjwIYBKASZG/EwC/j4xxNxKQsWNiDI8q7sMWAFc4PQbxLzH/eLKmrfxLtAxM4ufQrbFUjymOz1IKKSZ2F4AdkX+3pHpcNj7HAADbI5/jCwDTzL5WVHgWCAQCgUDQrshYt5dAIBAIBAIBC6H8CAQCgUAgaFcI5UcgEAgEAkG7Qig/AoFAIBAI2hVC+REIBAKBQNCuEMqPQCAQCASCdoVQfgQCgUAgELQrhPIjEAgEAoGgXfH/A9dO+CsCh1VBAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "--------------------Training Set Metrics--------------------\n", + "\n", + "R2-Score on Training set ---> 0.9046635059559758\n", + "Residual Sum of Squares (RSS) on Training set ---> 381.14099667994697\n", + "Mean Squared Error (MSE) on Training set ---> 2.4122847891135883\n", + "Root Mean Squared Error (RMSE) on Training set ---> 1.5531531763202198\n", + "\n", + "--------------------Testing Set Metrics--------------------\n", + "\n", + "R2-Score on Testing set ---> 0.8556177767066229\n", + "Residual Sum of Squares (RSS) on Training set ---> 190.68989767470617\n", + "Mean Squared Error (MSE) on Training set ---> 4.767247441867654\n", + "Root Mean Squared Error (RMSE) on Training set ---> 2.183402720953616\n", + "\n", + "--------------------Residual Plots--------------------\n" + ] + }, + { + "data": { + 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Linear Regression\n", + "\n", + "MLR = LinearRegression().fit(Train_X_std,Train_Y)\n", + "pred1 = MLR.predict(Train_X_std)\n", + "pred2 = MLR.predict(Test_X_std)\n", + "\n", + "print('{}{}\\033[1m Evaluating Multiple Linear Regression Model \\033[0m{}{}\\n'.format('<'*3,'-'*20,'-'*20,'>'*3))\n", + "print('The Coeffecient of the Regresion Model was found to be ',MLR.coef_)\n", + "print('The Intercept of the Regresion Model was found to be ',MLR.intercept_)\n", + "\n", + "Evaluate(0, pred1, pred2)" + ] + }, + { + "cell_type": "markdown", + "id": "2040e757", + "metadata": { + "papermill": { + "duration": 0.082129, + "end_time": "2021-12-30T11:40:43.822639", + "exception": false, + "start_time": "2021-12-30T11:40:43.740510", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "8fed4d8c", + "metadata": { + "papermill": { + "duration": 0.080322, + "end_time": "2021-12-30T11:40:43.984295", + "exception": false, + "start_time": "2021-12-30T11:40:43.903973", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 6b. Ridge Regression Model" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "25f71b73", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:44.315720Z", + "iopub.status.busy": "2021-12-30T11:40:44.315068Z", + "iopub.status.idle": "2021-12-30T11:40:45.026956Z", + "shell.execute_reply": "2021-12-30T11:40:45.027877Z", + "shell.execute_reply.started": "2021-12-25T19:33:06.305858Z" + }, + "papermill": { + "duration": 0.80326, + "end_time": "2021-12-30T11:40:45.028058", + "exception": false, + "start_time": "2021-12-30T11:40:44.224798", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<<<--------------------\u001b[1m Evaluating Ridge Regression Model \u001b[0m-------------------->>>\n", + "\n", + "The Coeffecient of the Regresion Model was found to be [ 3.69637815 2.94662484 -0.19283051]\n", + "The Intercept of the Regresion Model was found to be 14.000632911392405\n" + ] + }, + { + "data": { + "image/png": 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oTw2e6fI20FCL2mgh5jaPw6pome68vbOv1x1L6oRQWQBdWDoAgEgrNzPkVal24WB1lWhAugubuoHbhU0zDV5/JwD2MPqyESkv3KmQ+bwx6eQ5XIc7RuHaWLOLyB6dYGHTjEJouQIXYPlDtCQNlHLnlHoOYbZvMRCGSth6iT6psGmm1kSV9kR9F8Qef9sk1u++zqtFPUNxcJLGwS2LqCU0SjtvTGZEmRbeGCXetCk+mZqxPhNoXT4/AoFLWE0amE9CmJqjjtJgFS40DCtm+Os0vvlzVD7xuHWfCzd8F9r4Hn+bQ9HvPKBxxaHcUwOAHVJtJSliSqPIGFtJ2jHpRjoKV+CN0dHPp2WsZUOqg2TS+iw/AoELKP0hZJNwcRM7aaA2mWCJZpVZvb2O6VMBxCYEjgAfH/ozrn7rR6r2cBGWG4FdDBSHbflX67ZArFoKeFFkRtYXx9svHCfhYs9hkNg9M2YrJ8PGaDakOkgmGaH8UEpBGFsJAmek0o+rNaMLMX2abbaup4Xxn7WrTHnC4FFcEOALcHIYwZCN7YIUbPkKH4EsgtPvSj2HsWm6Ph+Z1e2sKSP7MH1+eNaXhLZfOFtJno6l2FNp7OOTlr6cQW4ZTpTUtkTat73y8vJw+PBhMWG7BKUUhw8fRl5eXrqbkllYKYvCMFtHSA7ae07j37m3YXPeQ1gy9BuVAGVNGDLxCYHjlxMFQbmnJmNWYtXb61Cz4jksa5yAr3Nvw7LGCahZ8VyrC4cWxLCZGqT+WBDlnhrU+B/Ev3NvQ43/QWb/rBhYgiVDv8HmvIe440JJQtsvDrd7W1VfTlLJpmRlrM8W0m75KS0tRW1tLQ4ePJjupmQNeXl5KC1tO2nKTdFGOsk5cv6zGdj9Hj9pYKATvKGTKIicAAjQDQfR7ZPHgV6d4qs7I8UlHv3iZaRoAJBDopjtW4zOPj+ANEeqANixehFmkUXx8hul5BBm0UWYuzoHFQNFGZVWBys1CIjU/5/up9uSubv9h5gaXqz6/pn9c2cVhn7yOIAgd1woSWj7xeFWUqvpyzzZBCRsQWJt7QtLbgtpD3UXCJLO0/04Na1imY1ltOGovM917CE5DEPKlMsyLZcUBNRbCzurEF1xHzw0qju3MdAd+dO+tPFAxjg199fOOBulHn326dpoEUpnfc39nAh1z2DiUYb7YNbfG+ecFyu4q0bXPy2MCyWWx4iLOO3LqYb3znnvUmAfnnxK+7aXQOAUK5EpAAwyq2oUf22dOAvlVKyYlqu312H4O0VAVK/4AJCSHbpEIlmpiz0ch2/O8baMlb5nuX8mEznCr2MPmPV3Xj/UHbdZZsj17RcL20StoS9Xb69DXiNn7Leh6urpQig/glaJrUneTmZVpdAJdGKfozhuVphQ6XvAdel3MfNrIv4VTYFuto63VayWRskonxMrCotVHyGbvkSuFgy2WDS0NfTleWt2qYIpVLSh6urpQig/glaJrUme5TTJU0UcCJ0K7yZsyn0Qe/Jux6bcB1Hh3RT/m+x7UOo5BGZAo91cPSarXqtOqyzyr52FZq/aUb7Zm4f8a2dxPtE2sdL3lN+7h0jJ+WaRRdixepH7DbLiMGtFYbHqXOzACdlojNjCqMyLgtbQl+uPBfF+dACiGoNcI/W3qerq6UIoP4JWiS0nSlbxvyE/MxfgwaPMe0Qbj7ZsY7BWom9NAOb0BnZWYXzoz3GnSyWUIl6EsDoy3Nr2yM4qNK+crLpX88rJqsnu7vYfYrZvsWrSne1bjLvbf8i+puY95YxaoHpPOaMWZEzobqZgpe+xvnc5t5OrWOgTAJgKSyP1o/LUzS39zWqRTLvFNC1aa3gotw+jVrfcWkFfvrv9hxjr3QiPYlEUpcC7nivda2eSIsmyAdNoL0JIDwBLAHSFtGm8iFL6DCGkM4BlAHoB2AtgHKWUPVsIBC5TXBDA4ONrMTWnCsXkEOppEeY2j8O2M65mf4CVf6PnMOMoEk6OkXpaGN/q+HH7GchnFTMMHgHefhDFHvZESQkBeeTTlu0RvI7i3EOobyzC/BW3Arhfty3Q+O4M5EeaVMdyIk3S8Vi7p/qWIb9ZP+lO9S0DYCHKJYPylJiRLtlkpe+lyufESp8A0OLU/O4M5DXuRxQeBCApY/NXNCPe36x+/3b6SQJFebU5guqjhUxHZqZlK8P7Mmuseghwbd7H7twgiZFk2YAVy08zgF9SSvsCGAbg54SQvgCmA3ifUnoOgPdjvwsEKWF+392Yo7FwzPEtxvy+u61fxKzcA2e1PLdZOi8YjiDPyFk5HAQIe4jJvgdG2yNah1nevZTHLTutZgdpkU1W+l6qfE6s9Ik4/cdhbvgWNMGPHBIFSfZ2nIxNB2kl2i3Guc3jpG0hJXa3jjOEpI9Vi1uEbRVT5YdSup9S+lHs5xMAvgBQAmAUgFdip70CoCJJbRQIdAz9egECmm2FAAlh6NcL3LuJwrwfpQS10SJMD49XFVSsj3IcFmN4aNTQ98Boe0TrMHuMtmPeQ9UGm86orZl0ySYrfe+zHzyC01Qd4XSaevHZDx5xsync/sc7nrLtOCUJ9EntFuOqaBmmh8ejNloES1tuCjIi+k5JsseqQ6Uz495TkrDl80MI6QVgIIB/AuhKKZUTFHwLyfTM+sxEQshWQshWkchQ4BoJrCZt0X8cqi9fg7NDr6Is9KxK8QGA33tu0yk3KmRfA47vAXd7hBzSWYTaIYgQVe9UN1I/FvvvaDngRgHUVkhKZZOFvrd6Zz2IxqmegGD1znrr97HAYv8dOkuIrk8oSEsIeAJ9klWKYVW0DLfkv2CrQG8iKSCSQfX2OlSeujm5ViwHylWmvadkYln5IYS0B/AmgIcppceVf6NSpkRmtkRK6SJK6RBK6ZAuXbok1FiBIE6KLByyMODlAv2r5xI8QSbhCG2vOyeI3BY/Is72Gm8bJAqPboWeSyI4QfNQGy2KW6Jm0IkYcP3ElpPsOqNmASmXTRb63vjQn+Enzao/+0mz6xaWAddPxAw60bhPKDDcjkuWc2wCfdKtHEGZVOFclikvn7wobsWKUoLGQHd3x6oDpTOT3lOysVTeghDigyRcXqWUvhU7/B0hpDuldD8hpDuAA8lqpCD9ZFzBS1bqfsXAdqu9SmEwM+cl3O5dBy+iiMCDVyNXorLxZ3gFF+FlXIRyT03MCfYw6mkh5jWPwzMmgiz//OtAt76oshFQAF7CTojYyXMK5Xl/Mn6uDHf0dJO0yCaTvgekzsIifff345Y1Iyz19fxrZ6F55WTkKJykm715yD//uuQ6xzrskxUDS1Cy7y/o8dE8nEkP4gDpgn2DpmDowGtsXUdOAaF1Un/7WJn5h11GKVNWRcuwKiS1oSQQwKb+Lma8dlAahBfJWHcsiOGz16Vf7ruIlWgvAuBFAF9QSp9S/GkVgLsBzI79vzIpLRSknYSqMju8n6niYjCwrbTXqnIkC83f+F5COzTFc/XkIIq7vH9De18Onsq9jxv9s2XVQr3gLr+v5Qa739NlHCIAosQDwiiF0RTohk3TklMSoLWRNtlkYVJpCnRjli1oCnRDvsnlTfuMhoqBJdbHYf9xktBXtD1nxIyEIrKSys4qDPx4BnLQFK8jVvTxDG4dMR68umUIA8Nnp3YxV8dRxFYlQxGzqXTyIhlXRcuSLvdTjWltL0JIGYAPAHwCQJbGj0HaW68C0BPAN5DCSY8YXStr6+dkOamszaNVXADJzG0nI6xZe+3co/KJxzE1/BwzVw8gKSnbBs5Gv22/VjnBBqkfOwqvx4DDq3XHPx38RHwyo5UFIIxdGQog4s3TrdAzLVcJkL7aXhktm2L5d+x+f1tWLWT2JWWfSQb8fkhAKo8l7b5mWK435vA6tdEilIWetS1jEuHh/34Mv8l5QSVTGqkfjzVPwPz//U3S728Eq/81Ur8q0COZNdmSgePaXpTSGkopoZT2p5QOiP17h1J6mFI6glJ6DqX0KjPhImi9JFSV2SZu7DmbtdfOPab6lnEVH0CK5uJG/xxZyTze46N58d+/QxHzut+hS8YnaUs3GS2bHCbZ6/HRPNM+kwz4/ZB9PFXYCuU3gBc+XkykbchU+rX8yquXKfkkhF95l6Xk/kawZFk+CWFqTov/VzLkfjqw5PMjaNsUFwSYlhRWJAaQmL+NG4qWWXuN7qFte02TiZAlXm70j5dGmVU0zqQtSdqeDI3Fk77FulXgk+Gxkr9QMpWdeMVva/4AAhNY79NCZW5ln/s696Bpn0kGhv0wqXc2hpfUsD5aCFuhDQYJS+M/p2hSz+iiqxxZJiuJAF/utzZEeQuBKXYiLhINlSwuCDBrU9kZcGbt5d2jIN+ny61zlJNbJ87ge7jRPxFOgsMDpGU1vfWMq1URH7XRIrwRuRSP+t9Ibkr6BEsOCDQ4fJ/aAqhRjkhW9plkwOqH08PjsZWXMd0IF6PGFvvv0KV3CNEcbig/F0bkU5QCJeSQIxnjlOrtddjPKWaaEUVXObJMVhKdRNplKsLyIzBFttpYseYYbSlZsf7M77sb/bYtjpteS4mUPffTvr0AWNtnNosQ4d1jZfRrlJP1KqfIEM1BCF74EdHchUj1wW54Sp9GHgB8AXxTPArFe9/S+W/sGzwFspibMrIPHn0rFI/4KPfUYI5vMQKIfSZZKekz1cG1teLwfcoZvuU+50EUlEJVBFfbZ5KBth8CMT84uxOdyyUVru9fDGzT+iJR6bgdFE7qtGEfKEW8ppYTGeOUeWt2YXB4HGZrrGxB+DOj6CojkjEKKe/Y5ryHHEXaZSpC+RHoYG5beTehIncWkFcL5JYC3hkA9MIs0W2roV8vALjZcy06fO6swtBPHgcQjEeIdPvk8XiECO8eY+ha5GhCzP2kGUdoe+Tld0Be8FvURwux2H8HBlw/sUWZ40T/nN1/HLasGhRTwg7hACnCvsHqyB2tYvmY/40WxUfGDaVEuyXD2AIA4H6SyLaCw6Sb40N/Rr5H/X0TAjRTDzygzD6TDOwscFjIMmNZ46Mo1dazc9p/d1Zh6PZHAaJeePhJxJ48kIltI5On+4Fo+r9tGRPD7hZ//bEg6lCGwZGvVGkz3ohcirsyYdGhkmX7ABB4QJlytLUjlB+BClaYeM2K53CDb3FL5IrBas6uf5AONzI3m63CeT46nNw6BeQUpp66Bw/jdRSTQ/pikAA3pHRo+X1AbOLqFvunRRWqXHk7+5kSUUpYq3EeWVgGIyXwFMqOpYa+VTw/Dw+h8FQe4/aZZGArZF6BUmYU53J8k+z2X7nPUq3F1eH1rHzW5jXtFCWWkUPJx3o3xhdaOYhibM4H0jNnglIhy7Kn++n7dBZZh4XPj0AFa9vqYbyuCtkFwC2QN2VkH4zx/0PlTzPG/w/r+8RuZG42E26ca1GOj04D2nOLj7pOMjJXs5RBFm2gDEbS4GXTPefHhr5AqSqAmkyUMqOecnyT7PZfsz6byHhwaYwZFSXmMWVkH1T6/qSL9grgdOYVHE1VCaE0IZQfgQrW9lQxsb6aq/BuwmxNxevZvsWo8G6y1gA3alOZCTfOPTyDf8osQhqN0pQVg9xy9mQENfV+gtSPLWdPdn5RK8KKeLO+DEZS4ZVw2P2eYWXt/GtnGRa+bQ0oZQar6rqj/mvUZxNV0l2qf+ekSGyFdxM6kRPsP2aaUpHlRZKF8iNQwYqEOob27JNZg+D9WTorUU6kyfqqhjWJXHib9HkL0SNbVi3EsYZj+lpcSuHGm6hueIqZm6WT5xTzXskITX3483MwTRN1My08Hg9/fo7zi1oRVjQqFJ9EYdVwM1s9O8wHZIUtqxbi28rvI/p4R3xb+X1sWbVQfYJLUVlKmTHf9xya4MfhaPvE+q9Rn5WVR4ftrY4MRyW9TxpjcF5Ty1HI+vuzWJkMJDJNqcjyIsnC5yfbSDB3CysSKkqhi0DhDgI3TKVK/xltptyGfdLv8nkKVNlJY22lFAj5C5B74zz1+bwcOorj1dvrMO+dXVjGyTVipVSBXWSHSGXUDQCQRHKQnPNjYOuLxudkmuDNFox8gWSSkM9JOxa64SA6bvs1tiDmh+ZiVJZWZnTGSTTCj4fD/xXPCmy7/zKijigUKZAM5IARsp+O7L9XHy3C/FM3oywyHBVmH9bI1rCvI3LDx3Sn8eRC9fY6lDfU8i0OmaZUOKgN1poQlp9swoXcLawMnx7SovhQChxDB/5KyaKptHp7HYbPXofe01dj+Ox13DxAje/OYFqSGt/VCwpWdlxCgKNhn+0Bq8y/UhxTAJU42pqwsNLmOYYnlINk93vGf8+i1VzGkabVs2mmaF5QwIpJti1BVrIC2+6/GutslHh0FhOeHDDCiZ8OAKZszWk+iZDGfsCTC7I8iVKO3SfQOTOVCpY1M0sQyk82YRTlZBUTCw0hwMloLn8QWBD2dhIh2klvfyY9yDzXSXZcrZD0ECkpGgWcbU1YVEztJJS0jNF3Km/5Aa4lphMo4G2x9h/najJALaZjgdcnaAS2F04mWYEd91/lxMupQWm3zIUTPx0ATNnqpc04Ec2Lb1HX0SJsv5AdCSXLE20qDQCSfLx2jq3nECSO2PbKImhDLXM/mXeciVEOmBiGe9oWTKV2EiHaSW9/gHRBN+iF/rekEGNnr4vn4rjivC5Y/+VBw9wcrPwrHiIVQiy1ULJAx7vTLCXBSzTfChPu1ksPaXJxOTGdQANrWyuBd24ltwxvLBwgRVLovIVxbhjWrNwCIh5mSHo9LURJbLzNW7MLjyzb4bg/u1XmwmlpCZ4M7UROYfDpFqtRyecBbCrXn8eSJ4CUzylHBBqkBWH5ySJcKU7IstxoMA3DNTGV2kmEuNh/hy56pJH6ment9w2aoouUaqR+vB8ZqCpZcfzD10ytTraEpNkKfmcVEOTU1mRFzA0swabpV2LP7OuxafqViVeaNrPGuWExFNjD4TvXlsNY1jgBNSue0/Vf1lgIUj/2DZoi/WJhnAPQ98+dVcCc3sBbE1qsmKxcPL4ASsc8iSkj++DNbXWOy93I2JEDRjhNLcCTofWaUhU82WaUz0koPulBKD9ZxJOhsUwB8WRorPWLqMz0sW0eBW6E4dqp3zXg+omYQSeqop9m0IkYcP1E3blDy+/Dp4OfwLfogigl+BZdsIpcgZs9f1ft8c/zLcRHuRPj97468nddRWfLQtLKdpbRhJYKR2OjrRcg6/N5ZCQO37lVnxXWWPh08BMtmaK1fYJ49TcD1P1T7us8RZ54oe1f89bswtWRv6vGOmu8mWFHDhjhNLUAS7aepl7kkyZLNQizIZ9TtiG2vVJBiqpnbz3jakw/DkzNqUIxOYx6Woi5zeOwMfcKexdSmOmJpu05LrTdTv0uyepxP25ZM8LSNpA2o3LZjLN15uZcEkEuTsbvPdu3GI8eh+re+dfOUkeZgSMkrdR0MprQUuRoXB0Zjnmnn0V9UxDFeQFMifRpiW6xEpEkcBeH75y1fdLiszJTddw0u7gmqpJVn07VP80SD9KoZO1VMOT4WlW1eN54Y6Hd3rti0K245UtrcoBL/3HI+c9mYNvLksWKeJEz8HZTmaaVrUdpO3QgTehMWuSIUX0wy/KEgd0SGgJrCOUn2aTQn2LKyD6Y8kaTLkzaF2pG9fY6ZwMmCWG4dut3OU27D1jLxZNPQlIVdTzZcrD/OGlwmCl+VmpkcSa6074C5KbA5M0qWfLoW59g6zdHsP7Lgxhy/EbM9r8oZZmVERFgtrE1STFCua28c6c+K6b0H4cte4+q69BdMAVDlf3TzBLIUNwe9b+BfOiVNd1408Dqs29uq8OTN12Q2MS/swr4+LWWrToakX7vOYztlxUb/2sD3TAj52aUhaTggBr/gyiMKT4yhvXBrMoTDbyxC0AoQAkilJ9kw7MMvDVB+pvZALBhNaoYWIKZb3+GS5rWx1Yoh1BPizC3eRzmrcnLnMGSwm2WpkA35Af3m57XFYyIMDPFb2cVpMwjjEgU5UQwYgZCKx6An7YoF43Ujxmn70CZU6XUBjwH81c3/0fyw0AZaAiY5pNWtSTL8nmkAtuTlMMcKrz+nGjOqertdXh0y/cQDD8TPxbY4sWTPRT908BJutmbJ03mGpjjSnucIePmrSmyHBRhCyuWWrlNCuU0P7gf8zz/F7/OewWPh+7kK5tGMszBQlLeNpzq18pzf+bI81aK8PlJNkaDwSyc1EHenkub1jPLSww5vpZ9fQehtlZz9HBJYdp01h4/C+Lk3u/PAkvxoYA6tD8yHFNO36vyV5geHo/loYtt+z7YIvb9fhAcHfdJ0LUzxqpoGYaffhZleW9lXT6PVGAUwcjFag4VxTjNx2lEiLXcMk7bL/vjfea5BcNWXtYiF0bM0I0lSoEjtD2mh8ejOjJcd13euIof58g4prwC36HYMhx5TLXHGUoSAVCAE3im3R/hCXRiX99lGTbk+Frr8lxgC6H8JBuzwWAU4eEgIuRR/xvMPBaSmVmBw4SIdnL0cEll4jdt+YBAZ8Crdlx0fG9urhSoJoJ5a3ZhZbQMZaFncdbpV1EWejae+da2MLeqsCq+X6XQ1CpAWhKeXNoodiIYbaEdp8Ej8Ho8Uj+2Ww7DoO/I7Sz31Kgm2244GJcL1ZHhmK4pvfJQ+H4MOr2Ir8g7jDTUyasYCSX7BLjyuJ4WqmWY0aJVbm8KZJhleS6wjVB+ko2VkFKrqxGT44BFMzPgONRWXiEqo7XWkp/bq3BuFn2kxA3r1DtFqL58jbTCnrYHGPV7a/c2gyNI62iRaiJQTixWIty42FFYGd+vMusuL+9TwpNLG8VRZm4rfZs1TiMhwN/OXtZdk74jt3NqTpVuspXlwrw1u7A8dDFTiQc4il7/cVJtPjmajHil302CAbrikPvJPgFgxAwEkas61Ej9mBMep1beTBatNHjUugxLACN5nrAFvo1jqvwQQl4ihBwghHyqOFZJCKkjhOyI/bsuuc1sxWhCx5lwBpqTvD2mZuYYThQrQBJw2tVhqecQpoafs5eh1orJP1nWKbdSto+YoQt/DdEcBNCED4Kj4xOaHNrPMl/P77vb+v2MShJo34lB1t1O+T7k+fRD35XJJcVkinwyyszNnKR2VgErf67u2yt/rvseKcfHhneci8liR25/MeFkQ2+oNbViMRU9noOx/JwG8urJmy5ASUEABEBJQcCeszNPsew/DtND+i3oVdEy9fOZLFq/Q1FKSj/w5Hkw0C1xC3wbx4rl52UA1zCOP00pHRD79467zcoy5EFy0wu2TKWO8vZY3FJymhCxuCDAXB3mk5DtOjum2LFOKYTdsJWXYTp9IeHcIqb0H4f/QybFBekR2h4UFIWek/AQxJW1+X13Y5qP/c6k6BCLGJUk0CqFBub9Y41hBMPqNPud8n2JR9Kkh5eRAfKpYmAJc7IGwJykTr89RbLgKImEpEzgykMcEc07rkKpAHCUpWhDLXpPX415a3bh5sElOEC6sK/VsdTQisVVnM3GsIG8cpzs02TRtPWMq5nWK9Xz9R+HLRfMlMa0xq3Pdu60ROC8n7nhW1zJn9SWMR1BlNKNADhZrQRWiK/8XmuHR8MTUI+ieOKxLRfM5K4Ytp5xtW6PfXp4PLaecTX/Zha3lJwmRJwysg93dZjX+K2rJljL1qlY5XdZ2HXDQdzl/VvSnQSrt9dhefhHcUHaSPOQSzTZbsNBDP16QbzOkQ47EW5GpnitUsgQmo3Uj7nN41ixacj357RGxSej5BNrsuY5QvsZ1cClP6ofxUMZtaAMjsfRjAke9dHCuFL25rY6KQM0RxlhWbcAY8XZdAzHlAxlMkYjmWgJE4XrivO66LZ9tcpb9fY63LXlexh0ehEeCt9vTwa7CUeeH20MCUfoBEkk1P0BQshdALYC+CWl9CjrJELIRAATAaBnz54J3K51og2BXdo0DEsxLP53XTipgikj++DRt0KqvD0BnxdPmm1NWAip5CVE3GYyqCsGlqB2RRFKGQpQPS1UrW7l83mY5UX5DkXM+kTS8RYa352BfE3ld6KRblZyi9hl3ppdCEdaJhb+lsE+fm01O9EhrNwwqvsoJhpFKHW0oRb1Uen7VfpoKMlCR2dT+ZQK2cR9rxR8xyvl5ylvrBUZ1rRijQndOTFlWCYYjuDhz8/BpgtvUyUBlH10KmLn2Um4ZzaGLYXY28UglUb19jq8ua2OGaP5yLIdmLdmF6aM7KNSWldFy+zLYDdhyPNH33rMUf4kQQtOHZ7/AOBsAAMA7AfwO96JlNJFlNIhlNIhXbpwTKpZDGvlp8QoHJZnSndjhT5lZB+s9V6mMv+u9V5myefjn94hiGqkhzbVu5kJ1swvp3p7HX5j0TpltbIzz3nQKUOOr1WZnY/S9vYuYDc6RF4FWilFIJ//yKc4u0nvnKolyxydLcmnVMgm3nttIB3YHwh0Vv36e89tzDHwe89thvfljQlK1eHp2j4x5PhaQx8dO1tRVsawYYoAp1XvDVJpsAI2JHm1USWH6gwWA674HiWI5cAWARdHyg+l9DtKaYRSGgXwAoCL3G1W9mBlRW10jutFLgFsWbUQw1Zehs88t2BTrhR1ZFmx2lmFUZ4Nkk9LjCgFvKDoTE5aNsEa1fyRizdOzalCACE0Uw+iFFyTc320kHMXNY5y+fDYWYXZ/hdVZucOpAmnKUcx0bdGHfVilf7jgNHP2/IdM1NsWqOjsxGpkk9Wom14jtC7B/0P4PGpT/b4gGvnqA79cNQk/HdkgmrbZXnkUkzGa4g+3hHfVn4fW1Yt1N2XNyYIkf7laawGMo/633ClyK3VMcyTfUOOr3UU7ADA0I+IF7Ax3/ecSg55tabjGCUFAdd8jxLBamCLgI8j5YcQ0l3x62gAn/LObetYWVE7XXU7CXXcsmoh+m37NbrhIDwEKInVpJnfd7e1Qf3+LFV9GgDwECCHqH0QzHJRGCXvUhZvJLFrEwABSPe94jz1Kp1V8VnrpOh6Do73Z6nLQQDwk2acQj4aA91hvqdBgd3vObu3nVQBYE/AcuvctCZmCqmQT1arq/Ost0PL78OWAf+r9nUZ8L+677BiYAkuu/nnuCX/BZx9+lX83nMbxng3ohgteXj6bfu1TgFijQklyrQHMgGfl285sJl9nTWGmyBtsyktzDzZl5ASZjA+eAEbHgKVHLqefJB4qL3DdCKWSGWutCyFUN0soTmBkKUALgdQBOA7AI/Hfh8Aaed6L4D7KKWmNQSGDBlCt27dmkh7Wx1anx8tAZ9Xmny8m2ylumddN34tg4ns28rvM/fgv0UXdKv8l/kDVRbAyIFSCQUB0RQ6tNKO5ihFqYcthBupH3N996Py1y1FHOWJ6GG8Hvdf+jsGYnS7T5Ef/Nb8fTopPMt5D6pnfrofv/YXAIDoCkEmi2QWRySEbKOUDnHlYvbv7Yp8siubKp94HFPDz6kmUVbf5JHs8ascEyXkkM4HDpD6alneW+o+sWEkp+BqDyli1eJYqZ1xNnMM10aLsHX0xvgz8t7D595bQZhyJrExU729DuXV58NDjGXYMXSAP9AeecFvUR8txGL/HRhw/UR7Y4YrK10a9ykqmN3a4cknU4dnSulPGIdfdKVVbQB5sMgTT0G+D5QCDcFwi8DxbrJd/NRpzZcz6UGmUeJManGv2KC+jxYjE6zRnjU1sEeyKljzKr/nWxFUVgvPKgVNoJO0d8BYOKie2cxBOYUm6kSKw2Yy6ZJPdqqrs7A9fmP9r6vF8ascE8saJzCdpknHUmx6RFOB3GtQcJU1Vt6aKNUp7NhDNfkaFWBVPp9WPspjl2xwVvXejIqBJWh8z7zeX0ecAAmeACBZgyrJQsB7PgAbygVPVro17pNQdLotIQqbpgDTiedpi8X2FAw5vhZP+hbHV56lRDLXPnocAK5kfgYADpAuzJXjAaKOoOKx5ezJ6PfR/6i3fDw+SRlQ5i0xMcESjmAgHUsRDDUbCieWYHU8uVspdKgV+ppwZJlmbx62nz0ZD89ehyHH1+JR/xvoiiAIq/ipMFG3ahKtrs4bv9OPA72na6xziv7HcUVBlBB4KgtUFoD4mNj5pPUK8kYFV5/ux1DkY/1as2iwU4CVOXaNlLAEyb92lvGiBAz90kQeMxkxA80rJ6vcBHgFYNssabReifIWmYCDKudOa77sGzQFQY0vQJD6pfweJsi5L6YpMqTW0SLJV8FuyQiDPWuzYqRNAStqmkWsvHuWgqSBUmBp6BLctrkHBscmtm44GBOiVFIQFfWYkpEKX5A6eH3Qat+c5mcnvZyaU6WPfjTpf5QCOYiC61Rr00eMm7nYzO9H4c/CGsO2CrDabbMddFn3LeQcAGz7PbFqofEKwLZJkugQbgVh+UkFJtptI2eV1MhYJck4DXUcWn4fqg6dxPBvnkN3HMZ+FGLT9+7HuPL7uJ+R/UXk8M9VUOe9KPk8gE3lV9oTTEYrTMQ65rvTQINHVKLJjQrWKqyYpi0IPUKAK8h2/E+UYipjYkM0jEbk4uq8t1D/XRDF7wQwJZJALhNBWsm/dhZzVW+1b3YDx3KkSIYZDEfwy6qPUe7fp4qulKEUiBCPLtgA4SC+fesxbI4Mb+lfbmyRWNnyViQvzAFU4zvH7qo+mds6ymtr5PPpxhPIZSSh1MljE7k+b80u1IUuxnJcrLrO/1uzS4x7wJrVPYm0PeUn1WY2Cz4lc8O3YCrVO08+dvwmXL6dPUEabRsZUb29Do/vOR/B8LPxY4E9Xvg191EqPKM8NViWU4Xi3BbfBNOChlYwEm6xvxHN97X97Ml4+J0i1L+22h3HXSumaYt+TvLEZZQBu+609K6sJoIUZCgJTu710UKmQ3A9bQlRL/fUYGpOFdcuQQp6IIdXGJQeRM2K5wDc717/YowVHUr5Y1F5SaYzviU07XzyiceZ8nhu+BZUygcsyHWeXKw7FsTw2evS97wcUv49ONjxcJPM3PZKUmIorpntL79Izv0AS+GOr5y8iGse5RarcxjqaJhULIYyAWG5pwZPMkLSyz018fOTmiCv/zhsOXsyvkURosf24ayts/B28E7D8GI7WDJNmxQ5lJEnrnrKro+mnNgA4wSXpu12uaKzqBDtAIuFLbesWohvK7+vysvz28gtzOR/csZlZS4app+PPNZ5+V4IMIsswo7VixJ5QhXKsUIpdIlOnfjkmBYhdtpWXjFZC3KeJ49fOalIF2VBrvPk4ihPjWmKhFTD+h5qVjyHxjnnJWdeBAyTUaaCzFN+zPYBE1GMeB1260vJ23e0oN0WFwSwKlrGLLbHnSAd7onzViPK40oFiVfEVM4RkmiCPLNJV5uXqNBzUpVM0ZKAN+gz89bswvLQxap3vzx0sfqda9+1r50ugLWR+vG76C3weQjmNo8znNiUOLGauT1hJGsCEgBf//E+DN42Nd5/5bw8UUqZE6w87lnjDogFGCrHuoFiLkefuaXMKsdK79Ov4WG55lUCPjlWFmN24U3kqlpnBnKeJ49VyowFuc7KrzWKsZh0W0nVYWHO1H4P5Z4azCKLYu4YSfLHSXOuoszb9jLTqG2GhKvgmtM0U5mL+45W/HmkGl78XEDcCZJhVjYzXRYXBDD4+NpYTa+WbSxlTS85C+rUnCqUcLZwislhlCRoGo0nisPr0pZaYxHmr7gVSlN9j4/mIcCYBGRMw4uZ4bkTpOrZ185B/bF2zI/p3rnmXZOdVWh8d4YqD8hlFRNxGYB5a/Lw6HHEor0O4TsU4TfhsczyEk6sZkYThpPvwu3rCWLsrELvb17X+esEYouHstCzKt85GQL+1iklBOQRRc7GWJ+kb01gbo+VkENY1jhBN67k9rFcAHgyRDsm5JpXBMCeyuu5r8FIJilljVIevX2MX4rFDFZ/fhiv67frOHKeJY+1izwrcp0Zxt/IXkxaTZFgG4upPLTfLVP5dtsfx8TvM9lknvJjpFEn6iBlI0eNW/uOPH8e5f6xPEh+WfUxIozcMVYnSG3CMJZfyfy+u9Fv2+K4QlEay/D8ad9ekEPk727/IaaGFzNXnjKEUKwl9yPfOwu2cl8okLPAKsN9Z9FFmLs6BxUDJUHAy0ukxDC8mBcpEzwCVN+Pu9v/HC8rzdnyNTXvXC/Ah6Ni2pdSu4EWXwDI7/pKVG9/wDTBpROrmRXrXTqvJ4jx/iyuaV3p2CwjKwGlnsOgrPQIAMK+jsjVHuw/DsF3ZzAnY0LY44o3KW7ZezRWaFQtQ7Z+cwQeQpjyiQIYPnsdcyFkJpPubv8hHg0vRC6R/l5KDmGebyE6+/yo3j7AkQ8Kq9/yiw7r5Twv95Dy3lbkunwt5eeilYmlSLCNxTmzuCCgqmdm530lRBpzFWXetpfRPqCRYmRlO+ycH0M/k3JmVlY7HGy5Wdo/hjRIfjfuwoRSqlsxIQ/9eoHOkhIgIQz9ekH896m+ZYaKDyC9tfzgfsmU7NAUOj70Z4NVkMQBYl5w0jC82GiwRsN4lPzR9J073RYyKmpLANw82H5uourtdfBwkr049b3ifS7Lip2mHoO+tx9qx+Zt/ol4xvdczAmacrIbA7k5bJFtlh5CuQXWe/pqfPvWY8xJscdH85g19058+Br+7pscP6b0+QP4Y8JMJj1K/hhXfOLPSCL4VfQlx1uxrH7L88PjzTdmNRWtynUtiaZIUGFlPrLoVKzdorP7vlojmaf8GO0D8l58oJN5voCdVVJ1YpVQIUDvS63tOzrMSWBp/zhGolXcjaILBs56DwNmvofoMY7lSzEY8g0qQmvJiTQ5rlVjJVEcKy+REtPwYpPBmhtuMH3nTvwSqrfXGVaGpgDWf6lPNmmErISxVt+J+F7xim9mU7HTdNDImdCiFNj0vfsR8Hnjjs2FnpPcBIYqgkfZx/uPQ86oBUDHHtziM8XkcFyZOJOy+15XelBXc2+ebyHm+RYZBj0A7DFhZlXMDTcw/94uepw55n5Z9bGpUz6rP8/HrXrlMAH/EjtyXUnC+Y9krM5HFp2KtXPPYv8drr4vHrYCLVwOhMq8bS+jfcD/bAa2MjLXN582N+0xtz8ocOTfkqOe2b6jwy03ef/46sjfVfva/zjzfrAyMSdShkBrulRytDEMAKj3FzFT3asGAy+MniecHZpCrWSBHVp+H7ZA8v05kx7CcdIeAZ9XEppWwosthOeavXO720KykmKG3W0lniXJSwhTSbYaumrFzC+wR/X2OtSculm1rQtIis+eXrdi3E9/Cf/2Ogxb+QDyORXWmRgp87EthOCc85jjShltWE85cgDQWWO1lhn5nKk5VTqfJW2f5skkU6siR4OTFX+jVBGs/lw28n7keC90zb/Eil8QEzfyH8mftzIfsUrscJQYtRy8Hth5flL9cay4acSxWobIBpmn/AD8fUBeFezwKfZx5aRsZP6zsO9IG2qZG2S84zIVA0sQ2v46bvhGncr+xm9mY8uq9hiqTS6YQB6iK87rglc3/8ew7Ojc5nGY7dP482gHA2PAUBi43jg0hVpNFDe0/D4g9p4KbN6jOjIcNeHxmEN+Dy+rmGGgs+k1eAKcAug1fTUKAj5Ulp+vErq87S7tde3AU5ailNr2tdCSrbW/0oWc4C7kicYWPVLB3XnN43DFgAdwNmLfw0qLNfUABJGL6QdvxFaNf41WyZ3f9xEM/HiGalxpow2ZcgAGCxwGLL8lbZ82VRICnZnlYhpIB9P7Gznls/uze/4lCS0Y3PBzsZojx45TMWvuUTrXu4ytQIskJETMTOWHh10LgwVrhtWJ+zsUMWtiSceNufQ/f9AJmQAJocdH8+KTOgBD7bY6MtxwoFVvr8Ob2+pUio8yiuIY2oNSoBM5iWNoj2DUj07kFDwFjMHAGDAhTtZTCoA4NYW6tQoyQDkJ/da3CH7SHP9bhPjgvXaO6TXMovGOBcOY8sbHAMCMimHhZFvJzipaRHClF14U06poGbYqvwODIIwQzcEJmodO5BT2oxBzwrHkogpFFoBOyb1ry/ewZOgsyY8vNq7mnroZq063+KOsipYBYWCW/09SEU8Hz6j0WwLYfdpUSbh2DiIr7oeXhuOfiRAfdg/8HwS2eHXh17r3mUBUWKKkdcFgZz6zomwlwbJihi2LehISImaez48RgU7s47525n47CeYUeDI0lpm75cnQWN252n1M3v66rpI6R7ttfHeGqfMfK0+Dcu++MzmJQs/J+M8BEsIs30P85GyxBG7Voz7D8NPPYuqp2xCE+vkpADLk3sQGh8VEcU6RB9KqaBl+FZ6oclCcFrnPUp0d5X44j3CUxv0deBYdLyGOfLlk7PjmiAiu9HJ3+w91vjOyn4zqOxgxQ+dbQSlwhLbHr8ITMTi0CGedfhXDTz+rSpUgK7I8Jffhz89Rjd+XT16kU3D8OR6094ZNFZ/T1IsQVa+Tm715qB881ZJ/ouw8/PQtAwAAjyzbEffvqI4Mx7TIfbpxWdfjBpUPSoV3E/N9jvLUtM18VG7nyLGQtNFtbAVaJCEhYuuy/PDIyQWunWNs2kswp8DWM67G9ONQmbC1+XEA9nYDz89GV0mdo8XmBb81XcVbytOgIJ+EMNW3DNrcEkoTekG+DyebmhGOUtShDDQETPNJz086lkoWnwwvzqm0lsh5SZRYrbMjr/J6T1/N3VaUvwOeqd+JwqNtA2DN1O7Y10LgClN9y5DfzE4Oui2/RWbI27IP43WVXGHlhNJipMjWHwvqZJG8dU0hKSuzyJvICfJ94SgF6mIWFg8hmF+0SmWhHdp/HDaVG7dRWSZHGbwvL+DyfB4c5dS/UkZZNc75JfKD+vc5JacKt6y5uu1ZM93OkZOGUhO2/KZs+C5ZJfOVH+U+JG/aCR7VdwZZY1V0hurIcMw88RSONoWBJqBghQ+VFotLSl9USDV5BnxePKn5olgrMdb+eiP1Y9/gKWrlh2PKrI8W6o4BauFnOU+DAm1Ul1ZYyk7SMquiZVh1ugwlBQFsekTvrJ2JOE4gycHIqVxWLJLpQGzV1O7YIVPgCryIyWJyWPUd8IpfWkHubzwlVymLlFtGB0gXdLvuN8Bb7DYCknxSZpy+Y1hPoOI3ttrHUr6UBMMRy+PS6H3aGsOpru2YRKojwzHv9LOobwqiOC+AKZE+qHB6sQTdQpxgS04mISFiZis/2n1IHoFOwJzeasc5zZ5l9fY6TFn+McKRliGo9dUwwuoXxRqI8v661mr0rNbZmaPdLqZ3gBUQokwuNmVkH9SseA6PkZfRCScNnyWOpmNbddRtTVsnbiWQlJkyso+uHwGAz0NUk1q6HYhFBFdq0Todr+VFMuZ3U30HrLHE8xXScsV5XTDke525Su4jy3bEr6dcfHXDQUnOBDoxnY2bqUel+OT7PHii4gJ7LwQt8sTq8yjRjUvewpAWWh/DafBrSRayYnl15O9Y5q9CcfAQ9lcXYcu+qfogGiskwbJiBVty0uWEiJmt/PCy8yrx+oHTJ4BoWP83hTf4vDW7dBMW0OKrYWfrwwieZUC75cL0H4l9saqyCfQONPcbg8C2OqZiIpuPlwz9BnO8C1WOg0Y0Uj/yNR3bqlJjV2HYsmphLFT9IA6QLtg3aIqzAeoQ+TvTKi0+L7FtCZGvNfPtz+KWMW20V6aQbgWsrcDa6p7hvxmzfYvVKRZ8gXgkozwmvs49qFIItIpKKZF8WxCGTmFY/+XBuFLCUnLl7SZeqYLT8COKXARwOn5Ya/EBgGA46ui9yE7fRs9TEPDhdHNUJdsIWiqfxxV2RsoKuZ7eqdPN6D19tbmCn4SIoXQxb80uXB35u+rdluAQOn/0P0CvTvafJ82lJtJBZis/hvuNRPqCQqeYqxftNYwmdnmgubFCnjKyD/7+5u/xS8+y+Ern/egAjPDsUK18rhz5APPz1ZHhePTk/BZhEAIC2+pw8+ASrP/yIFOxCoYj6L51LrwetuJDKXA0Hu11CvVUqkVVqenYRls6Mh4A+xuC6DV9NbyE4Cc/7GG4KpQLkwZICIgVduy47dfYAqRUAQKgt7sb5QQwQCgVAiUsi+ny0MVo789BZcc3dZOJdkwoFQKjQsK8nDq8/ihbg3n1+Xyh43g4/F86i7RWyTIv9cL3O5vKqWX1lO95+KkHeRfeitU796ven9YvSHpGKTJUuTD8vec2/CX6I4SDYcb5+vZw05Ik0a8lWdQfC2KZX/9uAzjtXJlLY6mJdJDZyg93H7JHS/6BygLza4A/sc/MeQl3eP8GTxBALnAqmIfKFeOhKwJokQrvJozMeQEBtKx07iJ/i+fPKCWHMMe/GAHvQLBqYvGiN3I+XY5N7d5ENHcf03Rs5ONDQTDodEvV4IDPiyev1yssLD8Rn5egnT8HDcEw8nweaRUYk04RSvHnzf8BAK4CxCpMygzzTzLz1uxCOKrWduxY/QQCHryF1SsnL0Llr/XFKlljQlZweOPYSk4dLRXeTbjBtxiMHIUAAAKKp3zP49XIlXi8+WexY2p4pV6s5I+aMrIPiqvZWdxzSBS/8byAxz4CjoYu5m6NqQI7+o+Tkp++PwulDbV4CEtxCs1YBX0UHCvv1VBayFYEW2HJhuKCAIqDKaq/laWYhroTQl4ihBwghHyqONaZELKWELI79j8nBj1BrITzGXVcxblTRvaBz6se2jNzXsJd3r/BS6TkXoQA7UkTZpPnsGP1ItYVzXl/VlzxkdEmDgsgxA0h5PoAhJ8DGvZx08tza7FA8jOwGpKqLfXw2g/3YccZv8CevNvxN88DupT2ALD0ny0KquMw/yQjQr+zk7TKpxh2a6PxxkQJOYQoRyQrszMDFp3X359lmNmcEEkJucv7N8zMeQlASyQYgbSdm+fzqELT7ZR6qRhYgqZ8fhY0Pz2Nh/G6Li2HVr7Fx6impEM3HGSW2WCN6XlrdmFOeJwuXUkQuUn3a0kGU0b2wX5kf/2tZGIlz8/LAK7RHJsO4H1K6TkA3o/97j79x0mlJzr2gLTN1UP6XZu+W6sgAVLmUMW5FQNLMG/MheiU74ufcrt3HTOjaQ6Jqopr2sKi1k0557EEppEpXGZu8zhdLg4AgMeH/GtnGRbpU1Lh3YRNuQ9iT97t2ETuxdAd/x0XNiWEXdNHdiSu3l6HmhXPYVnjBHydexuWNU7AUdqeeZ8DhK+sJQNRvDNreRnpkk8xjPIvsWoX8Yr1ysqI1i+/kfpR4xmMf+RJxUY35z2EJUO/MbdYWpRFhEiyEJAUHzknz1WRv+Pt5v+Kj+WaFc9xt8V5i4j886+DQW54FJPDpvItPkYZPjtaOag6X9O+VdEyfTHSUIJ5ytJExcAS1A+eKilvSlLgpJwtmG57UUo3EkJ6aQ6PAnB57OdXAGwAMM3NhsUx24e04ail3RunlXxHPpaZWUaZu8JLCCKUoqQggCvO64IHOJmgtdTTQmzZrg+zZ2098dpSQg6hxv9gyxZYGKj0LUEnclISN4HOUv4jQCoEZyW9udLjn+FLlU9CeMb3HJ7Bc4jAg1cjV2JW5F4AwI7Vi1S1jErJIYRoDk5Tr6o+UJAV5p9kROh3dpJ2+QRJrpTs+4vOqb8OF+i2iB5ZtgM3esYyS0vIEAKAeAEaBTqWIv+cH+PWj1+TxmXMb67bJ4+bO7YaZI/W4kUUAZ8X8/vuBp5+EOUN+1BOAI9iu34WXYRmL0WUUt0WlTbfGQBOMWk19bTQdKuvMdSM6u11qOAtGBXyUal0Kv2SOgZ8OBYMWws8aSUMLb9P6gNtyEnZTZz6/HSllMpxnN8C6Mo7kRAyEcBEAOjZs6fD25nQf1xL+Yfvgih+J4ApFvL3RKgHOYStANXTQrCMh9o9b2WhvT9v/g+Omwg2QCpuOCc8DtsYe9OsEOWGyJnoFP5Odx1C9NETa6OXqbe17IR3WomuQ8s2Xg4kk/m5Z3YAcB3Gh/6MfI/6uf2kGUdoexxFAGfSQzhAirBvcGqjvQAR+t3GsCSfXJNNO6sw9JPHAaiVk9U76xEMX6Q6laIl9cXjOUvQmXCqudOolPUckBYuDqKUtpw9ucWxWr4sZdfvisCDJUO/kZ4jHJS2BDTn5ZMQZuS8ggBC8WuWkkOY41uMT/v2gq5Qs4k8afbmYX70VjxMX2cmgZW3+o42hvHoW5/gx+3Z6QMOkCIQID6mAX3JD5+XwOchKr+/rFj8tDEnZTdJ2OGZUkoJYVWMjP99EYBFADBkyBCH8TUtsCINAH1nN/L6l3ktMgJ3etfqhEEz9UjRUIzPmOXCUVlgwBZsJHYe4ZiKlRaq6u11+N8VY3XVoZUoM8fqJnQ74Z0OHOUIAX50dBUAoNjDtlAVkFPwVEop6LvF/qUDEaXV9jCST05kEzPSaQN7jI2P/hkv4yLmdVZFyzAVVSCEnZOrMdBNcu4FuOOSNtSizCBK9eHPz8Hg8HhVNNe/aVdc4vlMJZcolWThXV8vMF38xK3KCgIkJNURg2ZBYyRPOvZAzogZKIsMx2+XU/yGvKBLAqssxBoMRzA3fAsqfQvVbfT60c0fwR7cDuSWAt4ZGP5OkU5GhyMUnfJ9yPfntLnFj9XovLaGU+XnO0JId0rpfkJIdwAH3GwULwsnP9KA4urIRkz1q02x89b4Db/kGc0/BQWVor1ix04hD4+Ff4YrKyYyP2PVQTYPIW6F5LqYc3KBwv+Ih7Y6dAk5xLxuqecwNk1nZF22k7bchplcBZW+jyZeYjelIBcIkk9S5JNW/gw+vhZDqyeAkkNMrxbeYiD+d852D6WQJnr5gEGCP9kHh7Xgqz8WRB30JV1m5ryE273r4EU0vnX9ePNPcVfD7YbtNcSOPFFE61YAAH6OGSsIHqbGJT5eOXkRKm87v2VuCHSScrzJ2/Mxq/aQUz9FHcp0EWTzmsbhmRlPOn/GDMRMsbETndfWcFrYdBWAu2M/3w1gpTvNAfCXXwBvTYw72ca3aXZWcSMNro5sZEYLDDm+1vBWJQUBPN78M5x9+jX0jv3rd/olbMy9gtsxrDjIGtXVUq5oGAmHJXZWSabuygIsa5yAck8NVkXLMLd5HCK8r8xu4TfWcZbzuNcv+Q4ZlT8kkrNn/rWzdEUam7158cRuAkGKSIp80paLmO1bLC1GOOc3BbqpHKHLPTWo8UtOyzX+B3EM7GCAo2iPV04qLEaMcRlELuaE1ZZbbdQVT1Y93vwzfP/0n9H79Gv4/uk/4/Hmn0m+LyZRQs3ePJBAZ/YfrcoThkNuxcASlI2+H7fkv4BHwv8FQoD5vudQ439QFVxRXBBQF0L2t9Mntw0H8Tv/85iZ85J+TvC/KMnWLEFWbOwUvAb40XltDSuh7ksB/D8AfQghtYSQewHMBnA1IWQ3gKtivyfOzipg60vQOcjFtml4VhdetMA0v3FH50VpVJafb+szWoxWdHmQtqjKPTVoCDKSEmrCOWVFTh7MbB8lIp3/dD/94LZT/ZcVXTfq98C0PZKwGXIv+4EH3xP/fM6oBarP54xaIPakBUkjlfJJKX/MCgfL2ZyXDP0Gm/Mewr9zb8N833OqybgdgroIzUbqR2X4LrXiwhiX00P3MktEKNtoRVYBCt8XZuRsTLWTx/K1cxKTJ9po3dhCr2Ll+dhE7sUzeS+ghOhD3pn+ORyrdg6iuNP7N34CwCzBimIjUnzwsRLt9RPOn0a43JZYx+SYQxpq+ZWqOcpGN3pYihLgWHHsOMFqq53n5nhwLBiOR3t1yvfFyx3UU3YVd0IkUSI7KXf2+QFcr38HjHDO273ruM7Z8XfGcma2m7bcyIHuhqek/7e9LG11Ea+k+MjHzT4vELhMKuWTUv4YFg7u2COuDCgdobXkkgiO0PYI0jx0R8t2z1rvZbqCydpxtXX2OoBT0FRGlmOVqz7DMc1CS1ndvUXmjcOWvUdjUWuHsB+FUmDGGVdjyuV9UNFf40vIkCf6bZjhqJAT0mqxGF36mP8NXDnqAb1cNtim9/DMcRmSADAcDqO2thZNTfw8TGbMvLQAFAW64wTAF198AQB4qaIYzVH9nJrjIfFzWguNoWYcDzYjEqXwegjOCOQg39+iwuTl5aG0tBQ+n7k7CQAQyt17cZ8hQ4bQrVu38k+oLABX+enYA7/uvTSeUVhJjf9BlHr0wqg2WoRb8l9g+8LYQLtvCkirpSVDv8HQrxeANtSinkqCglWfh0djoDvyp32pOkYrC0AY74DCcONJjTIDtkCQZAgh2yilQ9LdjkQwlU1QywGezFGNvaf7mfrQURCsHPWZbYdUnkzSJTDdWYVv33oMZ9KDuszwck4fo2saXttpm2QsvB8J0hL5psRq4WslGSIb9+zZgw4dOqCwsBCE5xxqwpf7jyMU0S+I/V4Pzut+BgDgaGMIdUeDiCrmeQ8hKOkUQKd8v+6zmYrZc1BKcfjwYZw4cQK9e/dWfZYnnzKrvAVXkyfAiBlY/w47f87c5nE6ZUP2rXHDvMcyL14d+Tv6ffQigNNSNmRyCL/1LcJv8CLaxQoFRqi0AuF17fzgt7pj33HyBEXgQQ4sFhjMkNWNQJBNqPP5HEIUGr8B7faPhXFIOpY6ikK0ZLWOKQfdYpYnbVoMrWw0imTllY0w+7zh56zKKeKRnkVrUZZ/XzEpHnShJErVFqAg9ePTsydjqLW7JpWmpib06tXLseIDAF075jEVgq4dW/wuZQXnu4YmhCJR+L0edO2Y16oUH0Bqf1RjqIlSiu8amtAp3w9CCAoLC3HwoHmOPZnMUn5GzGBo8gQY8jOg/zjUv7YaAJh1YKZrQjrlFU6iSayqt9cxt9qm5lSpqiEDUk4bP5rjv3sBwOMDcjuwi68ynASfDI3FkwxFbnnkUtwV2KR/NyxLmUhvLhC4jyafj0RsDMpbXcoJ2ix6MsFsvKZKk0FG5FWhMhTk+1QFnc2KGpstJG37l1iNLqURfm4y+XfNvBFELqoil8QKSrfMCds+Pwebys1vqYITfZwoiSg+gHXFplO+v9UpO1pYFi7tcbvv02m0V3JgOcjdtCjuU1JcEODWgQGAstCzOOv0qygLPRs37SaSxEo242op99RwKyXrkKMRLDoJbj3jan0K9vB4LGz/c/27GfIz686HAoEgMZhJ+2jLVop2QjRxINY5/7qNQUZkn5fgZFOzKlLIDLNIV9slZHjRpSxbuZybjAVj3nijWVZ8DqkWw7Z3AjQBKMro40ygU74f53U/A/1LC3Be9zNsKznV1dUghODLL780PG/+/PlobGx03M6XX34ZDzzwgOPP+71sVYV33AqZpfwA6lBGjUC54rwulupcyXTK9yWUy4BlxpWVL1tKZvCoedRDjCkj+2Ct9zKVIufP8WAtuV9KAQBICuEjn0pKocXrCgSCBLGTMwtgL+aG/Ez6v6FWmsyTOYlyLMAHSBHa+XNU2Y7NsJIN2ajGGRNedCkPo20y5bwxYgbG5nzALJRqu5afUZLYLGDp0qUoKyvD0qVLDc9LVPlJlK4d8+DRTLraLT67ZNa2lwnrvzyIWSZ1YGQCPi8ev1Efsm4n2yVrlWAa4sqiY6nlKCjtXv7d7T/Er+li5ARjUQHaiC4RXSUQpAZu0j6DbWbl+LRTaoaDrWy9LDcCXwDdbvwNGl5jpNmIIUewKusWWnHCdlRChiW/3p9l/z1rPq91ScgnIUzzVWHLSJvWB7sKb5JIRpbmkydPoqamBuvXr8eNN96ImTNnIhKJYNq0afjrX/8Kj8eDCRMmgFKK+vp6XHHFFSgqKsL69evRvn17nDwpZSdfvnw5/vKXv+Dll1/G22+/jSeeeAKhUAiFhYV49dVX0bUrt/qVZZLhu9SqlJ/6Y0HU+9lh5E353VASCBh2DrvZLln74IYhrsSrd7zz+GxvQ6n28p+eBjRowiEt1PURCAQuw1EmLI9vO6VmGNjO1muQ5qL4nXXcra4opdg7+3rm38xwpYRMou/ZYLvPdtucKLwuk6wszStXrsQ111yDc889F4WFhdi2bRs+/PBD7N27Fzt27EBOTg6OHDmCzp0746mnnsL69etRVFRkeM2ysjJs3rwZhBAsXrwYc+fOxe9+9zvHbVTitu9SRio/2pw6lAINwTA8hDAju6IA8s+/DptuuFL1+UeW7VApQnajEViVwPejCCVgKEBy5lOlY7NcVT0RJSVDVh4CQZvHbs4sLQmOZdvRVHKbOdvrjyzbEQ+XUAaRHCBdgL+8D+x+LynVwk2tGIm+Z47CQjqW2regJKqIuYCj790CS5cuxUMPPQQAuPXWW7F06VLs2bMHkyZNQk5ODo42hnDgdA5qa48hHKE41hiCseoD1NbW4pZbbsH+/fsRCoV0YeeZRMYpP1otV04cCEgV1FfRMgyOfIU7vX+LhzF6AODj14Cew1AdGc7Vku1GI7DMuPV9p6IkVvk4jscHhE4CEcV2mC/gXPFRRhcQDzOMU0R0CQRpIJFt5gStCG5m660YWIKt3xzBq5v/gxs1ecm64SCw9cWWkx1sz/GwbMVI5D1zFJYtZ0+2b0FJVBFzgWRkaT5y5AjWrVuHTz75BIQQRCIREEIwdKiUCECfV4dif0MTChtD8dByGWWixsmTJ+MXv/gFysvLsWHDBlRWVjpuY7LJOIdns6rpADDCu0OfwTNmPp759mdcLdl2NAKkQbFp+pXYM/t6bJp+JYaW36d30svtoFZ8FO2xjTa6gKX4iIgugaD1YafUDAMn8otH9fY6rP/yICiAaT4LfowuOfmmpNYUp6zGw5+f4+je1ZHhGH76WfRuehXDTz+L6shw99pqATe/d5nly5fjzjvvxDfffIO9e/di37596N27Ny688EIsXLgQdYdPIkopGo4eBQDkt2uPEydO4LuYC0bXrl3xxRdfIBqNYsWKFfHrNjQ0oKREUiRfeeUVx+1LBRmn/LC0WW1BwGLWthMA2lCrshRpr2s7GkGJotgo3p8lCSw5Ii14lP0ZpTlb+XlWDS4ZZjgtYsVDRUSXQNBqsVLrygCt/Cr31GBT7oOoabrJWKZoUBbEBIDuHHmqw8r2nImcS1mtKUbUsO1776xC45zzUF59PpY1TsCNnhpm8dBkk9C8xWHp0qUYPXq06tjNN9+M/fv3o2fPnhg14mKM/XEZ3ln5hvS32+/B/XeOwZ03S75gs2fPxg033ICLL74Y3bt3j1+jsrISY8eOxeDBg039g9JNxm17aZ2MtaUiSskh8CI0vzPYkSwuCDiLRgDMozTMzNl2ojx4AoZG2SneBQJB6yGB7Ryl/BpyfC1m+19siWqysTWltb7wahHqMNuesyDnuPUZE0xGawVb9449S36YkR07XJawv40dHM9bBqxfv1537MEHH4z/PHFKpSqB4G0/nYjbfjoxnldnzJgxGDNmjO4ao0aNwqhRo3TH77nnHtxzzz2O25sMMs7yo9VyWaHlHiJVSFfSSP34TWis4XUB/TaWpQ5kluvBzJxtJ1cET8AIHx+BoM0jy69nurytC+e2ujWltXTMbR6HRmoSRWNle86CnEuGFcMqtu5tkB0bSH1VdEfzVgIkI69OppFxyk/FwBI8edMFKCkIgAAo9hxmnqf8XqIUeCNyKVbTS5jnFgQSS3ZoGqVhZs62E+WRoF+AQCBoAyQQOaa1dKyKlmF6eDxORHN1i0pKgRPRXGvbcxbapJXvJQUB04KpbmHr3gbh8kBqLFXppFO+HyWdAnFLj9/raXXFUM3IuG0vQJvnxrz+i4cAIzw78HgzRcDn1VUVrizXJzu0hZUoDSNztp0ojwyILhAIBBlOApFjrBQeq6JlmIoqdCBqaxIhwClyBjpYkT8W2+RKLiCHWL4351nqaWHKLFXpJhtqghmRcZYfHcz6OHqKyeG4Ju/qqmJnFRA6pT9uxxpj15pjUOJDIBAIErEQyxaQe9p/qAok4dUr7GrVIZrTpi1nT8bw2evQe/pqDJ+9LqXOwo5hPEsj9WOx/46UWaoEySUjLT/qRFRFmH/BTAz9egFoQy0ilCCH6Cu87kdh3AnMsGPaqdCrdeCTsZu8UFhzBIKsIxklB0xRyq9AJyAnIEWb2pQpFd5NqCALAY8k2+RAElbJQmLV35Ah57acPRl3bfkegjEZ6lZ24qTDeJb8ETNQKWR21pBxys+vqz/Bq5v/E888WncsiNv+2QPt/E/hWFNYF/0FSBp5/eCpiUdtaeGFnfvb2VdcRA0ugSBrSFbJAUO08it4RLJO3LTIvmxhyDYPkfwnVTnU7PobauTcw7PXxRUfGTeyE2tJhiJaHRmOeaefRX1TEMV5AUyJ9EGFO80VZAAZte1Vvb1OpfjIhCMUx4JS/h7ZOa82WoQoJaiNFuHR8Hgp+aAZdiv0itISAoGAQUqS9Wlxs8I4R4Z5CJiBG9Xb6xxtXaUir48ybxEFXMnFk4xrZhperxcDBgxAv379MHbs2ISqtt9zzz1Yvnw5AGD8+PH4/PPPuedu2LAB//jHP+K/P//881iyZInjezsloyw/89bs0ik+LFZFy7AqVBb/vcSq571dZSYDitoJBILMI2XJ+pS4uRjjyrYekp+hgkSsXKnI65OM2lfJqqeVSQQCAezYsQMAcPvtt+P555/HL37xi/jfm5ubkZNjX0VYvHix4d83bNiA9u3b4+KLLwYATJo0yfY93CAhyw8hZC8h5BNCyA5CyNZEG+NEcNjyvLebQ0eEnQsErRa35ZOSZJQcMMXNHGA2ZFsiVq5U5PVJhiKaFuXWCKsVAhxyySWX4F//+hc2bNiASy65BOXl5ejbty8ikQimTJmCoUOHon///li4cCEAgFKKBx54AH369MFVV12FAwcOxK91+eWXY+tWabj99a9/xaBBg3DhhRdixIgR2Lt3L55//nk8/fTTGDBgAD744ANUVlbit7/9LQBgx44dGDZsGPr374/Ro0fjaKy8xuWXX45p06bhoosuwrnnnosPPvgg4Wd2Y9vrCkrpAErpkEQvZFdw2I7mchJ1lUA6eoFAkHZck08A4ts/dceCOufgpIdAu7kYsyHbElEEUpHXJxmKaFqUWx7aeo+yr6pLClBzczPeffddXHDBBQCAjz76CM888wy++uorvPjii+jYsSO2bNmCLVu24IUXXsCePXuwYsUK7Nq1C59//jmWLFmi2saSOXjwICZMmIA333wTH3/8Md544w306tULkyZNwiOPPIIdO3bgkkvUufnuuusuzJkzBzt37sQFF1yAmTNnqtr54YcfYv78+arjTsmoba8pI/tgyhsfI8yrXwGp3MXUnCoUew7Dk1sKeGcAUAzYnVXAu9MkZ0BAHZnlJOpKOCoLBALot38opOgoCmlST3q0l5tRozaiXhPduqrwbkJF7iwgrxbILQXqfgxseM+1yFdW3qJEFdFkXNMxRr5eCby3YDCIAQMGAJAsP/feey/+8Y9/4KKLLkLv3r0BAO+99x527twZ9+dpaGjA7t27sXHjRvzkJz+B1+tFcXExrrzySt31N2/ejEsvvTR+rc6dOxu2p6GhAceOHcNll10GALj77rsxdmxL1YabbroJADB48GDs3bvX8XPLJKr8UADvEUIogIWU0kXaEwghEwFMBICePXsaXqxiYAlmvv0ZtzipLtJLG621swqovh+IKj4fPAKs/HnLOUKZEQjaCobyyY5sAtjbP7Lis2m6XvgnBTfkl82o14QUAda9tr7Y8ncbNcl4JKP2VTKu6ZgkBd4ofX6UtGvXLv4zpRQLFizAyJEjVee88847Cd3bCbm5uQAkR+3m5uaEr5fotlcZpXQQgGsB/JwQcqn2BErpIkrpEErpkC5duphe8BhH8QHYdb5U0Q7vz1IrPjKRkLOICIFA0JoxlE92ZVPG+YE4xWbUWEJbV7x0IRbvbZVk1L5KdT0tLmms9zhy5Ej84Q9/QDgszatfffUVTp06hUsvvRTLli1DJBLB/v37mYVShw0bho0bN2LPnj0AgCNHpN2YDh064MSJE7rzO3bsiE6dOsX9ef70pz/FrUDJICHLD6W0Lvb/AULICgAXAdiYyDWLCwIYfHyttLVFDqGeFmFu8zhsO+NqlDax63zFNWAjTViEpwsEbQq35ZORbGpVOLAkOC5JYVXuCvnMZ8QMfbLdFAXejB8/Hnv37sWgQYNAKUWXLl1QXV2N0aNHY926dejbty969uyJH/3oR7rPdunSBYsWLcJNN92EaDSKM888E2vXrsWNN96IMWPGYOXKlViwYIHqM6+88gomTZqExsZGnHXWWfjjH/+YtGcjVFvJzuoHCWkHwEMpPRH7eS2AWZTSv/I+M2TIECp7gfPYsmoh+m37NQIKC0+Q+vHp4Ccw9OsFxuGZT/fj1wFjhHAKBILEIYRsc8uh2C3syqeEZZOVPGOZAk9OJkNGGsnkZN87g/niiy/wgx/8wPoH7FQmaMOw3itPPiWy7dUVQA0h5GMAHwJYbaT4WGXo1wtUwgUAAiSEodsfjQ0iTYyFUgMeMQPw+PQX9fpFeLpA0LZwXT5xZdPXCzifyFCcRI05DbW2UptRpA8xR9R7dB3H216U0n8DuNDFtkjwzJ9UdrZTxFh07KHWgOX/edFeAoGgTZAU+ZQtGd/tRo3ZLQtkdq9zfgzsdi/aSyBwQkaFugPgZx5VQflmUhHNJRAIkkE2ZXy3IycTDbUWMlmQgWRUbS8A1sykQOtbbQkEgtZNW834ni0WrwzDqb+tgI3d95l5yo828yjxss9rjastgUDQemmrGd/TGGqdreTl5eHw4cNCAXIJSikOHz6MvLw8y5/JvG0vQG0m1e43A21jtSUQCDKPtriFk8ZQ62yltLQUtbW1OHjwYLqbkjXk5eWhtNS6Qp6Zyo8SN1O6CwQCgcAeQga7js/ni5d9EKSHzFd+gLa52hIIBIJMQchgQZaReT4/AoFAIBAIBElEKD8CgUAgEAjaFI7LWzi6GSEHAXyThEsXATiUhOu2tjYAmdEO0YYWMqEdyW7D9yil5pVBM5gkyqZEyYT+4xbZ8izZ8hxA23gWpnxKqfKTLAghW9NdWygT2pAp7RBtyKx2ZEIbBM7Ipu8uW54lW54DaNvPIra9BAKBQCAQtCmE8iMQCAQCgaBNkS3Kz6J0NwCZ0QYgM9oh2tBCJrQjE9ogcEY2fXfZ8izZ8hxAG36WrPD5EQgEAoFAILBKtlh+BAKBQCAQCCzRKpUfQshYQshnhJAoIYTr3U0I2UsI+YQQsoMQsjVNbbiGELKLEPIvQsh0N9sQu35nQshaQsju2P+dOOdFYu9hByFklUv3Nnw2QkguIWRZ7O//JIT0cuO+NttwDyHkoOLZxyehDS8RQg4QQj7l/J0QQp6NtXEnIWRQGtpwOSGkQfEeRGGmVoJVWZOpJFsGpgqzMdaaIIT0IISsJ4R8HutbD6W7TU4ghOQRQj4khHwce46Zlj9MKW11/wD8AEAfABsADDE4by+AonS1AYAXwNcAzgLgB/AxgL4ut2MugOmxn6cDmMM576TL9zV9NgD3A3g+9vOtAJaloQ33APi/Se6PlwIYBOBTzt+vA/AuAAJgGIB/pqENlwP4SzLfg/iXnH9W5V0m/kuFDEzhsxiOsdb0D0B3AINiP3cA8FVr/F5iMrV97GcfgH8CGGbls63S8kMp/YJSuqsVtOEiAP+ilP6bUhoC8DqAUS43ZRSAV2I/vwKgwuXr87DybMq2LQcwghBCUtyGpEMp3QjgiMEpowAsoRKbARQQQrqnuA2CVkomyLsEyIgx6gbZNMYopfsppR/Ffj4B4AsAJeltlX1iMvVk7Fdf7J8lR+ZWqfzYgAJ4jxCyjRAyMQ33LwGwT/F7LdzvYF0ppftjP38LoCvnvDxCyFZCyGZCSIUL97XybPFzKKXNABoAFLpwbzttAICbY9tNywkhPVy8v1VS0Q+s8KOYefhdQsj5abi/oO2RKX1fwCHmjjAQktWk1UEI8RJCdgA4AGAtpdTSc2RsVXdCyN8AdGP86b8ppSstXqaMUlpHCDkTwFpCyJcx7T2VbUgYo3Yof6GUUkIIT+v9XuxdnAVgHSHkE0rp1263NQN5G8BSSulpQsh9kCxRV6a5TengI0h94CQh5DoA1QDOSW+TBDKZImsEbQtCSHsAbwJ4mFJ6PN3tcQKlNAJgACGkAMAKQkg/SqmpX1bGKj+U0qtcuEZd7P8DhJAVkEywlpUfF9pQB0BpaSiNHbOFUTsIId8RQrpTSvfHtlIOcK4hv4t/E0I2QNL0E1F+rDybfE4tISQHQEcAhxO4p+02UEqV91sMyUcq1bjSDxJBKdgope8QQp4jhBRRSrOlrk+rxg15l6Gkve8L2BBCfJAUn1cppW+luz2JQik9RghZD+AaAKbKT9ZuexFC2hFCOsg/A/gxLLwQl9kC4BxCSG9CiB+S068rkVYKVgG4O/bz3QB0q0RCSCdCSG7s5yIAwwF8nuB9rTybsm1jAKyjMc80lzBtg8a3phzS3naqWQXgrljU1zAADYqtypRACOkm+1sRQi6CNPbdVEQFAhapkIECm8RkwYsAvqCUPpXu9jiFENIlZvEBISQA4GoAX1r6cLq9tR16eI+GtHd8GsB3ANbEjhcDeCf281mQIgs+BvAZJPNxStsQ+/06SJ70X7vdhtj1CwG8D2A3gL8B6Bw7PgTA4tjPFwP4JPYuPgFwr0v31j0bgFkAymM/5wF4A8C/AHwI4KwkPL9ZG56Mff8fA1gP4LwktGEpgP0AwrE+cS+ASQAmxf5OAPw+1sZPkISIHQtteEDxHjYDuNjtNoh/yfnHkzWt5V+yZWAKn0M3xtLdpgSepQyST+xOADti/65Ld7scPEd/ANtjz/EpgBlWPysyPAsEAoFAIGhTZO22l0AgEAgEAgELofwIBAKBQCBoUwjlRyAQCAQCQZtCKD8CgUAgEAjaFEL5EQgEAoFA0KYQyo9AIBAIBII2hVB+BAKBQCAQtCmE8iMQCAQCgaBN8f8BPs86inkgVhoAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "--------------------Training Set Metrics--------------------\n", + "\n", + "R2-Score on Training set ---> 0.9046264664952751\n", + "Residual Sum of Squares (RSS) on Training set ---> 381.2890748855642\n", + "Mean Squared Error (MSE) on Training set ---> 2.413221992946609\n", + "Root Mean Squared Error (RMSE) on Training set ---> 1.5534548570675006\n", + "\n", + "--------------------Testing Set Metrics--------------------\n", + "\n", + "R2-Score on Testing set ---> 0.8553280806292756\n", + "Residual Sum of Squares (RSS) on Training set ---> 191.07250790251712\n", + "Mean Squared Error (MSE) on Training set ---> 4.776812697562927\n", + "Root Mean Squared Error (RMSE) on Training set ---> 2.185592070255318\n", + "\n", + "--------------------Residual Plots--------------------\n" + ] + }, + { + "data": { + 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Creating a Ridge Regression model\n", + "\n", + "RLR = Ridge().fit(Train_X_std,Train_Y)\n", + "pred1 = RLR.predict(Train_X_std)\n", + "pred2 = RLR.predict(Test_X_std)\n", + "\n", + "print('{}{}\\033[1m Evaluating Ridge Regression Model \\033[0m{}{}\\n'.format('<'*3,'-'*20,'-'*20,'>'*3))\n", + "print('The Coeffecient of the Regresion Model was found to be ',MLR.coef_)\n", + "print('The Intercept of the Regresion Model was found to be ',MLR.intercept_)\n", + "\n", + "Evaluate(1, pred1, pred2)" + ] + }, + { + "cell_type": "markdown", + "id": "589a8855", + "metadata": { + "papermill": { + "duration": 0.083454, + "end_time": "2021-12-30T11:40:45.196766", + "exception": false, + "start_time": "2021-12-30T11:40:45.113312", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "6b06b9a6", + "metadata": { + "papermill": { + "duration": 0.085357, + "end_time": "2021-12-30T11:40:45.370190", + "exception": false, + "start_time": "2021-12-30T11:40:45.284833", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 6c. Lasso Regression Model" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "091a52f3", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:45.716178Z", + "iopub.status.busy": "2021-12-30T11:40:45.715536Z", + "iopub.status.idle": "2021-12-30T11:40:46.427767Z", + "shell.execute_reply": "2021-12-30T11:40:46.427291Z", + "shell.execute_reply.started": "2021-12-25T19:33:07.157031Z" + }, + "papermill": { + "duration": 0.808032, + "end_time": "2021-12-30T11:40:46.427906", + "exception": false, + "start_time": "2021-12-30T11:40:45.619874", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<<<--------------------\u001b[1m Evaluating Lasso Regression Model \u001b[0m-------------------->>>\n", + "\n", + "The Coeffecient of the Regresion Model was found to be [ 3.69637815 2.94662484 -0.19283051]\n", + "The Intercept of the Regresion Model was found to be 14.000632911392405\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "--------------------Training Set Metrics--------------------\n", + "\n", + "R2-Score on Training set ---> 0.8278673741198022\n", + "Residual Sum of Squares (RSS) on Training set ---> 688.1604074806787\n", + "Mean Squared Error (MSE) on Training set ---> 4.355445616966321\n", + "Root Mean Squared Error (RMSE) on Training set ---> 2.086970439888002\n", + "\n", + "--------------------Testing Set Metrics--------------------\n", + "\n", + "R2-Score on Testing set ---> 0.7730203619051653\n", + "Residual Sum of Squares (RSS) on Training set ---> 299.7787606760816\n", + "Mean Squared Error (MSE) on Training set ---> 7.49446901690204\n", + "Root Mean Squared Error (RMSE) on Training set ---> 2.7376027865455645\n", + "\n", + "--------------------Residual Plots--------------------\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Creating a Ridge Regression model\n", + "\n", + "LLR = Lasso().fit(Train_X_std,Train_Y)\n", + "pred1 = LLR.predict(Train_X_std)\n", + "pred2 = LLR.predict(Test_X_std)\n", + "\n", + "print('{}{}\\033[1m Evaluating Lasso Regression Model \\033[0m{}{}\\n'.format('<'*3,'-'*20,'-'*20,'>'*3))\n", + "print('The Coeffecient of the Regresion Model was found to be ',MLR.coef_)\n", + "print('The Intercept of the Regresion Model was found to be ',MLR.intercept_)\n", + "\n", + "Evaluate(2, pred1, pred2)" + ] + }, + { + "cell_type": "markdown", + "id": "12cbe6ea", + "metadata": { + "papermill": { + "duration": 0.084883, + "end_time": "2021-12-30T11:40:46.600474", + "exception": false, + "start_time": "2021-12-30T11:40:46.515591", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "f0b406fb", + "metadata": { + "papermill": { + "duration": 0.085485, + "end_time": "2021-12-30T11:40:46.771353", + "exception": false, + "start_time": "2021-12-30T11:40:46.685868", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 6d. Elastic-Net Regression" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "5933d035", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:47.144550Z", + "iopub.status.busy": "2021-12-30T11:40:47.136285Z", + "iopub.status.idle": "2021-12-30T11:40:47.824154Z", + "shell.execute_reply": "2021-12-30T11:40:47.824897Z", + "shell.execute_reply.started": "2021-12-25T19:33:08.034234Z" + }, + "papermill": { + "duration": 0.792168, + "end_time": "2021-12-30T11:40:47.825064", + "exception": false, + "start_time": "2021-12-30T11:40:47.032896", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<<<--------------------\u001b[1m Evaluating Elastic-Net Regression Model \u001b[0m-------------------->>>\n", + "\n", + "The Coeffecient of the Regresion Model was found to be [ 3.69637815 2.94662484 -0.19283051]\n", + "The Intercept of the Regresion Model was found to be 14.000632911392405\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "--------------------Training Set Metrics--------------------\n", + "\n", + "R2-Score on Training set ---> 0.7433268395138777\n", + "Residual Sum of Squares (RSS) on Training set ---> 1026.1407784043072\n", + "Mean Squared Error (MSE) on Training set ---> 6.4945618886348555\n", + "Root Mean Squared Error (RMSE) on Training set ---> 2.548443032252213\n", + "\n", + "--------------------Testing Set Metrics--------------------\n", + "\n", + "R2-Score on Testing set ---> 0.6800469571269883\n", + "Residual Sum of Squares (RSS) on Training set ---> 422.5715023254121\n", + "Mean Squared Error (MSE) on Training set ---> 10.564287558135302\n", + "Root Mean Squared Error (RMSE) on Training set ---> 3.250274997309505\n", + "\n", + "--------------------Residual Plots--------------------\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Creating a ElasticNet Regression model\n", + "\n", + "ENR = ElasticNet().fit(Train_X_std,Train_Y)\n", + "pred1 = ENR.predict(Train_X_std)\n", + "pred2 = ENR.predict(Test_X_std)\n", + "\n", + "print('{}{}\\033[1m Evaluating Elastic-Net Regression Model \\033[0m{}{}\\n'.format('<'*3,'-'*20,'-'*20,'>'*3))\n", + "print('The Coeffecient of the Regresion Model was found to be ',MLR.coef_)\n", + "print('The Intercept of the Regresion Model was found to be ',MLR.intercept_)\n", + "\n", + "Evaluate(3, pred1, pred2)" + ] + }, + { + "cell_type": "markdown", + "id": "ff134051", + "metadata": { + "papermill": { + "duration": 0.088111, + "end_time": "2021-12-30T11:40:48.004179", + "exception": false, + "start_time": "2021-12-30T11:40:47.916068", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "a84ef757", + "metadata": { + "papermill": { + "duration": 0.087583, + "end_time": "2021-12-30T11:40:48.181790", + "exception": false, + "start_time": "2021-12-30T11:40:48.094207", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 6e. Polynomial Regression Model" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "7c0b8ce8", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:48.567433Z", + "iopub.status.busy": "2021-12-30T11:40:48.566750Z", + "iopub.status.idle": "2021-12-30T11:40:48.981512Z", + "shell.execute_reply": "2021-12-30T11:40:48.980648Z", + "shell.execute_reply.started": "2021-12-25T19:33:08.773362Z" + }, + "papermill": { + "duration": 0.510877, + "end_time": "2021-12-30T11:40:48.981652", + "exception": false, + "start_time": "2021-12-30T11:40:48.470775", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Checking polynomial regression performance on various degrees\n", + "\n", + "Trr=[]; Tss=[]\n", + "n_degree=6\n", + "\n", + "for i in range(2,n_degree):\n", + " #print(f'{i} Degree')\n", + " poly_reg = PolynomialFeatures(degree=i)\n", + " X_poly = poly_reg.fit_transform(Train_X_std)\n", + " X_poly1 = poly_reg.fit_transform(Test_X_std)\n", + " LR = LinearRegression()\n", + " LR.fit(X_poly, Train_Y)\n", + " \n", + " pred1 = LR.predict(X_poly)\n", + " Trr.append(np.sqrt(mean_squared_error(Train_Y, pred1)))\n", + " \n", + " pred2 = LR.predict(X_poly1)\n", + " Tss.append(np.sqrt(mean_squared_error(Test_Y, pred2)))\n", + "\n", + "plt.figure(figsize=[15,6])\n", + "plt.subplot(1,2,1)\n", + "plt.plot(range(2,n_degree),Trr, label='Training')\n", + "plt.plot(range(2,n_degree),Tss, label='Testing')\n", + "#plt.plot([1,4],[1,4],'b--')\n", + "plt.title('Polynomial Regression Fit')\n", + "#plt.ylim([0,5])\n", + "plt.xlabel('Degree')\n", + "plt.ylabel('RMSE')\n", + "plt.grid()\n", + "plt.legend()\n", + "#plt.xticks()\n", + "\n", + "plt.subplot(1,2,2)\n", + "plt.plot(range(2,n_degree),Trr, label='Training')\n", + "plt.plot(range(2,n_degree),Tss, label='Testing')\n", + "plt.title('Polynomial Regression Fit')\n", + "plt.ylim([0.25,1])\n", + "plt.xlabel('Degree')\n", + "plt.ylabel('RMSE')\n", + "plt.grid()\n", + "plt.legend()\n", + "#plt.xticks()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "17fd2089", + "metadata": { + "papermill": { + "duration": 0.088897, + "end_time": "2021-12-30T11:40:49.160790", + "exception": false, + "start_time": "2021-12-30T11:40:49.071893", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "**Inference:** We can choose 2nd order polynomial regression as it gives the optimal training & testing scores..." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "3af373b2", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:49.343109Z", + "iopub.status.busy": "2021-12-30T11:40:49.342508Z", + "iopub.status.idle": "2021-12-30T11:40:50.040599Z", + "shell.execute_reply": "2021-12-30T11:40:50.040041Z", + "shell.execute_reply.started": "2021-12-25T19:33:09.250885Z" + }, + "papermill": { + "duration": 0.790942, + "end_time": "2021-12-30T11:40:50.040735", + "exception": false, + "start_time": "2021-12-30T11:40:49.249793", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "<<<--------------------\u001b[1m Evaluating Polynomial Regression Model \u001b[0m-------------------->>>\n", + "\n", + "The Coeffecient of the Regresion Model was found to be [ 3.69637815 2.94662484 -0.19283051]\n", + "The Intercept of the Regresion Model was found to be 14.000632911392405\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "--------------------Training Set Metrics--------------------\n", + "\n", + "R2-Score on Training set ---> 0.9917189130237828\n", + "Residual Sum of Squares (RSS) on Training set ---> 33.106543043751074\n", + "Mean Squared Error (MSE) on Training set ---> 0.20953508255538655\n", + "Root Mean Squared Error (RMSE) on Training set ---> 0.45775002190648395\n", + "\n", + "--------------------Testing Set Metrics--------------------\n", + "\n", + "R2-Score on Testing set ---> 0.9652533223582987\n", + "Residual Sum of Squares (RSS) on Training set ---> 45.89097087505486\n", + "Mean Squared Error (MSE) on Training set ---> 1.1472742718763715\n", + "Root Mean Squared Error (RMSE) on Training set ---> 1.0711088982341486\n", + "\n", + "--------------------Residual Plots--------------------\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Using the 2rd Order Polynomial Regression model (degree=3)\n", + "\n", + "poly_reg = PolynomialFeatures(degree=2)\n", + "X_poly = poly_reg.fit_transform(Train_X_std)\n", + "X_poly1 = poly_reg.fit_transform(Test_X_std)\n", + "PR = LinearRegression()\n", + "PR.fit(X_poly, Train_Y)\n", + "\n", + "pred1 = PR.predict(X_poly)\n", + "pred2 = PR.predict(X_poly1)\n", + "\n", + "print('{}{}\\033[1m Evaluating Polynomial Regression Model \\033[0m{}{}\\n'.format('<'*3,'-'*20,'-'*20,'>'*3))\n", + "print('The Coeffecient of the Regresion Model was found to be ',MLR.coef_)\n", + "print('The Intercept of the Regresion Model was found to be ',MLR.intercept_)\n", + "\n", + "Evaluate(4, pred1, pred2)" + ] + }, + { + "cell_type": "markdown", + "id": "a890b70a", + "metadata": { + "papermill": { + "duration": 0.093386, + "end_time": "2021-12-30T11:40:50.229637", + "exception": false, + "start_time": "2021-12-30T11:40:50.136251", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "689336de", + "metadata": { + "papermill": { + "duration": 0.093181, + "end_time": "2021-12-30T11:40:50.416158", + "exception": false, + "start_time": "2021-12-30T11:40:50.322977", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 6f. Comparing the Evaluation Metics of the Models" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "d73da42e", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:50.617695Z", + "iopub.status.busy": "2021-12-30T11:40:50.617040Z", + "iopub.status.idle": "2021-12-30T11:40:50.620391Z", + "shell.execute_reply": "2021-12-30T11:40:50.619911Z", + "shell.execute_reply.started": "2021-12-25T19:33:10.090458Z" + }, + "papermill": { + "duration": 0.111493, + "end_time": "2021-12-30T11:40:50.620527", + "exception": false, + "start_time": "2021-12-30T11:40:50.509034", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Train-R2Test-R2Train-RSSTest-RSSTrain-MSETest-MSETrain-RMSETest-RMSE
Multiple Linear Regression (MLR)0.9046640.855618381.140997190.6898982.4122854.7672471.5531532.183403
Ridge Linear Regression (RLR)0.9046260.855328381.289075191.0725082.4132224.7768131.5534552.185592
Lasso Linear Regression (LLR)0.8278670.773020688.160407299.7787614.3554467.4944692.0869702.737603
Elastic-Net Regression (ENR)0.7433270.6800471026.140778422.5715026.49456210.5642882.5484433.250275
Polynomial Regression (PNR)0.9917190.96525333.10654345.8909710.2095351.1472740.4577501.071109
\n", + "
" + ], + "text/plain": [ + " Train-R2 Test-R2 Train-RSS Test-RSS \\\n", + "Multiple Linear Regression (MLR) 0.904664 0.855618 381.140997 190.689898 \n", + "Ridge Linear Regression (RLR) 0.904626 0.855328 381.289075 191.072508 \n", + "Lasso Linear Regression (LLR) 0.827867 0.773020 688.160407 299.778761 \n", + "Elastic-Net Regression (ENR) 0.743327 0.680047 1026.140778 422.571502 \n", + "Polynomial Regression (PNR) 0.991719 0.965253 33.106543 45.890971 \n", + "\n", + " Train-MSE Test-MSE Train-RMSE Test-RMSE \n", + "Multiple Linear Regression (MLR) 2.412285 4.767247 1.553153 2.183403 \n", + "Ridge Linear Regression (RLR) 2.413222 4.776813 1.553455 2.185592 \n", + "Lasso Linear Regression (LLR) 4.355446 7.494469 2.086970 2.737603 \n", + "Elastic-Net Regression (ENR) 6.494562 10.564288 2.548443 3.250275 \n", + "Polynomial Regression (PNR) 0.209535 1.147274 0.457750 1.071109 " + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Regression Models Results Evaluation\n", + "\n", + "EMC = Model_Evaluation_Comparison_Matrix.copy()\n", + "EMC.index = ['Multiple Linear Regression (MLR)','Ridge Linear Regression (RLR)','Lasso Linear Regression (LLR)','Elastic-Net Regression (ENR)','Polynomial Regression (PNR)']\n", + "EMC" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "b27c83c6", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:50.811384Z", + "iopub.status.busy": "2021-12-30T11:40:50.810783Z", + "iopub.status.idle": "2021-12-30T11:40:51.202195Z", + "shell.execute_reply": "2021-12-30T11:40:51.202739Z", + "shell.execute_reply.started": "2021-12-25T19:33:10.11116Z" + }, + "papermill": { + "duration": 0.487272, + "end_time": "2021-12-30T11:40:51.202902", + "exception": false, + "start_time": "2021-12-30T11:40:50.715630", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# R2-Scores Comparison for different Regression Models\n", + "\n", + "R2 = round(EMC['Train-R2'].sort_values(ascending=True),4)\n", + "plt.hlines(y=R2.index, xmin=0, xmax=R2.values)\n", + "plt.plot(R2.values, R2.index,'o')\n", + "plt.title('R2-Scores Comparison for various Regression Models')\n", + "plt.xlabel('R2-Score')\n", + "#plt.ylabel('Regression Models')\n", + "for i, v in enumerate(R2):\n", + " plt.text(v+0.02, i-0.05, str(v*100), color='blue')\n", + "plt.xlim([0,1.1])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "8ca409ef", + "metadata": { + "papermill": { + "duration": 0.093698, + "end_time": "2021-12-30T11:40:51.391798", + "exception": false, + "start_time": "2021-12-30T11:40:51.298100", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "**Inference:** From the above plot, it is clear that the polynomial regresion models have the highest explainability power to understand the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "deeb6549", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:51.584106Z", + "iopub.status.busy": "2021-12-30T11:40:51.583518Z", + "iopub.status.idle": "2021-12-30T11:40:51.801027Z", + "shell.execute_reply": "2021-12-30T11:40:51.801589Z", + "shell.execute_reply.started": "2021-12-25T19:33:10.656751Z" + }, + "papermill": { + "duration": 0.316369, + "end_time": "2021-12-30T11:40:51.801755", + "exception": false, + "start_time": "2021-12-30T11:40:51.485386", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Root Mean SquaredError Comparison for different Regression Models\n", + "\n", + "cc = Model_Evaluation_Comparison_Matrix.columns.values\n", + "s=5\n", + "#baxes = brokenaxes(ylims=((0,4),(524,532)))\n", + "#baxes.bar(np.arange(s), Model_Evaluation_Comparison_Matrix[cc[-2]].values, width=0.3, label='RMSE (Training)')\n", + "#baxes.bar(np.arange(s)+0.3, Model_Evaluation_Comparison_Matrix[cc[-1]].values, width=0.3, label='RMSE (Testing)')\n", + "# for index, value in enumerate(Model_Evaluation_Comparison_Matrix[cc[-2]].values):\n", + "# plt.text(round(value,2), index, str(round(value,2)))\n", + "# for index, value in enumerate(Model_Evaluation_Comparison_Matrix[cc[-1]].values):\n", + "# plt.text(round(value,2), index, str(round(value,2)))\n", + "plt.bar(np.arange(5), Model_Evaluation_Comparison_Matrix[cc[6]].values, width=0.3, label='RMSE (Training)')\n", + "plt.bar(np.arange(5)+0.3, Model_Evaluation_Comparison_Matrix[cc[7]].values, width=0.3, label='RMSE (Testing)')\n", + "plt.xticks(np.arange(5),EMC.index, rotation =35)\n", + "plt.legend()\n", + "#plt.ylim([0,10])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "41059f04", + "metadata": { + "papermill": { + "duration": 0.116764, + "end_time": "2021-12-30T11:40:52.016519", + "exception": false, + "start_time": "2021-12-30T11:40:51.899755", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "**Inference:**\\\n", + "Lesser the RMSE, better the model! Also, provided the model should have close proximity with the training & testing scores. For this problem, it is can be said that polynomial regressions are the best choice to go with." + ] + }, + { + "cell_type": "markdown", + "id": "3de2901f", + "metadata": { + "papermill": { + "duration": 0.095578, + "end_time": "2021-12-30T11:40:52.208081", + "exception": false, + "start_time": "2021-12-30T11:40:52.112503", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "3f73a12d", + "metadata": { + "papermill": { + "duration": 0.094654, + "end_time": "2021-12-30T11:40:52.397607", + "exception": false, + "start_time": "2021-12-30T11:40:52.302953", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "#
7. Project Outcomes & Conclusions" + ] + }, + { + "cell_type": "markdown", + "id": "925611f7", + "metadata": { + "papermill": { + "duration": 0.094754, + "end_time": "2021-12-30T11:40:52.587858", + "exception": false, + "start_time": "2021-12-30T11:40:52.493104", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### Here are some of the key outcomes of the project:\n", + "- The Dataset was quiet small with just 200 samples & after preprocessing 1% of the datasamples were dropped. \n", + "- Visualising the distribution of data & their relationships, helped us to get some insights on the feature-set.\n", + "- The features had high multicollinearity, hence in Feature Extraction step, we shortlisted the appropriate features with VIF Technique.\n", + "- Testing multiple algorithms with default hyperparamters gave us some understanding for various models performance on this specific dataset.\n", + "- While, Polynomial Regression (Order-2) was the best choise, yet it is safe to use multiple regression algorithm, as their scores were quiet comparable & also they're more generalisable." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "093e2b38", + "metadata": { + "execution": { + "iopub.execute_input": "2021-12-30T11:40:52.780523Z", + "iopub.status.busy": "2021-12-30T11:40:52.779955Z", + "iopub.status.idle": "2021-12-30T11:40:52.782763Z", + "shell.execute_reply": "2021-12-30T11:40:52.783278Z", + "shell.execute_reply.started": "2021-12-25T19:33:10.911122Z" + }, + "papermill": { + "duration": 0.100634, + "end_time": "2021-12-30T11:40:52.783444", + "exception": false, + "start_time": "2021-12-30T11:40:52.682810", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#<<<--------------------------------------------THE END------------------------------------------------>>>" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.7" + }, + "papermill": { + "default_parameters": {}, + "duration": 36.508821, + "end_time": "2021-12-30T11:40:53.589085", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2021-12-30T11:40:17.080264", + "version": "2.3.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From cbaacf53c28eb623fdaec6001a094f3c7be81206 Mon Sep 17 00:00:00 2001 From: VARUNSHIYAM <138989960+Varunshiyam@users.noreply.github.com> Date: Tue, 5 Nov 2024 19:11:39 +0530 Subject: [PATCH 2/2] Create Readme.md --- .../Advertisement_Budget/Readme.md | 29 +++++++++++++++++++ 1 file changed, 29 insertions(+) create mode 100644 Prediction Models/Advertisement_Budget/Readme.md diff --git a/Prediction Models/Advertisement_Budget/Readme.md b/Prediction Models/Advertisement_Budget/Readme.md new file mode 100644 index 00000000..5f2e760d --- /dev/null +++ b/Prediction Models/Advertisement_Budget/Readme.md @@ -0,0 +1,29 @@ +# Advertisement Budget Prediction + +## Project Overview +This project aims to predict sales revenue based on advertisement budgets allocated across different channels, specifically TV, radio, and newspapers. Using multiple machine learning models, we analyze the impact of each media on overall sales, helping businesses make data-driven decisions on advertisement spending. + +## Dataset +The dataset used in this project is sourced from [Kaggle](https://www.kaggle.com/), which includes the following features: +- **TV**: Budget spent on TV advertising. +- **Radio**: Budget spent on radio advertising. +- **Newspaper**: Budget spent on newspaper advertising. +- **Sales**: Sales revenue generated. + +## Project Structure +- **Data Analysis**: Preliminary analysis to understand relationships between features and target variable. +- **Data Cleaning**: Handling missing values and any data preprocessing required. +- **Model Building**: Creating regression models to predict sales, including: + - **Multiple Linear Regression** + - **Polynomial Regression** + - **Ridge Regression** + - **Lasso Regression** +- **Model Evaluation**: Models are evaluated using: + - **R-squared** + - **Root Mean Squared Error (RMSE)** + - **Residual Sum of Squares (RSS)** + - **Mean Squared Error (MSE)** + +## Evaluation Results +Models are compared based on the evaluation metrics above, identifying the best fit based on performance on both training and testing data. Polynomial regression models were found to have the best performance based on the RMSE and R-squared metrics. +