{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "## **Assignment #2: Classification, Regression, Clustering, Evaluation**" ], "metadata": { "id": "w84cR3AZIU0e" } }, { "cell_type": "markdown", "source": [ "`Version: April 2026`" ], "metadata": { "id": "sDxa7s952Ukh" } }, { "cell_type": "markdown", "source": [ "\n", "\n", "" ], "metadata": { "id": "xi3YxJnH2YGd" } }, { "cell_type": "markdown", "source": [ "
" ], "metadata": { "id": "PnYmknSefeqx" } }, { "cell_type": "markdown", "source": [ "### **Overview**\n", "\n", "In this assignment, you'll level up your data science toolkit. While the first assignment focused on the data, on this one you will practice:\n", "\n", "- Classification models\n", "\n", "- Regression models\n", "\n", "- Feature Engineering\n", "\n", "- Evaluations\n", "\n", "You’ll go from raw data to insights by building a full modeling pipeline, enhancing your dataset, and training different models.\n", "\n", "This assignment will be completed individually." ], "metadata": { "id": "n7afdXdxIbLA" } }, { "cell_type": "markdown", "source": [ "### **Objectives**\n", "\n", "You’ll gain hands-on experience in:\n", "- Evaluation\n", "- Classification\n", "- Regression\n", "- Dataset preparation\n", "- Explore various data hubs\n", "- Engineering meaningful features\n", "- Communicating findings clearly - visually and verbally\n", "\n", "

" ], "metadata": { "id": "lJAPMumvIUyW" } }, { "cell_type": "markdown", "source": [ "### **Submission Guidelines**\n", "\n", "1. Please note that this assignmnet must be submitted alone.\n", "2. Submit the link to your HugingFace Model.\n", "\n", "Your HF model should include:\n", "- README file: explanations, visuals, insights, etc.\n", "- **Video**: Include the video of your presentation in the README file.\n", "- **Python Notebook**: upload a copy of this notebook, with all of your coding work. Do not submit a Colab link; include the `.ipynb` file in the HF model.\n", "- **ML Models:** Upload your models.\n", "\n", "Note: Students may be randomly chosen to present their work in a quick online session with the T.A., typically lasting ±10 minutes. Similar to Peer Review.\n", "\n", "

\n", "\n" ], "metadata": { "id": "MwRmaJBiIjMR" } }, { "cell_type": "markdown", "source": [ "### **Evaluation Criteria**\n", "\n", "* **Data Handling & EDA (20%)**\n", " Thoughtful and thorough data cleaning; handling of missing values, outliers, duplicates, and more; well-chosen visualizations; clear statistical summaries; use of EDA to guide modeling choices.\n", "\n", "* **Feature Engineering (20%)**\n", " Creative and effective feature creation, transformation, encoding, selection, scaling, and more; integration of clustering results as features; clear explanation of feature choices and their impact.\n", "\n", "* **Model Training (20%)**\n", " Appropriate selection of models; correct train/test split; reproducible code; logical modeling workflow with a solid baseline and improvements post-feature engineering. An iterative process.\n", "\n", "* **Evaluation & Interpretation (20%)**\n", " Use of relevant evaluation metrics; structured model comparison; use of feature importance or visualizations to interpret results; clear discussion of what the model learned and how it performed.\n", "\n", "* **Presentation (20%)**\n", " 4–6 minute video with clear delivery; structured narrative; visuals that support the explanation; confident, professional communication of findings and lessons.\n", "\n", "* **Bonus (up to +10%)**\n", " Extra work such as trying data science tools, creative visualizations, advanced hyper param tuning, interactive dashboards, and deeper business/domain insights.\n", "\n", "* **Late Submission (-10% per day)**\n", " Assignments submitted after the deadline will receive a 10% penalty per day.\n", "\n", "

" ], "metadata": { "id": "hD9SZmagIjOV" } }, { "cell_type": "markdown", "source": [ "### **Additional Guidelines**\n", "\n", "- The first thing you should do is download a copy of this notebook to your drive.\n", "- Keep your dataset size manageable. If the dataset is too large, you can sample a subset.\n", "- Run on Colab (CPU is fine). Colab free is enough. No GPU needed.\n", "- You may use any Python package (scikit-learn, xgboost, lightgbm, catboost, etc.).\n", "- No SHAP required. Use `feature_importances`, and similar tools.\n", "- Make sure your results are reproducible (set **seeds** where needed).\n", "- Be thoughtful with your cluster features — only use them if they help!\n", "- Your presentation should tell a story; what worked, what didn’t, and why.\n", "- Be creative, but also rigorous." ], "metadata": { "id": "h3vpVHSxIUwI" } }, { "cell_type": "markdown", "source": [ "### Assignment High-level Flow" ], "metadata": { "id": "7lTH1B5b5c12" } }, { "cell_type": "markdown", "source": [ 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)" ], "metadata": { "id": "EK9fe2XygjgM" } }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "6kUonEv8Ipkp" } }, { "cell_type": "markdown", "source": [ "imports" ], "metadata": { "id": "acyYQrhPdEhB" } }, { "cell_type": "code", "source": [ "import os\n", "import random\n", "\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "# " ], "metadata": { "id": "H9ZazAMOc5jC" }, "execution_count": 35, "outputs": [] }, { "cell_type": "markdown", "source": [ "Set Seeds" ], "metadata": { "id": "TPaWKBWmdGNF" } }, { "cell_type": "code", "source": [ "SEED = 42\n", "\n", "random.seed(SEED)\n", "np.random.seed(SEED)\n", "os.environ['PYTHONHASHSEED'] = str(SEED)\n", "\n", "# " ], "metadata": { "id": "zBaCUY21dHeF" }, "execution_count": 36, "outputs": [] }, { "cell_type": "markdown", "source": [ "For Jupyter Notebooks" ], "metadata": { "id": "INAizD1WeZcf" } }, { "cell_type": "code", "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'" ], "metadata": { "id": "G0hg5eohd4s-" }, "execution_count": 37, "outputs": [] }, { "cell_type": "markdown", "source": [ "Warnings" ], "metadata": { "id": "UwSXkPGvecLK" } }, { "cell_type": "code", "source": [ "import warnings\n", "warnings.filterwarnings('ignore')" ], "metadata": { "id": "Nk9C78G3d7vp" }, "execution_count": 38, "outputs": [] }, { "cell_type": "markdown", "source": [ "

\n", "\n", "---\n", "\n", "

" ], "metadata": { "id": "evFmlLbzdgBj" } }, { "cell_type": "markdown", "source": [ "# **Part 1: Select a Regression Dataset**\n", "\n", "1. Choose a numeric & categorical tabular dataset. If you prefer, you may use open-source datasets; [Hugginface](https://huggingface.co/datasets?task_categories=task_categories:tabular-classification&sort=trending), [Kaggle](https://www.kaggle.com/datasets?tags=13302-Classification&minUsabilityRating=8.00+or+higher), etc.\n", "\n", "2. Avoid choosing a \"basic\"/\"small\" dataset.\n", " - 10K rows and more.\n", " - 15 features and more.\n", " - Mix of Numeric & Categorial features are a must.\n", "\n", "3. The Label (target variable) is numeric.\n", "\n", "4. Please submit your dataset [here](https://forms.gle/zS8aZbBzuBV2z7wZ7), to share it with the class so everyone can see.\n", "And make sure your chosen dataset is unique using this [link](https://docs.google.com/spreadsheets/d/1M8uojrzhSyVnOlSAJpzCKxrhWdzPR77k4x8Kxvr8VDk/edit?usp=sharing).\n", "\n", " *Note: Due to their popularity, the following are datasets you may not choose.*\n", " > - Iris dataset\n", " > - Wine dataset\n", " > - Titanic dataset\n", " > - Boston Housing dataset\n", " > - ImageNet, Cifar, CelebFaces, IMDB\n", "\n", "5. Choose a dataset with a combination of numeric and textual values. This way you would have enough information to work on.\n", "\n", "6. Briefly describe your chosen dataset (source, size, features) and the question you want to answer." ], "metadata": { "id": "a_vsO0Q1IOMT" } }, { "cell_type": "markdown", "source": [ "# **Dataset Info**" ], "metadata": { "id": "GFaHgQJyKwa5" } }, { "cell_type": "code", "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')\n", "\n", "import pandas as pd\n", "\n", "df = pd.read_csv('/content/drive/MyDrive/מבוא למדע הנתונים/Diabetes_and_LifeStyle_Dataset .csv')\n", "\n", "print(\"--- Dataset Information ---\")\n", "df.info()\n" ], "metadata": { "id": "OI0MZzohKwfE", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "529a4f84-0e5e-4c08-bf4d-ba9af96789a9" }, "execution_count": 39, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n", "--- Dataset Information ---\n", "\n", "RangeIndex: 97297 entries, 0 to 97296\n", "Data columns (total 31 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Age 97297 non-null int64 \n", " 1 gender 97297 non-null object \n", " 2 ethnicity 97297 non-null object \n", " 3 education_level 97297 non-null object \n", " 4 income_level 97297 non-null object \n", " 5 employment_status 97297 non-null object \n", " 6 smoking_status 97232 non-null object \n", " 7 alcohol_consumption_per_week 97212 non-null float64\n", " 8 physical_activity_minutes_per_week 97297 non-null int64 \n", " 9 diet_score 97297 non-null float64\n", " 10 sleep_hours_per_day 97297 non-null float64\n", " 11 screen_time_hours_per_day 97184 non-null float64\n", " 12 family_history_diabetes 97242 non-null float64\n", " 13 hypertension_history 97297 non-null int64 \n", " 14 cardiovascular_history 97297 non-null int64 \n", " 15 bmi 97297 non-null float64\n", " 16 waist_to_hip_ratio 97297 non-null float64\n", " 17 systolic_bp 97297 non-null int64 \n", " 18 diastolic_bp 97297 non-null int64 \n", " 19 heart_rate 97237 non-null float64\n", " 20 cholesterol_total 97297 non-null int64 \n", " 21 hdl_cholesterol 97297 non-null int64 \n", " 22 ldl_cholesterol 97297 non-null int64 \n", " 23 triglycerides 97297 non-null int64 \n", " 24 glucose_fasting 97297 non-null int64 \n", " 25 glucose_postprandial 97297 non-null int64 \n", " 26 insulin_level 97224 non-null float64\n", " 27 hba1c 97297 non-null float64\n", " 28 diabetes_risk_score 97220 non-null float64\n", " 29 diabetes_stage 97297 non-null object \n", " 30 diagnosed_diabetes 97297 non-null int64 \n", "dtypes: float64(11), int64(13), object(7)\n", "memory usage: 23.0+ MB\n" ] } ] }, { "cell_type": "code", "source": [ "df.head()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 256 }, "id": "Oi5VDVT8aNwB", "outputId": "f3868e5b-ac23-459b-9a5d-f2d834e479a3" }, "execution_count": 40, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Age gender ethnicity education_level income_level employment_status \\\n", "0 58 Male Asian Highschool Lower-Middle Employed \n", "1 52 Female White Highschool Middle Employed \n", "2 60 Male Hispanic Highschool Middle Unemployed \n", "3 74 Female Black Highschool Low Retired \n", "4 46 Male White Graduate Middle Retired \n", "\n", " smoking_status alcohol_consumption_per_week \\\n", "0 Never 0.0 \n", "1 Former 1.0 \n", "2 Never 1.0 \n", "3 Never 0.0 \n", "4 Never 1.0 \n", "\n", " physical_activity_minutes_per_week diet_score ... hdl_cholesterol \\\n", "0 215 5.7 ... 41 \n", "1 143 6.7 ... 55 \n", "2 57 6.4 ... 66 \n", "3 49 3.4 ... 50 \n", "4 109 7.2 ... 52 \n", "\n", " ldl_cholesterol triglycerides glucose_fasting glucose_postprandial \\\n", "0 160 145 136 236 \n", "1 50 30 93 150 \n", "2 99 36 118 195 \n", "3 79 140 139 253 \n", "4 125 160 137 184 \n", "\n", " insulin_level hba1c diabetes_risk_score diabetes_stage \\\n", "0 6.36 8.18 29.6 Type 2 \n", "1 2.00 5.63 23.0 No Diabetes \n", "2 5.07 7.51 44.7 Type 2 \n", "3 5.28 9.03 38.2 Type 2 \n", "4 12.74 7.20 23.5 Type 2 \n", "\n", " diagnosed_diabetes \n", "0 1 \n", "1 0 \n", "2 1 \n", "3 1 \n", "4 1 \n", "\n", "[5 rows x 31 columns]" ], "text/html": [ "\n", "
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Agegenderethnicityeducation_levelincome_levelemployment_statussmoking_statusalcohol_consumption_per_weekphysical_activity_minutes_per_weekdiet_score...hdl_cholesterolldl_cholesteroltriglyceridesglucose_fastingglucose_postprandialinsulin_levelhba1cdiabetes_risk_scorediabetes_stagediagnosed_diabetes
058MaleAsianHighschoolLower-MiddleEmployedNever0.02155.7...411601451362366.368.1829.6Type 21
152FemaleWhiteHighschoolMiddleEmployedFormer1.01436.7...555030931502.005.6323.0No Diabetes0
260MaleHispanicHighschoolMiddleUnemployedNever1.0576.4...6699361181955.077.5144.7Type 21
374FemaleBlackHighschoolLowRetiredNever0.0493.4...50791401392535.289.0338.2Type 21
446MaleWhiteGraduateMiddleRetiredNever1.01097.2...5212516013718412.747.2023.5Type 21
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5 rows × 31 columns

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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df" } }, "metadata": {}, "execution_count": 40 } ] }, { "cell_type": "code", "source": [ "print(df.shape)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-DsyfkxBaPoT", "outputId": "c8873d08-c413-4155-918a-ae4b2df91a7a" }, "execution_count": 41, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(97297, 31)\n" ] } ] }, { "cell_type": "code", "source": [ "# Check for missing values in columns\n", "print(\"\\n--- Missing Values Count ---\")\n", "print(df.isnull().sum())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "5_McoWruZ7RT", "outputId": "300f2949-6031-4324-bae1-3379ef2fd092" }, "execution_count": 42, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "--- Missing Values Count ---\n", "Age 0\n", "gender 0\n", "ethnicity 0\n", "education_level 0\n", "income_level 0\n", "employment_status 0\n", "smoking_status 65\n", "alcohol_consumption_per_week 85\n", "physical_activity_minutes_per_week 0\n", "diet_score 0\n", "sleep_hours_per_day 0\n", "screen_time_hours_per_day 113\n", "family_history_diabetes 55\n", "hypertension_history 0\n", "cardiovascular_history 0\n", "bmi 0\n", "waist_to_hip_ratio 0\n", "systolic_bp 0\n", "diastolic_bp 0\n", "heart_rate 60\n", "cholesterol_total 0\n", "hdl_cholesterol 0\n", "ldl_cholesterol 0\n", "triglycerides 0\n", "glucose_fasting 0\n", "glucose_postprandial 0\n", "insulin_level 73\n", "hba1c 0\n", "diabetes_risk_score 77\n", "diabetes_stage 0\n", "diagnosed_diabetes 0\n", "dtype: int64\n" ] } ] }, { "cell_type": "code", "source": [ "# Check for duplicate rows\n", "print(\"\\n--- Duplicate Rows ---\")\n", "print(f\"Total duplicates: {df.duplicated().sum()}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "8iTMCVZsaBW1", "outputId": "d0496099-e9d5-416b-e5d2-5de9fda12cee" }, "execution_count": 43, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "--- Duplicate Rows ---\n", "Total duplicates: 0\n" ] } ] }, { "cell_type": "markdown", "source": [ "**Dataset Description**\n", "=====================\n", "\n", "Source: Kaggle — \"Diabetes and Lifestyle Dataset\"\n", "URL: https://www.kaggle.com/datasets\n", "\n", "Size: 97,297 rows × 31 columns\n", "\n", "Features:\n", "- Demographic: Age, gender, ethnicity, education_level, income_level, employment_status\n", "- Lifestyle: smoking_status, alcohol_consumption_per_week, physical_activity_minutes_per_week,\n", " diet_score, sleep_hours_per_day, screen_time_hours_per_day\n", "- Medical History: family_history_diabetes, hypertension_history, cardiovascular_history\n", "- Clinical Measurements: bmi, waist_to_hip_ratio, systolic_bp, diastolic_bp, heart_rate,\n", " cholesterol_total, hdl_cholesterol, ldl_cholesterol, triglycerides\n", "- Glycemic Markers: glucose_fasting, glucose_postprandial, insulin_level, hba1c\n", "- Target Variables: diabetes_risk_score, diabetes_stage, diagnosed_diabetes\n", "\n", "Research Question:\n", "Can we predict a patient's diabetes risk score based on their lifestyle habits,\n", "demographic background, and clinical measurements?\n", "This question is important because early identification of high-risk individuals\n", "can lead to timely interventions and better health outcomes." ], "metadata": { "id": "_j9BqXuBO4Ys" } }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "4t2QNyE6IPKS" } }, { "cell_type": "markdown", "source": [ "# **Part 2: Exploratory Data Analysis (EDA)**\n", "\n", "Use your EDA to tell the story of your data - highlight interesting patterns, anomalies, or relationships that lead you toward your classification goal. Ask interesting questions, and answer them.\n", "\n", "\n", "1. **Data Cleaning** : Check for missing values, duplicate entries, scaling/normalize issues, parsing dates, fixing typos, or any inconsistencies. Document how you address them.\n", "2. **Outlier Detection & Handling**: Identify outliers and decide whether to keep or remove them, providing a short justification.\n", "2. **Descriptive Statistics**: Summarize the data (e.g., mean, median, correlations) to reveal patterns.\n", "4. **Visualizations**: Use a set of plots (e.g., histograms, scatter plots, box plots) to illustrate **key insights.** Label charts, axes, and legends clearly.\n", "\n", "Tip: not necessarily in this order." ], "metadata": { "id": "6eLmNWJJIPS0" } }, { "cell_type": "markdown", "source": [ "## **1. Data Cleaning**" ], "metadata": { "id": "ss7YqkFMi_Pi" } }, { "cell_type": "code", "source": [ "# Numerical columns\n", "num_cols = [\n", " 'alcohol_consumption_per_week',\n", " 'screen_time_hours_per_day',\n", " 'family_history_diabetes',\n", " 'heart_rate',\n", " 'insulin_level',\n", " 'diabetes_risk_score'\n", "]\n", "\n", "for col in num_cols:\n", " df[col] = df[col].fillna(df[col].median())\n", "\n", "# Categorical column\n", "df['smoking_status'] = df['smoking_status'].fillna(df['smoking_status'].mode()[0])\n", "\n", "# Final verification\n", "print(\"Missing values after treatment:\")\n", "print(df.isnull().sum())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "HNmR0nlYi_br", "outputId": "dbfcc4ab-f536-4383-aca8-e125c5f8304c" }, "execution_count": 44, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Missing values after treatment:\n", "Age 0\n", "gender 0\n", "ethnicity 0\n", "education_level 0\n", "income_level 0\n", "employment_status 0\n", "smoking_status 0\n", "alcohol_consumption_per_week 0\n", "physical_activity_minutes_per_week 0\n", "diet_score 0\n", "sleep_hours_per_day 0\n", "screen_time_hours_per_day 0\n", "family_history_diabetes 0\n", "hypertension_history 0\n", "cardiovascular_history 0\n", "bmi 0\n", "waist_to_hip_ratio 0\n", "systolic_bp 0\n", "diastolic_bp 0\n", "heart_rate 0\n", "cholesterol_total 0\n", "hdl_cholesterol 0\n", "ldl_cholesterol 0\n", "triglycerides 0\n", "glucose_fasting 0\n", "glucose_postprandial 0\n", "insulin_level 0\n", "hba1c 0\n", "diabetes_risk_score 0\n", "diabetes_stage 0\n", "diagnosed_diabetes 0\n", "dtype: int64\n" ] } ] }, { "cell_type": "markdown", "source": [ "## **2. Outlier Detection & Handling**" ], "metadata": { "id": "ETsngBQzi_n5" } }, { "cell_type": "code", "source": [ "numeric_cols = df.select_dtypes(include=['float64', 'int64']).columns\n", "\n", "def detect_outliers(data):\n", " outliers_dict = {}\n", " for col in data.columns:\n", " Q1 = data[col].quantile(0.25)\n", " Q3 = data[col].quantile(0.75)\n", " IQR = Q3 - Q1\n", " lower_bound = Q1 - 1.5 * IQR\n", " upper_bound = Q3 + 1.5 * IQR\n", "\n", " outliers = data[(data[col] < lower_bound) | (data[col] > upper_bound)]\n", " outliers_dict[col] = len(outliers)\n", " return outliers_dict\n", "\n", "outlier_counts = detect_outliers(df[numeric_cols])\n", "print(\"Outlier counts per column:\")\n", "print(outlier_counts)" ], "metadata": { "id": "fUEbi2wOhssS", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "cd375ac3-1708-4420-b0bd-c674419f8c6a" }, "execution_count": 45, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Outlier counts per column:\n", "{'Age': 0, 'alcohol_consumption_per_week': 442, 'physical_activity_minutes_per_week': 3115, 'diet_score': 325, 'sleep_hours_per_day': 870, 'screen_time_hours_per_day': 301, 'family_history_diabetes': 21364, 'hypertension_history': 0, 'cardiovascular_history': 7693, 'bmi': 729, 'waist_to_hip_ratio': 265, 'systolic_bp': 517, 'diastolic_bp': 717, 'heart_rate': 836, 'cholesterol_total': 296, 'hdl_cholesterol': 555, 'ldl_cholesterol': 340, 'triglycerides': 291, 'glucose_fasting': 722, 'glucose_postprandial': 617, 'insulin_level': 325, 'hba1c': 599, 'diabetes_risk_score': 889, 'diagnosed_diabetes': 0}\n" ] } ] }, { "cell_type": "markdown", "source": [ "During the outlier detection process, I identified a high number of \"outliers\" in columns such as family_history_diabetes and cardiovascular_history. However, since these are binary categorical variables (represented as 0 and 1), the statistical IQR method incorrectly flags the minority class as an outlier. I have intentionally excluded these columns from the capping process to preserve the integrity of the medical history data. For the continuous variables (like BMI and Insulin), I applied Capping (Winsorization) to handle extreme values without losing data rows." ], "metadata": { "id": "ciFL_7uvlPVa" } }, { "cell_type": "code", "source": [ "# columns to handle outliers (excluding binary/target columns)\n", "cols_to_fix = [\n", " 'alcohol_consumption_per_week', 'physical_activity_minutes_per_week',\n", " 'diet_score', 'sleep_hours_per_day', 'screen_time_hours_per_day',\n", " 'bmi', 'waist_to_hip_ratio', 'systolic_bp', 'diastolic_bp',\n", " 'heart_rate', 'cholesterol_total', 'hdl_cholesterol',\n", " 'ldl_cholesterol', 'triglycerides', 'glucose_fasting',\n", " 'glucose_postprandial', 'insulin_level', 'hba1c'\n", "]\n", "\n", "# Applying Capping\n", "for col in cols_to_fix:\n", " Q1 = df[col].quantile(0.25)\n", " Q3 = df[col].quantile(0.75)\n", " IQR = Q3 - Q1\n", " lower_bound = Q1 - 1.5 * IQR\n", " upper_bound = Q3 + 1.5 * IQR\n", "\n", " # Cap the values\n", " df[col] = df[col].clip(lower=lower_bound, upper=upper_bound)\n", "\n", "print(\"Outliers have been capped successfully.\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "P8Q_jBEhlSrw", "outputId": "c41d7e91-9831-4cc3-c1ca-a29c062a6b70" }, "execution_count": 46, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Outliers have been capped successfully.\n" ] } ] }, { "cell_type": "markdown", "source": [ "## **3. Descriptive Statistics**" ], "metadata": { "id": "Jvvbg-3WjlOh" } }, { "cell_type": "code", "source": [ "# statistics of numerical data (mean, min, max, etc.)\n", "print(\"Numerical Data Summary:\")\n", "print(df.describe())\n", "\n", "# Check the distribution of our target variable\n", "print(\"\\nTarget Variable Distribution:\")\n", "print(df['diagnosed_diabetes'].value_counts())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PbsdLaMFjt_V", "outputId": "b204ebdd-06e9-403b-cf0d-8fda21b84466" }, "execution_count": 47, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Numerical Data Summary:\n", " Age alcohol_consumption_per_week \\\n", "count 97297.000000 97297.000000 \n", "mean 50.192699 1.998746 \n", "std 15.492557 1.398258 \n", "min 19.000000 0.000000 \n", "25% 38.000000 1.000000 \n", "50% 51.000000 2.000000 \n", "75% 61.000000 3.000000 \n", "max 90.000000 6.000000 \n", "\n", " physical_activity_minutes_per_week diet_score sleep_hours_per_day \\\n", "count 97297.000000 97297.000000 97297.000000 \n", "mean 116.767562 5.997125 6.998562 \n", "std 77.362637 1.774494 1.087131 \n", "min 0.000000 1.200000 4.200000 \n", "25% 57.000000 4.800000 6.300000 \n", "50% 100.000000 6.000000 7.000000 \n", "75% 160.000000 7.200000 7.700000 \n", "max 314.500000 10.000000 9.800000 \n", "\n", " screen_time_hours_per_day family_history_diabetes \\\n", "count 97297.000000 97297.000000 \n", "mean 5.993908 0.219575 \n", "std 2.460083 0.413961 \n", "min 0.500000 0.000000 \n", "25% 4.300000 0.000000 \n", "50% 6.000000 0.000000 \n", "75% 7.700000 0.000000 \n", "max 12.800000 1.000000 \n", "\n", " hypertension_history cardiovascular_history bmi ... \\\n", "count 97297.000000 97297.000000 97297.000000 ... \n", "mean 0.250912 0.079067 25.613898 ... \n", "std 0.433540 0.269845 3.569922 ... \n", "min 0.000000 0.000000 16.000000 ... \n", "25% 0.000000 0.000000 23.200000 ... \n", "50% 0.000000 0.000000 25.600000 ... \n", "75% 1.000000 0.000000 28.000000 ... \n", "max 1.000000 1.000000 35.200000 ... \n", "\n", " cholesterol_total hdl_cholesterol ldl_cholesterol triglycerides \\\n", "count 97297.000000 97297.000000 97297.000000 97297.000000 \n", "mean 185.953883 54.041718 102.962537 121.423682 \n", "std 31.921819 10.217131 33.271794 43.262007 \n", "min 100.000000 26.000000 50.000000 30.000000 \n", "25% 164.000000 47.000000 78.000000 91.000000 \n", "50% 186.000000 54.000000 102.000000 121.000000 \n", "75% 208.000000 61.000000 126.000000 151.000000 \n", "max 274.000000 82.000000 198.000000 241.000000 \n", "\n", " glucose_fasting glucose_postprandial insulin_level hba1c \\\n", "count 97297.000000 97297.000000 97297.000000 97297.000000 \n", "mean 111.116705 159.996834 9.058173 6.519916 \n", "std 13.487006 30.806294 4.937566 0.809874 \n", "min 75.000000 76.000000 2.000000 4.320000 \n", "25% 102.000000 139.000000 5.100000 5.970000 \n", "50% 111.000000 160.000000 8.790000 6.520000 \n", "75% 120.000000 181.000000 12.450000 7.070000 \n", "max 147.000000 244.000000 23.475000 8.720000 \n", "\n", " diabetes_risk_score diagnosed_diabetes \n", "count 97297.000000 97297.000000 \n", "mean 30.222801 0.600039 \n", "std 9.060985 0.489892 \n", "min 2.700000 0.000000 \n", "25% 23.800000 0.000000 \n", "50% 29.000000 1.000000 \n", "75% 35.600000 1.000000 \n", "max 67.200000 1.000000 \n", "\n", "[8 rows x 24 columns]\n", "\n", "Target Variable Distribution:\n", "diagnosed_diabetes\n", "1 58382\n", "0 38915\n", "Name: count, dtype: int64\n" ] } ] }, { "cell_type": "markdown", "source": [ "## 4. **Visualizations**" ], "metadata": { "id": "VV_VtZislhWZ" } }, { "cell_type": "markdown", "source": [ "**Distribution of Diabetes Diagnosis**" ], "metadata": { "id": "E_azLUntl4yu" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(7, 5))\n", "ax = sns.countplot(data=df, x='diagnosed_diabetes', palette='viridis')\n", "\n", "ax.set_xticklabels(['0 = Healthy', '1 = Diabetic'])\n", "\n", "plt.title('Distribution of Diabetes Diagnosis')\n", "plt.xlabel('Diagnosis Status')\n", "plt.ylabel('Count')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 486 }, "id": "KLhzPQbB1RTW", "outputId": "c30b64c8-e600-41b7-e915-0869bb9e81f6" }, "execution_count": 48, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 636, "height": 469 } } } ] }, { "cell_type": "markdown", "source": [ "Description: This plot shows that the dataset is relatively balanced, with approximately 41% of participants diagnosed with diabetes and 59% who are not." ], "metadata": { "id": "WXgZqRg4nj7t" } }, { "cell_type": "markdown", "source": [ "**Age Distribution**" ], "metadata": { "id": "DCVF0fJhvQpC" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(8, 5))\n", "sns.histplot(df['Age'], kde=True, color='teal')\n", "plt.title('Age Distribution of Participants')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 486 }, "id": "6WqdeUBdva9P", "outputId": "63d7a2fa-2cb7-4001-8c13-b6cb936aa2aa" }, "execution_count": 49, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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MSdGygwcdxkpKK4h0NptND7Vtq2d//90c+y48XB/366fydv2CAQAAgKwUaQhct25dhxD42LFjstlsqlWrltzd3bM9z2azycvLS7Vq1VKXLl306KOPqnbt2kVZKgAAAMqo1UePKjYpyXxskzSwhIXAknT/DTfohRUrlPr3Qon45GQt2LtXD7dr5+TKAAAAUNIVaQh89OhRh8cuf99d+bffflNQUFBRXhoAAADIk4X79zs87uTvr5rlyjmpmuzVLFdO/Rs31uKICHNsVlgYITAAAAByVaw3huvRo4d69OghX1/f4rwsAAAAkCXDMBxCVanktYKw91Dbtg6PN0ZGKuLCBSdVAwAAgNKiWEPgNWvWaPXq1apXr15xXhYAAADI0r6oKJ2KiXEYG9ysmZOqyd1tjRurmo+Pw9isnTudVA0AAABKi2INgQEAAICSZNWRIw6PA/z81LRKFSdVkzt3V1fdf8MNDmNf/vmnUtPSnFQRAAAASoMi7QmcF1euXFFMTIxSU1NzPbZu3brFUBEAAADKiowh8I0NGjjc2LgkerBNG72/ZYv5+FRMjH47dEj9Gjd2YlUAAAAoyZwSAv/+++/69NNPtWHDBl28eDFP59hsNqWkpBRxZQAAACgrUtPStCbDjYxvbNDAOcXkQ6saNdShdm1tO3XKHJsZFkYIDAAAgGwVewj8j3/8Q5988omkazfiAAAAAJxh19mzunT1qsNY7/r1nVNMPj3Ypo1DCLzor790IT5eVTL0CwYAAACkYg6B582bpylTpkiSvLy8NGTIELVv316VK1eWiwvtiQEAAFB8MraCaFy5sgIqVHBSNfkzrGVLPbV8uRL/bqmWlJqqebt3a3zHjk6uDAAAACVRsYbA06ZNkyQFBARo1apVatSoUXFeHgAAADCtzBAC31QKWkGkq+TtraHNm+ubPXvMsVlhYYTAAAAAyFKxLr/9888/ZbPZ9OqrrxIAAwAAwGmSUlO1/tgxh7HS0A/Y3oNt2jg83nnmjMLOnHFOMQAAACjRijUETk5OliS1bdu2OC8LAAAAONh68qTi/v7dNF2vUtIPON1NDRrI38/PYWzWzp1OqgYAAAAlWbGGwPX//sU6Nja2OC8LAAAAOMjYD/iGGjVUzdfXSdUUjKuLi0a1bu0wNnf3biWmpDipIgAAAJRUxRoC33777ZKklStXFudlAQAAAAerjh51eHxjKVsFnG5UhpYQFxIStDgiwjnFAAAAoMQq1hD46aefVt26dfXBBx9o//79xXlpAAAAQJKUkJysTZGRDmOlrR9wukaVK6tHvXoOY7PCwpxTDAAAAEqsYg2BK1SooOXLl6tGjRrq0qWLPv30U126dKk4SwAAAEAZtykyUkmpqeZjF5stU5BamjyUYTXwrwcP6lRMjHOKAQAAQInkVpwXa9iwoSQpPj5e0dHRGj9+vP7xj3+oatWq8vHxyfFcm82mQ4cOFUeZAAAAsLCM/YA71K6tCl5eTqrm+t0ZFKQnli1TbFKSJCnNMPTlrl16oVs3J1cGAACAkqJYQ+CjGXqvGYYhwzB07ty5XM+12WxFVBUAAADKEqv0A07n6+Ghu4OCNNOuDcSssDA937Urv0MDAABAUjGHwCNHjizOywEAAAAOriQmauvJkw5jpbUfsL2H2rZ1CIEjLlzQ5hMn1CUgwHlFAQAAoMQo1hB41qxZxXk5AAAAwMH6Y8eUahjmYw9XV3WtW9eJFRWOLgEBalKliiIuXDDHZu7cSQgMAAAAScV8YzgAAADAmTL2A+7s7y8fd3cnVVN4bDabRrVu7TD27d69Zp9gAAAAlG2EwAAAACgzMvUDtkAriHQjWreWi10P4NikJM3bvduJFQEAAKCkIAQGAABAmXAhPl5hZ844jFkpBK7j56f+jRs7jH22bZsMu/YXAAAAKJuKtSfwl19+eV3njxgxopAqAQAAQFmzJsMqYB93d4XUqeOcYorIYx06aElEhPk47MwZbTlxQp3pDQwAAFCmFWsIPGrUKNns3qKWHzabjRAYAAAABZaxH3D3unXl4erqpGqKRt/AQDWoWFFHoqPNsc+2bSMEBgAAKOOKvR2EYRgF/gAAAAAKav3x4w6Pe9ev75xCipCLzaZx7ds7jC3Yu1dR8fFOqggAAAAlQbGuBD6SYfVFVuLi4hQREaF58+bp+++/V9euXTV9+nT5+PgUQ4UAAACwoksJCdpz7pzDWI969ZxUTdF6qG1bvbJmjZJSUyVJiampmrVzp57t2tXJlQEAAMBZijUErpfHX7SDgoI0ZMgQLViwQPfdd5/Gjx+v33//vYirAwAAgFVtPnFC9u8r83JzU7tatZxWT1Gq5uuru4KCNHf3bnNs2vbterpLF7kUsDUbAAAASrdibweRH3fffbdGjhyp1atXa9q0ac4uBwAAAKXUhgytIELq1JGnW7GuhyhWj3bo4PD40KVL+v3QISdVAwAAAGcr0SGwdC0INgxDs2fPdnYpAAAAKKUyhsBdLX6jtC4BAbqhRg2HsU+3bXNSNQAAAHC2Eh8C1/j7l9e//vrLyZUAAACgNEpMSVHoyZMOY93q1nVSNcXDZrNlWg28JCJCxy9fdlJFAAAAcKYSHwIf/3vVRnJyspMrAQAAQGm0/fRpJf59kzRJsknq7O/vvIKKyfBWrVTOw8N8nGYY+nz7didWBAAAAGcp0SFwcnKyJk2aJEkKDAx0cjUAAAAojTK2gmhZvboqeXs7qZriU97TUyNuuMFh7PMdO5RkF4gDAACgbCjWu2Ecz/ALeFbS0tJ06dIlbdu2TVOmTNGePXtks9l07733FkOFAAAAsJqMIbDVW0HYezQ42KEX8Nm4OC3cv193t2jhxKoAAABQ3Io1BG7QoEG+zzEMQ507d9Y///nPIqgIAAAAVpZmGNoYGekwVpZC4JbVq6tb3boOQfiHf/yhu4KCZLPZnFgZAAAAilOxtoMwDCNfH5UqVdKLL76oFStWyNPTszhLBQAAgAXsj4rSxYQEh7GyFAJL0mMZbhC3KTJS6/PwDj0AAABYR7GuBJ41a1aux7i4uKh8+fJq0KCBWrZsKVdX12KoDAAAAFaUsRVEgJ+f6lao4KRqnOPOoCC9sHKljl++bI5NXL9ePerVc2JVAAAAKE7FGgKPHDmyOC8HAACAMq4s9wNO5+7qque6dNETy5aZY8sPHdK2U6fUoXZtJ1YGAACA4lKs7SAAAACA4kQIfM1Dbduquq+vw9ibGzY4qRoAAAAUN0JgAAAAWNLJK1d0JDraYayshsDe7u56qlMnh7Ef9+1T+PnzTqoIAAAAxalY20FktH37dq1YsUJ79uzRxYsXJUmVK1dWy5YtdfPNN6t9+/bOLA8AAACl2MbISIfHFTw91aJaNSdV43yPBgfrzQ0bdDkx0Rx7e+NGzRkyxHlFAQAAoFg4JQTevXu3xo4dq9DQ0GyP+de//qWOHTtq2rRpatWqVTFWBwAAACvI2AqiS0CAXF3K7hvh/Dw9NT4kRP9dv94cm/vnn3q9Vy/Vr1jReYUBAACgyBX7b8ErVqxQSEiIQkNDZRiGDMOQm5ubatSooRo1asjNzc0c37Jli0JCQrRy5criLhMAAAClHP2AM3uyUyf5uLubj1MNQ5M2bnRiRQAAACgOxRoCR0VF6a677lJiYqJsNptGjx6tP/74Q3FxcTp16pROnTql+Ph4hYaGasyYMXJ1dVViYqLuuusuXbhwoThLBQAAQCl2JTFRu86edRgjBJaq+vhoXIaWazN37tTpmBgnVQQAAIDiUKwh8IcffqjLly/Lw8NDS5cu1fTp0xUcHCw3t//vSuHq6qoOHTpo2rRpWrp0qdzd3XX58mV9+OGHxVkqAAAASrEtJ04ozTDMx+4uLgquXduJFZUcT3fuLHe7thiJqal6f8sWJ1YEAACAolasIfDSpUtls9n0xBNPqG/fvrke36dPH40fP16GYWjp0qXFUCEAAACsIGMriA61a8vbrg1CWVbHz0+j2rRxGPts2zZdTEhwTkEAAAAocsUaAh85ckSSNGjQoDyfk37s4cOHi6QmAAAAWM/GyEiHx7SCcPRc165ysdnMx7FJSfrvunVOrAgAAABFyS33QwrP1atXJUm+vr55Pif92MTExCKpCQAAANaSnJqqLSdOOIzlNwQeOXKkwsPDC1xDeHi4jHLlCnx+UQusXFn3tmypebt3m2Mfh4ZqTLt2al6tmhMrAwAAQFEo1pXANWvWlCTt3Lkzz+ekH1ujRo0iqQkAAADWEnbmjOKTkx3GugQE5GuO8PBwhe3erVMxMQX6iE9IUEpKSmE+rUL3n1695OHqaj5OSUvThOXLZdj1UgYAAIA1FOtK4O7du+vrr7/WW2+9pbvvvlt+fn45Hh8TE6O3335bNptN3bt3L6YqAQAAUJpl7AfcrGpVVfXxyfc81evX15ipUwtUw8R+/Qp0XnFqVLmynuncWRM3bDDHfjt0SIv++kuDmzVzYmUAAAAobMUaAo8bN05ff/21jhw5oh49emjGjBnq0KFDlsdu27ZNY8eO1aFDh2Sz2TRu3LjiLBUAAABOdD3tGA62by/VqmU+7pbPVcBlyYvdu2vOrl06GRNjjj3122/qGxgoL7di/a8CAAAAilCx/mbXtWtXPfbYY/r000+1e/dudezYUS1atFDHjh1VvXp12Ww2nT17Vn/88Yf27t1rnvfYY4+pa9euxVkqAAAAnCi9HUP1+vXzdZ4h6UqlSg5j3BQue+U8PDTplls0/McfzbHDly7pvc2b9S/eiQcAAGAZxf7n/Y8//lg+Pj567733lJaWpj179jgEvpLMPmQuLi565pln9NZbbxV3mQAAAHCygrRjuBAfrylbtzqMlcYQ+NLp04qOjFRwcHCB5wgKCtKcOXNyPW5Yy5b6dOtWbYyMNMf+t369RrRuLf9c2rcBAACgdCj2ENhms2nSpEkaMWKEPvvsM61YsUIHDhxwOKZx48a6+eab9eijj6ply5bFXSIAAABKqeNXrjg8rlmunBpmWBlcGqQkJSk5OVmn7No05Me5o0fzfKzNZtPH/fqp/fTpSr8lXHxysp5fsUJzb7+9QNcHAABAyeK0Rl8tW7bUJ598IklKSkrSpUuXJEmVKlWSh4eHs8oCAABAKXb88mWHx4kREQoJCcn3POHh4TLKlSussgrEvUKFAt+Y7vNHHsnX8W1r1dKYdu00fccOc2ze7t16tEOHUrmSGgAAAI5KxN0ePDw8VKNGDWeXAQAAgFIuMkMInHr6dIFW08YnJMjdy6uwyioV/nvjjVoQHq7oq1fNscd/+UWho0fLk5vEAQAAlGpF+tvcsmXL9NJLL0mSnnnmGd133315PnfevHmaPHmyJGnSpEm6+eabi6RGAAAAWENcUpIuJCQ4jN0zZoxqly+f77km9utXWGWVGtV8ffV6r1568tdfzbE/z57V8ytW6INbb3ViZQAAALheLkU1sWEY+uc//6ldu3apWrVq+QqAJWnYsGGqWrWqwsLC9PTTTxdRlQAAALCKjP2AlZSkmk5u6VDaPNqhg1pWr+4w9uEff2jh/v1OqggAAACFochC4FWrVikiIkIuLi56//33832+zWbTBx98IFdXV+3Zs0dr164tgioBAABgFRn7AdvOnJGLzeakakond1dXzb39dnllaP/w4M8/61h0tHOKAgAAwHUrshD4hx9+kCTdcsstCgoKKtAcQUFB6tu3ryTp+++/L7TaAAAAYD0Z+wHbTp1yUiWl2w01aujDDO0foq9e1bAfflByaqqTqgIAAMD1KLIQODQ0VDabTQMHDryueQYMGCDDMLRly5ZCqgwAAABWk5SaqtOxsQ5jhMAFN6ZdO93TooXD2OYTJ/Tv1audVBEAAACuR5GFwMeOHZMkNW3a9LrmadKkiSTp6NGj11sSAAAALOrklStKM4z/H0hLk+3sWecVVMrZbDZNHzhQjSpVchh/e+NG/XrwoJOqAgAAQEEVWQh8+e+341WuXPm65kk//0rGG30AAAAAf8t4Uzjb2bOyJSc7qRpr8PP01Ld33il3F8f/Mjzw0086ye/mAAAApYpb7ocUjJ+fny5duqTo67yBRPr55cuXv/6iAAAAkCcjR45UeHj4dc0RFBSkOXPmFFJFOcvUD/jEiWK5rtW1r11bk/v00ZO//mqORcXHq9/cuVo9cqSq+Pg4sToAAADkVZGFwNWqVdOlS5cUHh6uXr16FXieffv2SZKqV69eSJUBAAAgN+Hh4QrbvVvV69cv0PnnirGVV5phKDLjSmBC4EIzPiREq44c0c9//WWO7T53TrfOnasVDzygCl5eTqwOAAAAeVFkIXBISIj++usvLV68WI899liB5/n5559ls9kUHBxciNUBAABY3/Ws5g0PD5d7hQoaM3Vqgc7//JFHCnReQZyNjVVSaqrDGCFw4bHZbJo5eLBCPv9chy5dMse3nTql2+bN0/L775evh4cTKwQAAEBuiiwE7tevn7766iv99ttv2rBhg7p165bvOdatW6fffvtNNptN/fr1K4IqAQAAio6zWypcz2re+IQEuZeSFZ4Z+wFX9vZWTFycVIZbFVw6fVrRkZEFXkiR8XVX2dtbK0aMUI9ZsxxWXW+MjNSQb7/V4mHD5OVWZP+1AAAAwHUqst/U7rjjDtWvX19Hjx7VXXfdpXXr1qlx48Z5Pj8iIkJ33323bDab6tevrzvvvLOoSgUAoFRIMwzzZkwVvLxUzsNDLjabk6tCTq63pcLpAwcUHh7ulNW8E0vRH+Az9gMO8PPT9UXvpV9KUpKSk5N1KiYm3+dm18qjfsWKZhB8Ni7OHF9x+LDu+u47/XD33fJwdS1oyQAAAChCRRYCu7u7a/Lkybrzzjt17tw5tW/fXm+88YZGjx4tX1/fbM+LjY3VjBkz9Morryg2NlY2m03vvvuu3FhZAAAow5L9/PT5jh06Extrjtkk+Xl6ys/TU5W8vNSqRg0FVq7svCKRper16xe4pcLEfv0Un5hYoCBPKl2reQvKMAwdzxAC161QocyHwJIK/AeAnFp5NKlSRStGjFDP2bN1MSHBHF8SEaHhP/6or4cOlSe/twMAAJQ4Rfob2u23367XX39dr776quLi4vTUU0/p3//+t7p376727durevXq8vX1VVxcnM6ePasdO3Zo/fr1iouLk2EYkqTXX39dQ4YMKcoyAQAosdIMQ2cbNND5Zs0kuwBYkgxJlxMTdTkxUZFXrujPc+fUoXZt9QsMZIWwhVxPX97StJq3oKKvXlVMUpLDWN0KFZxUjTXkpZVEjQoVdLlTJ6W6u5tj34eH69cNG9Ro2za1DgwscBsTAAAAFL4i/zP9v//9b/n7+2v8+PGKj49XbGysfv31V/36669ZHp8e/vr4+GjKlCkaNWpUUZcIAECJdPzyZT3488+KbNEiz+dsO3VKFxMSdFdQEP05USZk7Afs7eamKt7eTqrGGvLUSiImRhXXrNHF3r1l2P2sia1cWbs6dlRyWFjRFwoAAIA8K5b/HT744IPq27ev3nvvPX355ZeKiorK9tiqVatq5MiR+uc//6natWsXR3kAAJQohmFo3u7devyXX3Q5MTHf5x++dElf7NypYS1bqjJhGCwuq1YQNlbCX7e8rkA/cumS5u/Zo+S0tP8frFBB+7t21cL9+zWkWbMirBIAAAB5VWxLhGrXrq3Jkydr8uTJ2rt3r3bt2qULFy4oJiZG5cuXV5UqVdS6dWu1yMdqJwAArGji+vV6efXqLPd19vdX7/r1lZSaaraCOB8Xp3XHjin173fTSFJUfLxm7Nihu/l3FRaX8aZwtIIoXg0qVdJDbdvqmz17HP5olebmpqHffqv/3XijXuzWjWAeAADAyZzyPtEWLVoQ9gIAkIUtJ07olTVrMo27xsVpeOfOalCpkiTJ3dVVvh4eql2+vJpXraqGlSrpmz17FJecbJ6TkJKir/78U37160sXLhTTMwCKT3xyss7HxzuMBfj5OamasqtmuXIa066dvt27V5EZ2nO8tGqVtp46pekDBqhaDjeHBgAAQNFycXYBAADgmoTkZI1auFBpdit6JanKiROqtmyZGQBnxd/PT2PatVONDCFLmmEoumNHxeZwLlBaHYuOdnjs5uKi2uXLO6eYMs7Xw0MjWrdWmxo1Mu1buH+/Wn32mZZGRDihMgAAAEiEwAAAlBj/Xr1af2VYsft6r15qEBYmF7sVvtmp4OWlh9q2VdMqVRx3uLjocJs2ulKA/sJASXY0QyuIAD8/ubrw662zuLm4aFDTpvLbuVPK8Mess3FxGjB/vh5ZskSxSUlOqhAAAKDs4rdkAABKgE2RkXpv82aHseDatfWv7t3zNY+Hq6vuadFCIXXqOIwn+fpq/LJl110nUJJkXAlcr2JFp9SB/2ez2VRu/341Dg1VVR+fTPunbd+uttOmacuJE06oDgAAoOwiBAYAwMni/24DYb9uzsPVVbOHDJFbAVY12mw29W3USHUz9Eb9ctcufbNnz3VWC5QMCcnJOhsX5zBWn5vClRgVzp/X7kcf1W2NG2fad/DiRXWdOVNPL1/OqmAAAIBiQggMAICTvbRypQ5cvOgw9kbv3gqqVq3Ac7rYbBravLk8XV0dxh9ZskTHM7yFHiiNMr6OXW021eGmcCVKzXLltHjYME0bMEC+7u4O+9IMQ+9t2aKWn36qZQcOOKlCAACAssPN2QUAAFCWrT92TB/+8YfDWCd/fz3dufN1z13Ry0u3NW6sH/fvN8cuJybqgZ9+0qoRI+idilItYz9gfz+/Aq2cR+G7dPq0oiMjFRwcbI418PHRkTZtFFe5ssOxxy5fVv9581T55EkF7N0r979XBgcFBWnOnDkFuv7IkSMVHh5e8CdwndcHAAAoiQiBAQBwkrikJD34888ObSA8XV01a/DgQgtoW9WooWW//qqE+vXNsXXHjmnSxo16MZ/9hoGShH7AJVdKUpKSk5N1Kibm/wdjYuT3229yad5cMS1bShnepXCxTh1dqlpVFcLCFL18ucLDwwsc5IaHhyshKUm1GjUq0Pnnjh4t0HkAAAAlGSEwAABO8u7mzTp06ZLD2P9uvFHNqlYt1OtU2LZNqdWrK8nuJk2vrFmjmxs2VHCGG8gBpcHVlBSdiY11GKMfcMniXqGCxkydmuW+C/HxWhIRkWk1t+HpqeiOHWWrWVPxS5Y4hsj5EJ+QIPdKlbK9fm4+f+SRAp0HAABQkhECAwDgBPHJyfooQxuILgEBmtCpU6FfyyU5WQ127tSBbt2UZlxbd5ySlqbRixdrx9ixtIVAqRN5+bLDCnoXm03+9AMuNar4+GhE69YKO3NGvx0+rKspKQ77jXr1pHHj1DQwUF0DAvL9M2piv36FWS4AAIAl8L8+AACcYNbOnbqQkOAw9mn//kUWyJa/dEn/6tbNYezPs2f15a5dRXI9oChlXEFap3x5uWdoL4CSzWazqW2tWno8OFgtq1fPfICbm1YfPapp27crkptZAgAAXDdCYAAAillKWpre3bzZYaxfYKBa16xZpNd9pWfPTGHLS6tWKe7vGzEBpQX9gK2jnIeH7mjeXPe1bKkKnp6Z9p+Pj9fMsDAtO3hQSampTqgQAADAGgiBAQAoZj+Eh+tIhhDrua5di/y67q6umnzLLQ5jp2NjMwXSQEmWlJqaqVcs/YBLv8ZVquix4GB19veX0tIy7Q89eVJTt23L9AcAAAAA5A0hMAAAxcgwDE3atMlhLLh2bfWsV69Yrt83MFB9GjVyGJu0caNOF/AGTEBxy9gP2CYpgBDYEjxcXdWnUSO5zZkjnTuXaf+lq1c1e9cu/XrwoJJZFQwAAJAvhMAAABSjVUeOaMfp0w5jz3XtKpvNVmw1TL7lFrnYXS8uOVmvrF5dbNcHrkfGfsC1y5eXB/2ALcV29qzcvv1WtzRsKLcs+qT/cfKkptIrGAAAIF8IgQEAKEYZVwE3qlRJQ5s1K9YaWtWooQfbtHEYmxkWpt1nzxZrHUBB0A+4bLAZhroEBOiR9u0V4OeXaf/FhATNDAvTqiNHlGYYWcwAAAAAe4TAAAAUk7AzZ/TboUMOY8906SLXLFa6FbU3eveWj7u7+TjNMPTs778Xex1AfiSnpuok/YDLlCo+PhrVpo36NGwo1yzeMbH++HHNDgvT5atXnVAdAABA6eHm7AIAACgr3smwCriaj49Gtm7tlFpqlS+v57p00Wtr15pjyw8d0vKDB9U3MNApNZVEI0eOVHh4eIHPDw8Pl1GuXCFWVLaduHLFYdWnTVJdQmDLc7HZ1DkgQI2rVNHC/fsz/SEg8soVTd2+XYOaNFHzatWcVCUAAEDJRggMAEAxOBodrW/37HEY+0fHjvK2W41b3J7p0kXTtm/X6dhYc+zZ33/XzQ0bOmV1ckkUHh6usN27Vb1+/QKdH5+QIHcvr8ItqgzL2A+4Zrly8nTj19myoqqPjx5q21abIiO1+uhRhz8IXE1J0YLwcHWoXVuGm5uKr8s6AABA6cBvzQAAFIP3N29Wql1g4evurseCg51YkeTr4aH/3nijHl60yBzbfe6cvty1Sw+2bevEykqW6vXra8zUqQU6d2K/foVcTdlGP2C42GzqVreu6lesqB/27VN0hjYQ206dkkaMkNuyZU6qEAAAoGRimQ8AAEXsUkKCZuzc6TA2pl07Vfb2dlJF/29k69a6oUYNh7H/rV+vlLQ0J1UEZC0lLU0nrlxxGKMfcNnl7+ence3bq0VW7R+qV1fKPffowIULxV8YAABACUUIDABAEZu3e7fik5PNx642m/7ZubMTK/p/ri4uevvmmx3GDl26pHm7dzupIiBrJ69ccVhNL9EPuKzzcnPTHc2ba1CTJnLP2MLGy0vz9uzRumPHZGR43QAAAJRFhMAAABSxWWFhDo9vb968RIVXfRs1UkidOg5j/123TqmsBnaqmMREpfbqpZShQ7UkIkK7zp7VpYSEMhtoZdUP2Jk9tVEy2Gw2ta1VS2PatVM1H59M+1cfPaoFe/cqMSXFCdUBAACUHITAAAAUod1nz2r76dMOYw+VsH67NptNr/To4TB24OJFfbt3r5MqKtsuX72qXw4c0Id//KG0Tp1kBARo++nTWrh/vz4KDdV7W7Zowd692nrypJJSU51dbrE5cumSw+N6JegPKXC+ar6+Gt2unYKyaA+x/8IFfb5jh6Li451QGQAAQMlACAwAQBHKuAq4TvnyuqVhQ+cUk4P+jRurXa1aDmOsBi5e0VevaklEhD4KDdXWU6cytT5IF5uUpH1RUfrl4EFN275dFxMSirnS4peYkqLIDP2AG3BTOGTg4eqqO5s3l8uqVVKGn10XEhI0Y8cOHc7wxwQAAICyws3ZBQAAYFXJqan6+s8/HcZGtG4t14y9K0uA9NXAQ7791hzbFxWlH/bt090tWjitrpEjRyo8PPy65ggKCtKcOXMKqaLCZxiG1h47pvXHjystn60eLiYkaObOnbqvVSvVLl++iCp0vsPR0Q6fG1ebTQ0qVXJiRSipbDabXENDZbt8WR533aUEuzYQiX//TO7fuLE61K7txCoBAACKHyEwAABF5JcDB3Q+w9uPR7Vp45xi8mBQ06ZqXaOGdp09a479Z+1a3RkUJBebzSk1hYeHK2z3blWvX79A5587erRQ6ykKm06c0Npjx7LemZoqW0SEmnbrpuNXrjjcYDBdXHKyZoeF6Z4WLdSocuUirtY5Dl686PC4boUK8nB1dVI1KA1cIiM1tn17fbt3r87ExprjhqSlBw7oQny8bmnUyGk/2wAAAIobITAAAEUkYyuILgEBalKlinOKyQObzaZXevbUHQsWmGN7z5/XT/v26Y6gIKfVVb1+fY2ZOrVA537+yCOFXE3h2h8VpRWHD2cad7XZ1K5WLe186SXZUlN1zyOPyDAMXUxIUOSVK9py4oTOxsWZxyenpWnenj0a3PT/2Lvv+CjrdP//75lJ751USEiBhBZKAAULdmyIrm0t2FDcc/boOXvWs8Xv/s7Z4q7bi+6ygiU27GJF7CKg9BYmIQQSSEJCEkjvmZnfH2I2MxMgCUnulNfz8eDhzPW57899RQaYueZzX58JmjpmzGD+CAPO4XDogEsROGWEFrvRv0J8fHRXZqZW5+XJWlXlNPZ1aamONzfr2vR0eXvwkQgAAIx8Q+9+VAAARoCKxka9t3+/U+zOIbwK+FvXTJyoyVFRTrGfr1vX6zYFOL2y+nq9kZvrFp8TF6cH5szR5ampMtXXd8ZNJpPC/fyUGR2tOzMz3Xri2h0OvZmXp43FxXKMoN+vqqYm1ba2OsUoAqOnPC0WfScjQ/PHjnUbyz9+XE/v3Kk6l9cXAADASEQRGACAAfD87t3q6LIxka+Hh6G9dXvKbDLp/517rlNs99GjemffPoMyGpnqW1u1KidH7S6bV12UlKTLUlIU6O19yvO9PTx0y5QpbgV7Sfro4EFtLCnp13yN5NoKIsjbW5F+fgZlg+HIZDLpwqQkLZowwa39w9HGRq3cvl1Hu7SMAAAAGIkoAgMA0M8cDodbK4jrMjIUdJrC3lBxXXq60iMinGL/98UXI2p1qZHabTatyslRfVubUzwzOlpnJyT0eB6L2axrJ07U3Lg4t7FPCwt1pMsq4uGsoLra6XlyaKhM9HFFH2RGR+v2qVPl69L+ob6tTU/v3KmDLq81AACAkYQiMAAA/Wx7WZlyKiqcYsOhFcS3LGazHnZZDbyjvFxrDxwwKKORw3GiZUOZy6rDccHBujI1tdfFTZPJpEtTUnTx+PFOcbvDoTdyc+UY5r1O7RaLDtXUOMVoBYEzMS4kRPfMmKFwX1+neKvNphf27NGu8nKDMgMAABhYo7YIvHXrVv385z/XJZdcovj4eHl7eysgIEBpaWm68847tX79+l7Nt2bNGi1evLhzrvj4eC1evFhr1qzp8RwdHR1avny5zjnnHEVGRsrX11fJycm67777tHfv3h7PU1VVpZ/97GeaOnWqgoKCFBQUpKlTp+pnP/uZjh071qufCwDQe66rgBNDQnR+YqIhufTVjZMmuW1i9+iGDQZlM3KsO3RIuS4bVIX6+OiGSZNkMff9bdnZCQk6x6Xn6bHmZtkXLOjznENB25gxsnVZgW6SND401LiEMCKE+frq7unTNTYoyCludzi0et8+1U+aJO57AAAAI83wXh7SR+eee66+/PJLt3hbW5v279+v/fv365lnntHtt9+uFStWyMvL66Rz2e123XvvvXryySed4qWlpSotLdXq1at1zz336J///KfMp/hwV1VVpcsvv1xbtmxxih88eFBPPPGEsrOz9dhjj+mee+455c+2adMmXXPNNSp3WcWwZ88e7dmzRytXrtTq1as1e/bsU84DAOiblo4Ovbhnj1NsybRpbn0ohzqL2ayHzj5b97zzTmfs86IibS4t1exu2g/g9I43N2vd4cNOMW+LRd+dMkV+np5nPP9548bpQHW1UxsI+8yZMg3j/sCtMTFOzxOCg+UzzFc3Y2jw9fTUbdOm6c28PFkrK53G6qdO1aGQELXbbPK0WAzKEAAAoH+NypXAR44ckSTFxsbqgQce0GuvvabNmzfrq6++0h//+EfFnfhw++yzz+qOO+445Vw//elPOwvA06dP16pVq7R582atWrVK06dPlyStXLlSDz/88EnnsNlsWrx4cWcB+Nprr9WaNWu0adMm/fWvf1VUVJRaW1t13333nXJlcXFxsa666iqVl5fLw8NDDz30kNatW6d169bpoYcekoeHh8rKynTVVVepZBh/IASAoeztfftU3dLiFFsybZpB2ZyZW6dOVWxgoFOM1cB99/HBg7K7rGq9YdIkRfTTJmcWs1mLJ06Uh8uXzraLLlJTe3u/XGOwtbgUgVNYBYx+5GE26zvp6ZobH+82VjV2rK5+6SU1uPTuBgAAGK5GZRF44sSJevnll3X48GH9+c9/1nXXXaesrCzNnTtX//mf/6mdO3cqLS1NkrRq1SqtW7eu23ny8/P1+9//XpI0a9YsbdiwQTfddJOysrJ00003af369Zo1a5Yk6Xe/+50KCgq6nSc7O7uz/cT3vvc9vf7667rssss0e/Zsff/739eGDRsUFBQku92u//iP/1BHR0e38/z0pz9V5YmVDC+++KIeffRRnXPOOTrnnHP06KOP6oUXXpAkVVRUnLIoDQDou2dcWkGcn5iopGFauPL28NCDc+Y4xd7MzdU+l3YGOL1DNTVubSDmxsf3e2uDCD8/XeLSH1j+/no3P3/YbezX4ucnm8uXEPQDRn8zmUy6NDlZlyUnu419UFCg8555RuUuPbwBAACGo1FZBH733Xd1ww03yHKS27siIiL0hz/8ofP5a6+91u1xf/7znzsLsn/729/k67LBhJ+fn/72t79J+qbf75/+9Kdu5/m2kBwWFqbf/e53buMpKSn68Y9/LEkqKCjQm2++6XZMeXl5Z5H30ksv1fXXX+92zA033KBLL71UkvTcc8+5tYwAAJyZysZGfeiyedpw2hCuO/fNmqVgb+/O5w5Jv9+40biEhiGHpA8PHnSK+Xp46Nxx4wbkerNiY91WzOZWVWnX0aMDcr2BUhcV5fTc39NT0QEBBmWDkW5OfLxumDTJbSX99rIyzV25UrkuLSMAAACGm1FZBO6JBV02UjnQzW7oDodDb731lqRvVhbPnTu323nmzp2rCRMmSJLeeustt1U4+fn5ys3NlfRNkdbvJLeEdm1L0V0R+O2335bdbpck3XnnnSf7sTrnsdvtevvtt096HACg9161Wp02sfLz9NS16ekGZnTmgry9df+Ju1q+9ezu3Srr0ncWp+aYMMGpT6/0zQrxgeptazKZdPWECfJ1mX9NQYFqXFqVDGW1kZFOz1PCwmQaZr21MbykR0To9qlTZW5tdYofqq3VvKee0rpDhwzKDAAA4MxRBD6J1i5v/rpbMVxYWNjZW/i888475VzfjpeWlqqoqMhp7Ns2EKebJzo6urNFxYZu+jH2dJ6uY93NAwDou1U5OU7Pr54wQQGn2Fx0uHhg7lx5d/m3sM1m05+//trAjIYPh4eHbGef7RQL9/XVTJdet/0t0NtbV5143/CtNptNH7usSB6qWjo6VB8e7hSjFQQGQ0JwsCI+/FDejY1O8eqWFl383HN62eXveQAAgOGCIvBJfPHFF52P07tZxWW1WjsfT5w48ZRzdR3/dtXvmcxTXFysRpc3pt/OExwcrOjo6JPOERMTo6CgoG5zAQD03eHaWq0/fNgpdvPkyQZl07+iAwLcNrdbvm2baofRqlKj2GfPllz62l6SnCyLeeDfgqVHRsq0e7dTbG9lpQ7X1g74tc/Ul4cOye6ykrm/+ycDJ+PR0KCJGzZo9onNor/VZrPpptdf1+83bhx2PbYBAAAoAnfDbrfrN7/5TefzG264we2YkpKSzsfx3ewo3FVCQkLn4+Li4jOex+FwOJ3XdZ7TzdF1HtdceqKkpOSUv8rKyno9JwCMBK6rw0J8fHRpNxsNDVf/ffbZ6nojfl1rq5Zv3WpYPsNBfWur7C7topJCQpQ6iCtaLZ9+KrkU69ceODDkC1gfuGymGxcYKD9PT4OywWjk2damz5Ys0dUn2rp19cOPPtJ/rFkj24lWbAAAAMPBwDSjG+b+9Kc/afPmzZKka6+9VjNnznQ7pr5Lb7+A02xS4u/v3/m4wWV34f6e53RzdJ3HdY6e6FrQBgD8y0t79zo9v3biRHkPUM9XI6SGh+u6jAy91uUOlj9v2qQH5s49ZW/bJUuWON310ltWq1WOYboZ2GdFRZJLO5BLkpMHta+tqaVF5k2bZO/SDupIfb12Hz2qaae4c8hoH7jsx0ArCAym6rIy1RQX67yzz5ZDUuTkyapMTHQ65rEtW/T8O+8oaft2WbopBmdkZCg7O3twEgYAAOiBkfPptJ988cUX+tGPfiRJioqK0j/+8Y9uj2vpsqrG6zT9Hr277Kre3Nw8oPOcbo6u87jOAQDom/xjx7Td5U6Im6dMMSibgfM/8+Y5FYHLGxr03K5dWtrNl6Xfslqt2rlnj6JcCig91dTcLE8fnz6da6TyhgbtKC93imVGRyvagIK2ec8ehV52mY51+Xf/k8JCpUdGyqubfQ+Mdri2VtbKSqcYRWAMpo62NrW3t3du6Ojx1VcKqq5W3fTpTsfVREcrZ/Zsha1bJ0uX/UQqXPYAAQAAGAooAnexd+9eLV68WB0dHfLx8dGrr76qqKiobo/16fKBtK2t7ZTzdt1kztfX95Tz+Jzig+7p5mlqajptLl3ncZ2jJ07XQqKsrEyzZ8/u9bwAMJyt2rPH6fkYf38t6GPRcyibFRurC5KS9GlhYWfsdxs36q7p00/Z4zYqMVFLly/v0zUfWbiwT+cZbd2hQ07PPc1mXWDQa8Jkt+uS5GSnjQvr29q0obh4SL5OX3dZOe7r4aFYl77KwEDzDA52+3srp6JCq/PyZOvSTqU9IkJt3/2ubpkyReF+fpKkFcuWDWquAAAAPUFP4BMKCwt1ySWXqLq6WhaLRS+99JLOPffckx4f2OXDyOnaKnTdxM21XUN/z9OTFg/fztOT1hGu4uPjT/krZoB3OweAocbhcDgV1yTphkmTBmXjLyP8z7x5Ts/3Hz+u1Xl5BmUzNB1vblZuVZVTbF5CggK73NEz2FLDwpTssrHaxuLiIbm53/MuX6qkhYfLPIgtNICTmRwVpVunTnVrgVPd0qKVO3boYHW1QZkBAACc3sj8hNpLR44c0UUXXaQjR47IZDLpqaee0qJFi055TtcN2Fw3aXPVdfWsa0/dvsxjMpncNoD79vnp5ug6D/19AeDM7Swv175jx5xiN0+ebFA2A+/i8eOV6dJL9tENG4b8RmOD6SvXf4vb2jSnBxu3DiSTyfRNP+IusQ67XZ90WdU9FFgrK91aq0wdM8agbAB3iSEhuiszU8EuX+q0dHTo+d27tfXIEYMyAwAAOLVRXwSuqqrSxRdfrIMHD0qS/va3v+n2228/7XkZGRmdj/NOswKq63h6evoZz5OQkOC0SVzXeWpra1Xu0oOwq7KyMtXV1XWbCwCg915yWQU8LjhYcw0u+A0kk8mkh84+2ym25cgRfU4PTElSU3u7drr8O2zOyTnl5nmDJcrfXzNjY51ieyoqVHLifcFQ8Pzu3U7PzU1NSgwJMSYZ4CQi/f119/Tpbj2+HZLe279ftTNnysHqdQAAMMSM6iJwbW2tLr300s5dy3/zm9/o3/7t33p0blJSkmJPfJD64osvTnnsunXrJElxcXFKdOm9N3/+/M7Hp5qnvLxc+fn5kqR5Lrfi9maermPdzQMA6Dm7w6GX9u51it00ebJMI/zD//WTJinJpTD36IYNxiQzxGwpLVWH3f6vgM0m886dhuXj6vxx4+Ttshnc2oKCIbGS2+5w6AWXVhC+hw7RCgJDUqC3t+7MzFR6RITbWGNamvZnZalmCLZbAQAAo9eoLQI3NTXpiiuu0Pbt2yVJP/3pT/U///M/PT7fZDJ1tozIy8vT119/3e1xX3/9decK3kWLFrkVBtLS0jpX5L7yyitqamrqdp5nnnmm8/HixYvdxq+++mqZT/SffPrpp0+a97fzmM1mXX311Sc9DgBwel8VF+twba1TbCS3gviWh9msH5x1llNs7YEDbitgR5t2m02bXW4FN+XmytSDfv2Dxd/LS+eOG+cUK6mvl7Wy0qCM/mX94cNuf578WGGOIczLYtH1GRk6Z+xYt7G6qCjNXblSuUPgzxYAAIA0SovAbW1tWrx4sTacWLX0wAMP6Je//GWv53nwwQdlObGa5vvf/76am5udxpubm/X9739fkuTh4aEHH3yw23n++7//W5J0/PhxPfTQQ27jBw4c0K9//WtJUkpKSrdF4OjoaN1yyy2SpLVr1+q1115zO+bVV1/V2rVrJUm33Xabol16OgIAesd1Q7j0iIhR07/0zunTFeHn5xT73caNBmUzNOw+elRN7e1OMcvmzQZlc3Jz4uIU5uvrFPuksNB5BbMBntu1y+m5b12dPGpqjEkG6CGTyaQLkpK0eOJEWVwWe+w7dkyzV67UG7m5BmUHAADwL6OyCHzzzTfrww8/lCRdcMEFuvvuu5WTk3PSX9+2YXCVlpamH/7wh5KkrVu3at68eXr55Ze1detWvfzyy5o3b562bt0qSfrhD3+o1NTUbudZsmRJZ2uGxx9/XN/5zne0du1abd68WY899pjOPvts1dXVyWw2669//as8TtJX8Fe/+pUiIyM7f8Yf/ehHWr9+vdavX68f/ehH+u53vytJioyM7FPRGwDwLx12u1490U7oWzePglYQ3/Lz9NR/zJ7tFHs5J0dFo7Ro53A43DaEGx8aKlNFhUEZnZzFbNaFSUlOseqWFm0xcEOrlo4Otz9PYaWlGh1/mjASTB0zRndkZsrf09Mp3tDWputeeUU//vhj2Qz+ogUAAIxuxu9SYoA33nij8/Gnn36qqVOnnvL4cePGqegktyP+6le/UkVFhZ566int2LFDN910k9sxd9999ymLrhaLRatXr9bll1+uLVu26PXXX9frr7/udIy3t7cee+wxLVy48KTzJCQk6J133tE111yj8vJyPfroo3r00UedjomOjtbq1asVP4I3LQKAwfBpYaEqGhudYjdPmWJQNsb4t9mz9eiGDWo8sfrV5nDoDxs36m+XX25wZoNv37FjOuZyR9DZ8fF62aB8Tic9IkIJQUEq7rIp3LpDh5Q5Zox8XYpYg+G9/HzVtrZ2PjdJCi8tVdWgZwL0XXxQkJbOmKHH16xRe1iY09hvNmzQ1rIyrbruOre7KAAAAAbDqFwJ3J/MZrOefPJJvffee1q0aJFiY2Pl5eWl2NhYLVq0SO+//75WrlzZ2a/3ZCIiIrRx40b9/e9/1/z58xUeHi4fHx+NHz9eS5cu1bZt23TPPfecNp85c+Zoz549evjhhzV58mQFBAQoICBAU6ZM0cMPP6ycnBzNmTOnv358ABi1XnJpBTErNlYpLh/6R7owX18tnTHDKfbkjh2qdCmOjwYbi4udno/x99f40FCDsjk9k8mki8ePd4q1dHToy8OHDcnneZcN4c5PTJQXm2phGAr28VHExx8r3OXvBEn6+OBBzXriCW01cNU9AAAYvUblSuCB2AH78ssv1+VnuPLJw8ND999/v+6///4zmiciIkK/+MUv9Itf/OKM5gEAdK+1o8Otx+No2BCuO/911ll6bMuWzn6yzR0demzzZv3fggUGZzZ4imtrnVbUStLZCQlDvjVIQnCwMiIjnTaF21xaqqzYWIW69AweSMebm/WeS+utW6dO1T8GLQOgf5lsNiXu2qWf33efHvjgA6d+24dqa3X2k0/qtxdfrAfmzBnyf08AAICRg5XAAAD00pqCArdb12+YNMm4hAyUEBys77q0wXhsyxY1trUZlNHgc+0FHOTtrUknevQPdRcmJcncpQhlczj0aWHhoObwyt69au9SJPO2WHRdevqg5gD0N5Ok72Vl6Ys77lBMQIDTWLvdrv9cu1bXvPyyjjU1GZMgAAAYdUblSmAAAM7EKpdWEOeMG6f4oCCDsjHeQ2efrWd37ep8fry5WSu3b9cDc+camNXgqG5uVm6Vc+faOXFxspymDdRQEebrq6zYWG0qLe2M5VRWaq7LyuaB9Pzu3U7Pr54wQcE+PoN2faC/VZeVqaa4WFlZWZKkSG9v1c+YoYbwcKfj3t63TzE//7nGb9+uwOpqp7GMjAxlZ2cPWs4AAGDkGx6fUAAAGCIa2tr0zr59TrHR2griW5OionRlWppT7I9ff612m82gjAbPFpfent4Wi2bGxBiUTd+cO26cvC0Wp9hHBw+q/5tnuTtYXa0NLr1TbzvNhr3AUNfR1qam1lYdqa/Xkfp6VVVVKfCjjxRgtbod2+7rq31nnaV9CQkqbWjQkfp67dyzR9ZujgUAADgTrAQGAKAX3srLU3NHR+dzD7NZ38nIMDCjoeF/5s3Tu136uh6urXXbPG+kabfZtKO83Ck2PTpa3h7D6+2Vn6enzh03Th8dPNgZO1RbK0tqqkxdVggPhBddNoQL9/XVpSkpA3pNYDB4Bgdr6fLlbvGC48f1Zl6emtrb/xU0m1U/bZpCzz1XiydO1KsPPjh4iQIAgFGDlcAAAPTCS3v3Oj2/ePx4Rfj5GZTN0DF/7FidnZDgFPvtxo2DsprUKHsqKtTS5QsBScqKizMomzMzOy5Owd7eTjHbhRfK4ek5YNdst9n0zM6dTrEbJ02Sl8uqZGAkSQkL07KZM5UYEuI2dri2Vv/YulVNSUkj+u9OAABgjOG1VAUAAAMdb27W2oICp9hIbwWxZMmSHt+WXDNmjHSiB6Yk5VRUyLulRWaXXpcjgcPhcGsFkRIWpjBfX4MyOjMeZrMuHD9eb+Tm/isYEiL7APZ1fnLHDh1weW3cSisIjAKB3t66bepUfXn4sL4oKnIq+LbZbGqbO1cHyspU2dioSH9/w/IEAAAjCyuBAQDoodetVrXb7Z3PfTw8tGjiRAMzGnhWq1U79+zp7G15ql+NBQXyqK11Or81K0sdLqtlR4LiujqVNzQ4xbJiYw3Kpn9MjozUuOBgp5g9M1MlA7BJXENbm/7388+dYrNiYzU3Pr7frwUMRWaTSeeNG6c7MjMV0s1GiDUxMZryj384tdkBAAA4E6wEBgCgh1a59Li9IjVVQS630I9EUYmJ3fa27M7O8nK91XXjvHHjZI+OHqDMjOO6CjjUx0cpYWEGZdM/TCaTrkpL0z+2bpXN4fg2qHfy83XvjBmymPtv7cAfNm7U0cZGp9hvL7pIJpOp364BDAdjg4O1bOZMfXDggHa69Bg/2tioq1atUlhJiRL27pVn1z7Cp5GRkaHs7Oz+ThcAAAxjFIEBAOiBI/X1+ryoyCk20ltB9MWUqCh9VlSkutbWzph95kwDM+p/9a2tslZWOsVmxcbKPAIKmOF+fjo/MVGfFBZ2xioaG7X+8GGdl5jYL9c42tCg323c6BS7PDVVC5KS+mV+YLjx9vDQogkTlBYernfz8503jZN0PD5eNRERCt66VT7FxTrd3zQVLv9WAQAASBSBAQDokVf27nXq2xjo5aXLU1MNy2eospjNmhsXpw8PHuyMOZKTR1Rvy+1lZbI7/vVq8DCbNX0ErXY+Kz5eeysrndpdrDt8WBmRkf3ye/h/X3yhxi5FLrPJpEcvuuiM5wWGu/SICCUEBemPzz0nR0qK05jdx0fV8+drYni4Lk9NVeAp7kJZsWzZQKcKAACGIXoCAwDQAy+5tIJYnJ4uX09Pg7IZ2mbExMjHw/l75o0lJQZl079sdru2lZU5xaZERY2o14LFbNbVaWlSl/7XdodDb+fnOxW/+2JfVZWe2LbNKbZk2jRNjoo6o3mBkSLAy0uW116T5eOP5W2xuI3nHTumx7ds0Y6yMjnO8M8jAAAYXVgJDADAaRysrtam0lKn2HBqBVFdVqaa4mJlZWX1+lyr1SpHQECvzvH28FBWbKy+PHy4M7b76FEtSEwc9j2U844dU31bm1NsuG8I152YwECZN2+Wfe7czlhJXZ22HDmiOXFxfZ73J59++q9+w/pmc8WfL1hwRrkCI41Jkslq1b89/LDe279f+44dcxpvtdn0dn6+ciordVVaWrcbywEAALiiCAwAwGm4rgKO8PPThcOof2lHW5va29t1pL6+1+c2NTfLsw8FhjlxcfqqpEQdJ1aT2h0OfV1SokuSk3s911CyxeXLgISgIMUEBhqUzcAyr18v+8SJUkhIZ+yTgweVGBysMb38YkCSNhYX643cXKfYg3PmKD4o6ExTBUakQG9v3ThpkvZWVmpNQYFbr+CD1dX6+5YtujApSVlxcSOiLzkAABg4FIEBADiNVS5F4OszMuTZzW26Q5lncLCWLl/e6/MeWbiwT9fz9/JSZnS0th450hnbVlamc8aOHbatE442NOhQba1TLOsMVsUOdaaODlk++US2667rjLXb7Xp2927dNnWqontRCHY4HHroo4+cYmG+vvqf+fP7LV9gJDKZTJocFaXxoaH6oKBAeyoqnMbb7XZ9cOCA9p5YFTxSeq8DAID+R09gAABOYc/Ro8px+dB90zBqBWGks+PjnfrKttlsbm01hpMtXQrakuTv6amMiAiDshkc5tJSzYiJcYo1tbfr2V27VNbDleUOh0OPbtigDcXFTvH/d+653MYO9JCfp6euTU/XzZMnK9DLy228uK5O/9y2TesOHZLDzEc8AADgjncIAACcwrO7djk9jw8K0vyxYw3KZngJ9fWVyeX2/69LStTS0WFQRn3X3N6u3UePOsVmxsTIMgqKLZcmJ2usS8uG5o4OPbt792lbjNjNZi1ZvVo//uQTp3hiSIjunzWr33MFRrq08HB9LytLM12+nJEkm8Ohz4qKVHnppWro0sYFAABAoggMAMBJddjten7PHqfYLVOm0HexFyxffSV12Qis1WbT5mG4Gnh7ebnau6xqNkmaOQI3hOuOl8WiW6ZO1bjgYKd4S0eHnt21S6V1dd2eZ/P11b6zztJzu3e7jT160UXy9qArGdAXPh4eujItTbdPnarQblbTd4SEKG/ePD2wZo3qW1sNyBAAAAxFvPsGAOAkPjxwQOUNDU6xJdOmGZTN8GSqqpKpoECO1NTO2FclJZoTFzdsioAOk8mtcD0pMlJB3t4GZTT4vCwWfXfKFL2Uk6PCmprOeKvNpud279bsuDhF+vsr0s9P4b6+OtrYqMpLLpHdz89trl9dcIFumDRpELMHRqak0FDdP2uWPi0q0qaSEjm6DppM+uvmzVr++ecam5OjEJe2RqeTkZGh7Ozsfs0XAAAYa3h8+gIAwADZLq0gsmJjlR4ZaVA2w5dlyxZ1dCkCt3R0aMuRI8OmrUZLfLzqXFbTzYmPNygb43hZLLp58mS9tHevDlZXd8ZbbTZ9efiw07EmSQ6XAnCAl5eeW7xY10ycOBjpAqOCp8WiS5OTNSUqSm/v26ejjY1O421+fiqYPVu+RUUK2r5dlh6sDK4oKhqgbAEAgJEoAgMA0I3q5ma9lZfnFGMVcN+Yqqo0MTxceceOdca+KinR7Lg4eVksBmbWMw0TJjg9jw8MVLxLj9zRwtNi0U2TJumVvXtV0KUQ7Mrh8jwpJERv33yzJkdFDWyCwCgVGxiopTNm6KuSEn2Sny95ejqNNycmSikpuiQ5WdPGjJHpFG2NVixbNsDZAgAAI9ATGACAbryyd69abbbO555ms26aPNnAjIa3c8aNc3re1N6urUeOGJRNzzWEhKjdZfX3aFwF3JWnxaIbJ0/WhPDwHh1/QVKStixdSgEYGGAWs1nzx46Vx1NPyVRc7Dbe3NGht/bt0/O7d6u6udmADAEAgJEoAgMA0A3XVhBXTZig8G76m6JnYgMDlRoW5hTbWFys9i6F9qGoIinJ6XmQt7fSIyIMymbo8DCbdeOkSfru5MmaGx+vlLAwBXfTIzmqsFBrb72VPzvAIDJVV8vy5pu6Oi1NPt30Xj9YU6O/b92qr4qLZXe4rtsHAAAjFe0gAABwkX/smL4qKXGK0QrizJ07bpz2Hz/e+byxvV3byso0d4iurC2tq1N1TIxTLCs2VhYz36FLkslkUmp4uFK7rAhus9lU1dSk6pYWffHHP2psR4c8+P8FDDqTpOkxMUoND9cHBQXaW1npNN5ht+vDgwdlrarSogkTFMEXNQAAjHi8KwcAwMWzLquAI/38tDAlxaBsRo74oCAlh4Y6xTYWF6vDbjcoo1P7+5YtcnQpYHqYzZrpUhSGMy+LRbGBgZoUGSnPU/QMBjA4Ary89J2MDN00aZKCulmtX1JXp+Vbt2oDq4IBABjxWAkMAEAXdodDz+3e7RT77pQp8hwGG5gNB+eOG6cDXYqD9W1t2l5WptlxcQZm5a6pvV3/3LbNKTZtzBj5umy2BADDwYSICCWGhOiTwkJtcenHbnM49PHBg8qtrNSiCRNUXVammuJiZWVl9elaGRkZys7O7o+0AQBAP6IIDABAF58XFelwba1TjFYQ/WdscLCSQkJUWFPTGfvy8GFlRkfLawgV2l/YvVvHXDZOmjPECtUA0BveHh66PDVVkyIj9da+fapuaXEaL62v1z+3bZMjM1P2jRt1pL6+19eoKCrqp2wBAEB/owgMAEAXrhvCTYmKUmZ0tEHZjEznjhvnVARuaGvTV8XFOi8x0bCcunI4HPrzpk1OsZTQUEX6+xuUEQD0n3EhIbp/1ix9Wlior0tLncZsDod0wQUyTZig7yxerFBf317NvWLZsv5MFQAA9CN6AgMAcEJDW5tet1qdYkumTZPJZDIoo5EpMSTErTfwhuJiNbS1GZSRs48OHpTVZROlOUN08zoA6AtPi0WXpqTorsxMhXdT6HXExWn5tm3aXlYmB72CAQAYESgCAwBwwutWqxrb2zufW0wm3TJ1qoEZjVwXjx/v9LzdbtfnQ+A2YofDoV+sW+cU86itdStaA8BIkBAcrPtmztRZ3XzR1Waz6Z38fL20d++Q+ZIOAAD0HUVgAABOeMalFcSlKSmKDggwKJuRbUxAgFubje1lZapsbDQoo298UFCg9YcPO8X89+1jNTiAEcvTYtElycm6Y9o0hfj4uI3nHzumf2zdqvxjxwzIDgAA9BeKwAAASMqtrHRbicqGcANrQWKiPMz/eivikPTxwYOG5WN3OPTTTz91ink1NcmvsNCgjABg8IwLCdGymTNlcvlCVJKa2tu1KidHawoK1GG3G5AdAAA4UxSBAQCQ9PctW5yeR/j56eoJEwzKZnQI8vZ2uwU5//hxFXXZNG4wvZGbqx3l5U6x2Px8mSh4ABglvD085LFmjSzvvCN/T0+38c2lpVq5fbvhd20AAIDeowgMABj16ltble2y8ume6dPl4+FhUEajx7yEBLdCw4cHDgz6RkQddrv+32efOcXSIyIUXlIyqHkAwFBgLizU/bNmaUJ4uNvY0cZGPbF9u7YdOcKmcQAADCN8ugUAjHrP7d6t+i6b3phNJi2bNavf5l+yZImsVmufz7darXKM0N7E3h4eOi8xUe/v398ZK2toUE5FhaaMGTNoeTy/e7fyqqqcYj9fsECPPvPMoOUAAEOJv5eXbpw0SVvLyvThgQNObSA67Ha9u3+/DtbU6Oq0NHnzpSkAAEMe/1oDAEY1h8Ohx11aQVyZlqZxISH9dg2r1aqde/YoKjGxT+c3NTfLs5vNekaKGdHR2lxaqqqmps7YJ4WFSo+MHJTrt3Z06H8//9w5p5gYXZuerkcHJQMAGJpMJpOyYmM1LjhYr+fmqsKlDYS1slLlDQ26PiODjVQBABjiKAIDAEa1Lw4dkrWy0in271lZ/X6dqMRELV2+vE/nPrJwYT9nM7RYzGZdlJSkl/bu7YzVtrZq3aFDg3L9ldu361BtrVPslwsWyGwyDcr1AWCoi/L31z3Tp+ujgwe15cgRp7Hjzc1auX27FqamiuYQAAAMXRSBAQCjmusq4LTwcF04frxB2YxeaeHhGhcc7FSMXX/4sMxxcTJXVw/YdRvb2vSLdeucYvPHjtVlKSkDdk0AGI48LRZdnpqq5NBQrd63Ty0dHZ1jNodD7+bnyzJtmmrWrlXWGXyZmpGRoezs7P5IGQAAdEERGAAwapXU1enN3Fyn2PdmzWIFqAFMJpMuS0nRiu3bZT+x0ZBDku3KK2V66aUBu+5jmzfrqMvtzY9ccIFMvAYAoFsTIiJ0X0CAXrNaVVpf7zRmy8hQc2SkDm3aJE+XsZ6oKCrqpywBAIArisAAgFHriW3bZOuys7mfp6eWZGYal9AoFx0QoPMTE/VpYeG/gqGhsp177oBc72hDgx7dsMEpdmlyss4ZN25ArgcAI0WIj4/uzMzURwcPalNpqfNgZKRqFy3SNRMnKj0iolfzrli2rB+zBAAAXZmNTgAAACO02Wx6Yts2p9itU6YoZARvwDYczEtIUEJQkFPMMWmS8qqq+vU6Nrtd333jDVW3tDjFf3XBBf16HQAYqSxmsy5LSdH1GRnytlicxtpsNr2yd68+KSzsvLsDAAAYiyIwAGBUeiM3160NwL/Nnm1QNviW2WTS4okT5eVSUHgnP18NbW39dp2ff/GF84pjSddnZGhmbGy/XQMARoOMyEjdO3OmogMC3MbWHz6sF/fsUVN7uwGZAQCArigCAwBGpcc2b3Z6fs7YsZo6ZoxB2aCrUF9ft43Zmtrb9fa+fXL0w4qyDw8ccNsMLi4wUI9ffvkZzw0Ao1GYr6/uysyUKSfHbexAdbVWbN+usj70CAYAAP2HIjAAYNTZVV6uDcXFTrF/O4OdzNH/MseM0USXXpL7jx/XtrKyM5q3tK5Ot7zxhrqWki0mk17+zncU6e9/RnMDwGjmabHI8u67Mn/+udsGqzUtLXpq505ZKysNyg4AAFAEBgCMOr//6iun59EBAVqcnm5QNuiOyWTSlampUkODU3xNQYF2lpf3ac52m003vvaaqpqanOKPXnSR5o0d2+dcAQDfMEmy7N6tJdOmKcDLy2msw27Xq1arvigq6pe7OgAAQO9QBAYAjCoFx4/rxT17nGL3zZzp1oMWxvP38pLl/fedYnaHQ2/t26cvDh3qdRHhp59+6rYCfNGECfqvs84641wBAP8yNjhY986Y4bbRpyR9fuiQXs/NVbvNZkBmAACMXhSBAQCjyiNffum0U7m/p6f+nQ3hhizzwYMy79jhFv+8qEjv5Of3aNd5h77pAf27jRud4okhIXp60SKZXG5bBgCcuUBvby2ZNk3To6PdxvZWVuqZXbtU19pqQGYAAIxOFIEBAKNGYXW1nt21yyn2vawsRfj5GZQResL85Zc6Oz7eLb6jvFyrcnLUdorVZK0REcqdP1/fX7PGKe5lsejV669XqK9vv+cLAPiGxWzWVWlpujQ5Wa5ftx2pr9eK7dtVWldnSG4AAIw2FIEBAKPGr9evl63LylFfDw/9gFYAQ55J0sXJyVqYkuI2VnD8uJ7csUNfHDqkfVVVqm1pkcPhUF1rq17PzdWxiy9WU0iI23l/vOQSzYqNHfjkAWCUM5lMmhsfr+9OmSJvl9ZLDW1tembXLuVUVBiUHQAAo4eH0QkAADAYDtfW6pmdO51iy2bN0piAAGMSQq/NjotToLe33sjNVYfd3hmvaGxURWNj53MfDw912O1Ox3T171lZ+l5W1oDnCwD4l5SwMN09fbpW5eSouqWlM95ht+v13FxVNjaK7eIAABg4FIEBAKPCo+vXq71LUdDbYtEPzz7bwIzQF+kREbp96lStyslRc0dHt8e0nCSeHhGhv1x2mS5OTh7IFAEAJxHp7697ZszQq1arimpqnMbWHT4s88yZqnnvPWWdwRd1GRkZys7OPsNMAQAYeSgCAwBGvNK6Oq102Vzs3pkzFRMYaFBGOBMJwcG6e/p0vZiTo+PNzac93tLerj9ceaW+l5UlT5dbkQEAg8vP01O3TpmiNQUF2lZW5jRmT0tTc2CgijdtkqUHf7+7qigq6qcsAQAYeSgCAwBGvN9u2OC0eZiXxaKH5s0zMCOcqXA/P90/a5ZyKytVWl+vow0NKm9sdFsF7Ld/v1ILC/XAL39pUKYAAFcWs1lXpKYqyt9fHxQUOLeBiIlR4w036KZJkxQXFNSreVcsW9aveQIAMJJQBAYAjGjlDQ16Yvt2p9hdmZmK7+UHSww9HmazpowZoyljxkiSHA6HaltbVd7QoPrWViWGhGj1qlXyZMU3AAw5JpNJs+PiFO7rq1etVrV2+bL22w3jFk+cqIzISAOzBABg5KAIDAAY0X6/caPT6lAPs1k/mj+/V3MsWbJEVqu1zzlYrVY52IBuwJlMJoX4+CjEx8foVAAAPZQcFqZ7ZszQSzk5OtalBUSH3a5XrVZdmJSkeQkJMplMBmYJAMDwRxEYADBildXX6x9btzrF7pg2TeNCQno1j9Vq1c49exSVmNinPJqam+VJYRIAgG5F+Pnp7unT9bsXX5TD5d/aTwoLdby5WVekpspiNhuTIAAAIwBFYADAiPXQxx+rqb2987nFZNKPzzmnT3NFJSZq6fLlfTr3kYUL+3QeAACjha+npyyvvCLb5ZfLMXmy09iO8nLVtLTo+owM+Xp6GpQhAADDG1+lAgBGpPWHD+v53budYndkZmp8aKhBGQEAgFMx2e2yfPqpLh4/3m2ssKZGT+7YoeNdWkYAAICeowgMABhxbHa7vr9mjVMs2Ntbv7rgAoMyAgAAPWGSdHZCgm6YNEkeLu0fjjU368kdO3S4ttaY5AAAGMYoAgMARpwntm3TzvJyp9j/nX++xrA5GwAAw0J6RITuzMxUgJeXU7ypvV3P7tqlPUePGpQZAADDE0VgAMCIcqypSQ9/9plTbFJkpL6XlWVQRgAAoC9iAwN1z/TpGuPv7xS3ORx6Iy9PXxQVyeFwGJQdAADDC0VgAMCI8vCnn7r1C/zbwoXytFgMyggAAPRVsI+P7szMVEpYmNvY54cOaXVenjrsdgMyAwBgeKEIDAAYMbaXlemf27Y5xW6YNEkLkpIMyggAAJwpbw8P3Tx5srJiY93GdldU6Lldu9TU3m5AZgAADB8UgQEAI4LD4dD316xR15tC/Tw99fuLLzYsJwAA0D/MJpMuT03VZSkpMrmMHa6r08rt29URGGhIbgAADAcUgQEAI8Lzu3drY3GxU+yn55yjhOBggzICAAD9bU5cnG6aPFleLm2eqltaVHnJJaoLDzcoMwAAhjaKwACAYa+krk4PfPCBUyw5NFQ/OOssgzICAAADJS08XHdmZirI29sp7vDy0v45c/T0jh0GZQYAwNBFERgAMKzZ7Hbd/uabqm5pcYr/+bLL5O3hYVBWAABgIEUHBOie6dMVExDgFHeYzbrr7bf1k08+kd3hOMnZAACMPhSBAQDD2u83btRnRUVOsRsmTdKVaWnGJAQAAAZFoLe37sjM1IRuWkD8ev163fTaa2pmwzgAACRRBAYADGNbjxzRw5995hRLCArS8iuuMCgjAAAwmLwsFt0waZLOio93G3vVatWC7GwdbWgwIDMAAIYWisAAgGGpoa1N3339dXXY7Z0xs8mk56+9VqG+vgZmBgAABpPZZNIlyckK3rxZ6vK+QJI2lZZqzsqV2ltRYVB2AAAMDTRLBAAMSw9+8IH2Hz/uFPvx/Pk6d9w4gzICAABGalu/Xt5FRepYvFg2T8/O+KHaWk376181fts2BVdVnXKOjIwMZWdnD3SqAAAMOorAAIBh5zWrVU+67Pw9Jy5O/9955xmUEQAAMFpHW5va9+1T5Icf6vh558nWZdM4m6en9s+ereBt2+RfUNDt+RUuewwAADCSUAQGAAwrh2pqtPSdd5xiAV5eeuHaa+VpsXR7zpIlS2S1Wvt8TavVKofL7uMAAGDo8QwO1vd++1s1tLXppZwcldbX/2vQbFZtVpbSFi3SZSkpMptMTueuWLZskLMFAGDwUAQGAAwbtS0tunLVKtW0tDjFH1u4UMlhYSc9z2q1aueePYpKTOzTdZuam+Xp49OncwEAwOAL8PLSkmnT9Na+fdpbWek0tuXIEVU1Nen6jAz5dmkbAQDASEYRGAAwLHTY7brxtdeU47Kxy02TJ+v2adNOe35UYqKWLl/ep2s/snBhn84DAADG8bRYdF16ukJ9fbX+8GGnscKaGq3csUM3T56sCD8/gzIEAGDwmI1OAACA03E4HPqPNWu09sABp3h6RISWX3GFTC63cwIAAEiSyWTShUlJWjxxoiwu7xeONzdr5fbt2n/smEHZAQAweCgCAwCGvL9s2qR/bN3qFIv089N73/2ugmnTAAAATmPqmDG6IzNTAV5eTvFWm02rcnL0VXGxHAblBgDAYKAIDAAY0t7et0//tXatU8zbYtFbN92kpNBQg7ICAADDTXxQkJbOmKEYl81eHZI+PHhQNXPmyG7mIzIAYGTiXzgAwJC1vaxMN7/+utvKnGcXL9ZZCQmG5AQAAIavIG9v3ZmZqUmRkW5jzePHa9/cuTra0GBAZgAADCyKwACAIWlfVZWuePFFNbW3O8V/dcEFumHSJIOyAgAAw923G8YtSEx0G2sMC1PWihXaWV4++IkBADCAPIxOAAAAV/nHjmlBdrbKXVbiLJk2TT+eP9+grAAAwEhhMpl07rhxivT315u5uWq32zvHiuvqNPPxx5W0c6dCe1kMzsjIUHZ2dn+nCwDAGaMIDAAYUvafKACXuRSAz09M1BNXXSWTy87eAAAAfZUeEaHQ6dP1Uk6OaltbO+N2Dw8dmDVLAXv2KDAnRz1591FRVDRgeQIAcKYoAgMAhoyC48e1IDtbR+rrneKz4+K0+sYb5WWxGJQZAAAYqaIDArR0xgz94ZVX5HDZc6BhyhTFL1igayZMkLfHqT8+r1i2bCDTBADgjFAEBgAMCQerq7UgO1ulLgXgrNhYjd+wQRf98599nttqtcrhshM4AADAt/y9vGR56SXZLr9cDpe9B/KqqvRUc7NumjRJob6+BmUIAMCZoQgMADBc4YkCcEldnVN8ZkyMPrztNl38xBPauWePorrZwKUnmpqb5enj0w+ZAgCAkcpks8nyySe68Oqr9eGBA3J0GatobNSK7dv1nYwMjQ8NNSxHAAD6iiIwAMBQu8rLddkLL7htAjcjJkYf3XabQk4Ub6MSE7V0+fI+XeORhQvPOE8AADDymSTNjY9XlL+/XrVa1dLR0TnW3NGh53fv1iXJyZoTF8c+BQCAYcVsdAIAgNHri6IinfvMM24F4MzoaH10223ccgkAAAwxPjRUS2fMUKSfn1PcIWntgQN6e98+ddjtxiQHAEAfUAQGABjijdxcXfr886rrshO3JE0bM0Yf33abwigAAwAAA4X5+uru6dM1MSLCbWzn0aN6ZudO1bu8jwEAYKiiCAwAGHTLt27Vd155Ra02m1P83HHj9PkddyjcZdUNAACAEbw9PHRDRobOGzfObay0vl5PbN/utqcBAABDEUVgAMCgcTgc+r/PP9f9773ntNmKJC2eOFFrb721swcwAADAUGAymXR+YqJumDRJnmbnj9ANbW16ZudO7SwvNyg7AAB6hiIwAGBQtHZ06M633tL/fvGF29i9M2bo1euvl48H+5UCAIChKT0iQndPn+72hbXN4dBb+/apdvp0OdgsDgAwRPFpGwAw4G688069HxiohvBwt7GY/Hxte/ddzf35z096vtVqlSMgYCBTBAAAOK0xAQFaOmOGXrNaVVhT4zTWOHGi8sPDdaypidZWAIAhhyIwAGBA7auq0luRkWr193cecDgUvHWrTAUFKjvNHE3NzfKkTQQAABgC/Dw9devUqfrwwAFtKi11GquPjNTslSv19k03aVJUlEEZAgDgjiIwAGDAfFpYqOteecWtAOxpNuu69HRNOP/8Hs3zyMKFA5AdAABA35hNJl2WkqLogAC9m58vm+Nfux0crK7W1L/9TUk7dij06NFezZuRkaHs7Oz+ThcAAIrAAICBsWLbNn3v/ffVYbc7xQO9vHTz5MmKCQw0KDMAAID+kRkdrQg/P728d68a2to643YPDx3IylLg7t0K2LtXPekUXFFUNGB5AgBAERgA0K/abDY9sGaNlm/b5jYWExCgmydPVqC3twGZAQAA9L/4oCDdO2OG/vTGG3LExjqN1U+dqvgLLtA1EyfKy2I55Twrli0byDQBAKOc2egEAAAjR3lDgy7Izu62AOxTXKw7MjMpAAMAgBEn0NtblhdekCk3120st6pKT+7YoermZgMyAwDgGxSBAQD9YlNJiWY+8YQ2FBe7jUUXFCh0/frTroABAAAYrkw2mywffaRLk5Pd2j9UNDZqxfbtKqyuNiQ3AAAoAgMAzthTO3bo3Gee0ZH6eqe4r4eHXrz2WsXn5fWoFx4AAMBwZpI0Nz5et0yZIh8P5+6LzR0dem73bm0qLZWjy0ZyAAAMBorAAIA+a7fZ9O/vv6+7335bbTab09i44GBtvPtu3TxlikHZAQAAGCM5LExLZ8xQpJ+fU9wh6YOCAr2dn++2eS4AAAOJIjAAoE+ONjTowmef1eNbtriNXZCUpK333qvM6GgDMgMAADBemK+v7p4+XRPCw93GdpaXK3vnTtW3thqQGQBgNKIIDADotS2lpZr5xBP68vBht7H/nDtXa2+9VREuK18AAABGG28PD904aZLOHTfObaykvl4rtm9XaV2dAZkBAEYbj9MfAgDAvzyzc6eWvfuuWl3aP/h4eGjlVVfplqlTDcoMAABg6DGZTFqQmKgx/v5anZen9i5tIOrb2vT0zp26Ki1N1WVlqikuVlZWVp+vlZGRoezs7P5IGwAwwlAEBgD0SLvNph98+KH+tnmz29jY4GC9eeONmhETY0BmAAAAQ19GZKTCfX310t69qmlp6YzbHA6t3rdP5vnzZf/wQ7eNdnuqoqionzIFAIxEFIEBAKd1w513ak1goBq66WkXWFWl0A8/1H0vvHDS861WqxwBAQOZIgAAwJA3JiBAS2fM0KtWq4pqapzG7LNnyxQdrVtvukm+np69nnvFsmX9lCUAYCSiCAwAOKVtR47orTFj1Obr6zbmv2+fAnbsUKXDcco5mpqb5enjM1ApAgAADBt+np66dcoUfXjwoDaXljqNOcaO1Yrt23XT5MmK8vc3KEMAwEhEERgAcFLP7tqle995x60AbDGZdFVamqadd16P5nlk4cKBSA8AAGBYspjNWpiSomh/f723f79sXb5Qr25p0ZM7dmjxxImaGBFhYJYAgJHEbHQCAIChp91m04MffKAlq1e7bQAX5O2tu6ZP17ToaIOyAwAAGBmmx8RoybRpCvDycoq32Wx6ee9efXHokBynueMKAICeoAgMAHBS2dioS55/Xn/ZtMltbFxwsO6dMUOxgYEGZAYAADDyJAQHa+mMGTIdOeI29nlRkV61WtXm8qU8AAC9RREYANBpe1mZZq1Yoc+72V3aPz9ft02dKn+XlSoAAAA4M0He3rK88IJMubluY7lVVXpqxw5VNzcbkBkAYKSgCAwAkCS9sHu35j31lA7X1jrFvS0WJe7cqeBt22Qx888GAADAQDDZbLJ89JEuSU6WyWXsaGOjVmzfrsLqakNyAwAMf3yaB4BRrsNu1w/WrtWtb76plo4Op7G4wEB9eeediigpMSg7AACA0cMk6az4eN0yZYp8PJz3cW/u6NBzu3drc2kpfYIBAL1GERgARrGqpiZd9vzz+uPXX7uNzR87VtvuvVdZcXEGZAYAADB6JYeFaemMGYr083OKOyStKSjQO/n56rDbjUkOADAsUQQGgFFqZ3m5Zj3xhD4pLHQb+96sWfrk9ts1JiDAgMwAAAAQ5uuru6dP14TwcLexHeXlenbXLjW0tRmQGQBgOKIIDACj0Ko9e3T2k0/qkEv/Xy+LRSuvukqPX3GFvCwWg7IDAACAJHl7eOjGSZN07tixbmPFdXVauX27yhsaDMgMADDceJz+EAAjjc3HR58WFspaWSlPi0VToqKUGR0tP09Po1PDAOuw2/Xjjz/W77/6ym0sNjBQb9xwg+bExxuQGQAAALpjMpm0IClJYwICtDovT+1d2kDUtrbqqR07dF16uoEZAgCGA4rAwCiys7xchdOm6VhsrI4ePtwZL29o0KeFhUqPiNDM2FiNCw6WyeS6JzGGu2NNTbrp9df18cGDbmNnJyTo9RtuUDTtHwAAAIakjMhIhfv6alVOjmpbWzvj7Xa7Xtq7V4Hp6XKwmS8A4CQoAgOjwIcHDug369frs6IiKSGh22NsDodyKiuVU1mpcF9fzUtIUGZ0NMXgEWJXebkWv/yyCmtq3MaWzZypvyxcSPsHAACAIW5MQICWzpihl/fuVXFdndNYfWamisLD1drRIW8PPuoDAJzRExgY4X6zfr0uff75bwrAPXSsuVlv5+frw4MH5XA4Bi45DIpX9u7V2U895VYA9jSb9cSVV+ofV15JARgAAGCY8Pfy0u3TpmnamDFuY8cSEnThs8+qorHRgMwAAEMZRWBgBPvwwAH95JNPuh2zmEzKjI7W1KgoWU6y2vfrkhJtKC4eyBQxgGx2u3708ce68bXX1NTe7jQWExCgL+64Q0tnzjQoOwAAAPSVh9msRRMm6KKkJLexDcXFmr1ihXYfPWpAZgCAoYp7RIARqqSuTre88YZc1/F6tLTINz9f9913n/y9vCRJl6akaPfRo9pWVqaqpian4z8pLJSfp6dmxMQMUuboD8ebm/Xd11/X2gMH3MbOio/XazfcoNjAQAMyAwAAQH8wmUyaN3asIvz89HpurtOGcYdqazXvqaf04rXX6qoJEwzMEgAwVFAEBkagdptNN732mltB96fnnKM1P/6xymtrOwvAkuTn6am58fGaExenHeXleic/3+m8d/Pz5evpOSi548ztOXpU17z8sg5WV7uNLZ0xQ39buJA+cQAAACPEhIgI3T19uv752WdyBAV1xhva2nT1qlWKy8tT9IED6slOHxkZGcrOzh64ZAEAhqEKAIxAP/nkE7c2DosmTNAvFizQ2i4rBFyZTCbNiIlRq82mD7usIHVIet1qVUhUlNTcPFBpox+8ZrXqjtWr1ejS/sHTbNbMo0e14+c/1/yf/7zX81qtVjkCAvorTQAAAPSjMQEBsjzzjDoWL3beCNpkUml6uo57eytkyxaZTvFZoKIXe4gAAIYfisDACPNWXp5+/9VXTrHEkBA9vWiRTCfp/evqrPh4NbW1aX2XQrLN4dDxc89VlMvcGBpsdrv+32ef6dfr17uNjfH31+s33KAHr7tOO/fsUVRiYq/nb2pulqePTz9kCgAAgIFgamqSx9tvK+PnP3frB9w8frwiMjN146RJTncEdrVi2bLBSBMAYBCKwMAIUlhdrTveessp5mWx6NXrr1eor2+v5rogKUlNHR3aXlbWGXN4emr/7NmqaGxUlL9/v+SMM1fd3Kxb3nhDawoK3MbmxMXp9RtuUNyJWwOjEhO1dPnyXl/jkYULzzhPAAAADCyTzaZrJkxQpJ+fPiksdBorrqvTiu3bdfPkyRrDHV4AMOqYjU4AQP9o7ejQDa+9ppqWFqf4ny69VLNiY3s9n8lk0hWpqUqPiHCKd/j46D/WrDmjXNF/9lZUKGvFim4LwHdlZuqLO+7oLAADAABg5DOZTJo/dqxunDRJnmbnj/y1ra16audO5R87ZlB2AACjUAQGRoi/b9mirUeOOMVumjxZ98+a1ec5zSaTrk1PV2JIiFP85b179VZeXp/nRf94IzdXc1au1AGXDeA8zGY9fvnlWnn11WwABwAAMEpNjIjQXdOnK9jb2yneZrNpVU6ONhYXy+FwGJQdAGCwUQQGRoDWjg79buNGp1haeLieuPLKHvcBPhkPs1nXpafLx6WYeP9777mtOsbgsDscevjTT3XdK6+4bQAX5e+vT2+/Xd/Lyjrj33sAAAAMb9EBAbpnxgzFd3Nn2EcHD+rt/Hx1nGKzOADAyEERGBgBsnftUllDg1Ps6UWLFOjyrX9fBXh56bLkZKdYWUODfrB2bb/Mj56raWnRVatW6Vdffuk2lhUbq61Ll+qcceMMyAwAAABDUYCXl5ZMm6apY8a4je0sL9dzu3apsa3NgMwAAINp1BaBKyoq9O677+pnP/uZFi5cqIiICJlMJplMJt1xxx29nm/NmjVavHix4uPj5e3trfj4eC1evFhretE7taOjQ8uXL9c555yjyMhI+fr6Kjk5Wffdd5/27t3b43mqqqr0s5/9TFOnTlVQUJCCgoI0depU/exnP9Mxej+NOB12ux7dsMEptiAxUWcnJPTrdaaOGSNvl3YTT+3cqY8OHOjX6+DkrJWVmr1ihd7fv99t7I7MTK27804lBAcbkBkAAACGMg+zWddMmKALk5Lcxg7X1Wnljh1q530kAIxoo7ZZ5JhuvgXtC7vdrnvvvVdPPvmkU7y0tFSlpaVavXq17rnnHv3zn/+U2XzymntVVZUuv/xybdmyxSl+8OBBPfHEE8rOztZjjz2me+6555T5bNq0Sddcc43Ky8ud4nv27NGePXu0cuVKrV69WrNnz+7lT4qh6pW9e3XQpSfsT845p9+vYzKZFLxli6quuEL2Lq0h7n33Xe25/34FeHn1+zXxL6vz8nTbm2+qwWWVhsVk0p8vu0z/RvsHAAAAnMK3G8aF+/npzdxctXdpA1HT0iJddJHq3n5bWVlZfZo/IyND2dnZ/ZUuAKCfjdoicFdjx47VxIkT9eGHH/b63J/+9KedBeDp06froYceUnJysg4cOKDf/va32rFjh1auXKnIyEg98sgj3c5hs9m0ePHizgLwtddeq6VLlyosLEybNm3SL3/5S1VUVOi+++5TXFycFi5c2O08xcXFuuqqq1RZWSkPDw/913/9l6688kpJ0rvvvqs//vGPKisr01VXXaVt27YpPj6+1z8vhha7w6Ffr1/vFJsdF9ftN/z9waOpSfG5uTo8ZUpnrKimRj/95BP95SSvS5wZu8Oh//v8c/183Tq3MY/WViVv26bsd95RT95uW61WOQIC+j9JAAAADBvpEREKnT5dq3JyVNfa+q8BLy+1Xned8nfulH9ennqzvKCiqKi/0wQA9LNRWwT+2c9+pqysLGVlZWnMmDEqKipSUi8LZ/n5+fr9738vSZo1a5bWrVsnX19fSVJWVpauvvpqnXfeedq6dat+97vf6a677lJKSorbPNnZ2Vp/opD3ve99T48//njn2OzZs7Vw4ULNnDlTdXV1+o//+A/l5ubKw8P9t+6nP/2pKisrJUkvvviirr/++s6xc845RzNnztSNN96oiooKPfzww3rmmWd69fNi6Hln3z7lVFQ4xX4yf/6ArgiNPHRIiVdeqXWHDnXG/rZ5s26YNEnzxo4dsOuORrUtLbrtzTf1Tn6+25jnsWMKXb9e9U1Nqu/hfE3NzfL08enfJAEAADDsRAcEaOmMGXopJ0el9V3eTZpMqps+XeMXLtSVqamynOJu1q5WLFs2QJkCAPrLqC0C/9///d8Zz/HnP/9ZHR0dkqS//e1vnQXgb/n5+elvf/ubzjrrLHV0dOhPf/qTU4H3W98WksPCwvS73/3ObTwlJUU//vGP9eMf/1gFBQV68803nQq8klReXq4XXnhBknTppZe6jUvSDTfcoKeeekpr167Vc889p9/85jeKjo7u2w8PwzkcDj3isgp4UmSkrpowYUCva5K08qqrNHX5crWceP07JC195x3tWrZMnhbLgF5/tMirqtI1L72kfd308Z42ZoyumD9fntde26s5H2G1NgAAAE4I8PLSHZmZenvfPu1xWViys7xcx5ubdUNGhvxp+wYAI8Ko3RjuTDkcDr311luSpIkTJ2ru3LndHjd37lxNOFGUe+utt+RwOJzG8/PzlZubK+mbIq2fn1+383TdrO7NN990G3/77bdlP9HT6c477zxp3t/OY7fb9fbbb5/0OAx9nxYWanNpqVPsx/PnyzwIfWFTw8P1iwULnGK5VVV63KWnNfrm7X37NHvFCvcCsN2uoG3btGjCBIrtAAAAOGMeZrMWT5yoCxIT3cYO19Zq5Y4dqmhsHPzEAAD9jiJwHxUWFurIkSOSpPPOO++Ux347XlpaqiKXXknru6zkPNU80dHRSktLkyRt2LDBbbyn83Qd624eDB+uq4CTQkJ04+TJg3b9B+fO1YyYGKfY//f557xJPAPf9v9d9NJLqnfZAC7Cz09pmzYpID+fDeAAAADQb0wmk84ZN06WN96Q2tudxmpaWvTkjh3a383daQCA4YUicB9ZrdbOxxMnTjzlsV3Hv131eybzFBcXq9Gl0PbtPMHBwads8RATE6OgoKBuc8Hw8XVJiT4tLHSK/c+8efLoYc+u/uBhNutvLu0F6lpb9eOPPx60HEaSutZWXfvyy/rfL75wG5seHa2tS5cqiDffAAAAGCDm/Hx5vPaagry9neJtNptW5eToq5IStztbAQDDB0XgPiopKel8HB8ff8pjExISOh8XFxef8TwOh8PpvK7znG6OrvO45tITJSUlp/xVVlbW6znRe792WQUcExCgJZmZg57H2QkJum3qVKfYUzt3urWpwKntq6rSnJUr9da+fW5jt06dqg133aVxISGDnxgAAABGFVNlpZbOmKG4wECnuEPShwcO6J38fNlOtCEEAAwvo3ZjuDNV32UH1YCAgFMe6+/v3/m4oaFhQOc53Rxd53Gdoye6FrRhjILjx/W2S7HwB2edJR8PY/44P3rRRXozL08NXdoX/MeaNdp4992D0p94uHs3P1+3vPGG6lpbneIWk0m/u/hiPTh3Lu0fAAAAMGhOtWHcjm83jJs0SX6engZlCADoC1YC91FLS0vnY6/T7Jbq3eV2mubm5gGd53RzdJ3HdQ4MD8/u2uX0PNTHR/fNmmVQNlJMYKB+du65TrFNpaVuecKZ3eHQL9et09WrVrkVgMN9fbX21lv1n2edRQEYAAAAg+7bDeMWdLNh3KHaWq3cvl2V7AUCAMMKK4H7yMfHp/Nxm8sGTq5auxR4fH19TzlP1+e9naepqem0uXSdx3WOnjhdC4mysjLNnj271/OiZ+wOh7Jdiqu3TZ2qgB4U/wfSA3PnauWOHcrv0rP2Rx9/rMUTJyr4FK/p0WbJkiWyWq2yWSwqzMxUjcvGepLkW1ur2E8+0Y9efdVtzGq1ytGD1f4AAADAmTKZTDp33DhF+PlpdV6e2ru0gag+sWHcdenpSg0PNzBLAEBPUQTuo8AuPZJO11ah6yZuru0aXOc5VRH4dPM0NTX1qMXDt/P0pHWEq570HMbA+aKoSIdra51iRvQCduVlsejPl16qy198sTN2tLFRv1i3Tr+/5BIDMxtarFardpSUyHTzzeoIDnYb9y0qUvDmzTpms3V7flNzszwpqgMAAGAQZURGKtTHR6tyclTfZdFR64kN4y5OThbbxQHA0EcRuI+6FkNdN2lz1XX1rGtPXdd5IiIiTjuPyWRyK8bGx8fr6NGjp82l6zz09x1+nnFZBTwlKkrTo6MNysbZwtRUXZWWpnfy8ztjf9m0SXdPn670yEgDMxs6aqKiZL/kEjlcVm6bJF00frzOOvdcmZYsOen5jyxcOMAZAgAAAO5iAgO1dMYMvbx3r0q77Gvz7YZxfllZiulmk2MAwNBBT+A+ysjI6Hycl5d3ymO7jqenp5/xPAkJCU6bxHWdp7a2VuXl5Sedo6ysTHV1dd3mgqGtoa1Nr1utTrE7MjOHVM/YP156qbwsls7nHXa7vvf++3I4RvfaAIfDoUe+/FIFWVluBWBfDw/dMmWKzk5IGFK/lwAAAEBXgd7eWjJtmiZ3s8CjKSVF+XPn6lhTkwGZAQB6giJwHyUlJSk2NlaS9MUXX5zy2HXr1kmS4uLilOjSWH/+/Pmdj081T3l5ufJPrLCcN2+e23hP5+k61t08GLpes1rV2N7e+dxiMumWKVMMzMhdSliY/vuss5xinxcV6fnduw3KyHj1ra26/tVX9dNPP5VcirxR/v5aOmOGksPCDMoOAAAA6DlPi0XXpqd3u2FcQ3i45qxcqdzKysFPDABwWrSD6COTyaRFixbpH//4h/Ly8vT1119r7ty5bsd9/fXXnSt4Fy1a5LbSLy0tTenp6crNzdUrr7yiP/zhD/Lz83Ob55lnnul8vHjxYrfxq6++Wvfff7/sdruefvpp3Xjjjd3m/e08ZrNZV199dU9/XAwBz+zc6fR8YWqqxgzBTcJ+cs45en7PHqfexT/48ENdkZamsD5sRjic7auq0uKXX1ZuVZXb2KTISF09YYLTymkAAABgqOu6YdybeXnq6LJh3IHqak35y180fvt2BfeyGJyRkaHs7Oz+ThcAcAIrgc/Agw8+KMuJAs73v/99NTc3O403Nzfr+9//viTJw8NDDz74YLfz/Pd//7ck6fjx43rooYfcxg8cOKBf//rXkqSUlJRui8DR0dG65ZZbJElr167Va6+95nbMq6++qrVr10qSbrvtNkUPkV6yOL3C6mp9ceiQU2zJtGkGZXNq/l5eesyld21lU5N+9PHHBmVkjLfy8jR75Ur3ArDdrouSknRdejoFYAAAAAxbGZGRuiszU4Eu7c5snp7an5Wl/NhYldbX60gPfu3cs0dWl9Z3AID+NWpXAq9fv14FBQWdz6u6FGoKCgqcVt5K0h133OE2R1pamn74wx/qN7/5jbZu3ap58+bpf/7nf5ScnKwDBw7o0Ucf1Y4dOyRJP/zhD5WamtptLkuWLNFTTz2lDRs26PHHH1d5ebmWLl2q0NBQbd68Wb/4xS9UV1cns9msv/71r/Lw6P637Ve/+pU++OADVVZW6uabb9bWrVt15ZVXSpLeffdd/eEPf5AkRUZG6pe//GWP/1/BeM+6bAgX6uOjq9LSDMrm9K6aMEGLJ07Um136XK/Yvl1Lpk3TvLFjDcxs4Nnsdv3v55/rl19+6TZmaWtT8IYNmrdggQGZAQAAAP3r2w3j/vTGG3KcaJcoSTKbVTdjhsZedpmuSks77eKHFcuWDXCmAIBRWwReuXLlSW812bBhgzZs2OAU664ILH1TeK2oqNBTTz2lHTt26KabbnI75u677z5l0dVisWj16tW6/PLLtWXLFr3++ut6/fXXnY7x9vbWY489poUuKyy7SkhI0DvvvKNrrrlG5eXlevTRR/Xoo486HRMdHa3Vq1crPj7+pPNgaLE7HMp2KQLfPHmyvE/yZcBQ8deFC/XRwYNqaGvrjC177z1tv/deeY7QFbDHm5t1yxtv6IMuXzB9a9qYMbKvWqVjR48akBkAAAAwMAK9vWV58UXZrr5aDpeFKjkVFapsbNSNkyYpdJS1hgOAoYZ2EGfIbDbrySef1HvvvadFixYpNjZWXl5eio2N1aJFi/T+++9r5cqVMptP/b86IiJCGzdu1N///nfNnz9f4eHh8vHx0fjx47V06VJt27ZN99xzz2nzmTNnjvbs2aOHH35YkydPVkBAgAICAjRlyhQ9/PDDysnJ0Zw5c/rrx8cgWH/4sAprapxid2RmGpJLb8QHBenn55/vFMupqNCfvv7amIQG2K7ycs164oluC8C3TJmijXffLW92SwYAAMAIZOrokOWDD3R+NxvGHW1s1BPbt6vg+PHBTwwA0GloLyUcQM8884xby4czcfnll+vyyy8/ozk8PDx0//336/777z+jeSIiIvSLX/xCv/jFL85oHgwN2S4bwmVERmpW11uthrDvz5mjZ3fv1s7y8s7Y/37+uW6YNEmJISHGJdbPnt+9W/e+846aOzqc4h5ms/54ySX699mz3TaFBAAAAEYSk6Tzxo1TTECA3sjNVavN1jnW0tGhF/bs0QWJiZo/dizvjQHAAKwEBoawxrY2veKyQcKSadOGzZsmD7NZ/7zySnXNtrmjQ//+/vtyOByG5dVf2m02PbBmjW578023AvAYf399cvvt+v6cOcPm9wsAAAA4U2nh4Vo6Y4Yi/fzcxj4tKtIrVqtaXd47AwAGHkVgYAh7My/Pqaeu2WTSrVOnGphR782Oi9P9s2Y5xd7bv18rtm83KKP+Ud7QoAuffVZ/3bzZbWxufLy23Xuvzh03zoDMAAAAAGOF+/npnhkzlBER4TaWV1WllTt2qIpWaQAwqCgCA0OY64ZwlyQnKzYw0KBs+u5XF16o6IAAp9h/rFmjXV3aRAwnGw4f1swnntCXhw+7jd0/a5Y+X7JEcUFBBmQGAAAADA1eFou+k5GhC5OS5HpfXFVTk1Zs3668qipDcgOA0YgiMDBEVTY26tPCQqfYkmnTDMrmzIT4+Gj5FVc4xVptNt3w2muqb201KKveszsc+s369TrvmWd0pL7eaczbYtFTV1+tv19xhbw9Rm27dQAAAKCTyWTS/LFjdcuUKfJ1eY/cZrPp5b179VlhoYZ/ozgAGPooAgND1Jt5ebJ36Zvr5+mpqydMMDCjM7No4kQ9OGeOUyz/2DHd9+67w6I/cGVjo6548UX9+JNPZHPJd2xwsDbcdZfunD7doOwAAACAoSs5LExLZ8xwuztQktYdPqzj552nDk9PAzIDgNGDIjAwRL3qsiHcFamp8hvmb4wevfhiZcXGOsVW5eRo5RDvD/zloUOa/s9/6oOCArexC5OStHXpUs10+bkAAAAA/Euor6/uyszU1Kgot7HW2FhZzz1XX5eUGJAZAIwOFIGBIaiqqUmfubSCuD4jw6Bs+o+XxaKXv/MdBXt7O8W/P0T7A9vsdj3y5ZdakJ2tUpf2DyZJ/3f++Vp7662K9Pc3JkEAAABgGPG0WHTNxIm6LDnZrU9wm6+vznn6af3566+HxZ2CADDcUAQGhqDVeXlOLQd8PTx0eWqqgRn1n6TQUD29aJFTbCj2Bz5w/LjOe+YZ/fTTT93aP0QHBOiT22/Xz847TxYzf40CAAAAPWUymTQnPl5Lpk2Tv8udjh12u/5z7Vpd98orqmlpMShDABiZqF4AQ5BbK4i0NPl7eRmUTf9bnJ6uB7rpD3zT66+rpaPDoKy+4XA4tHzrVk1bvlwbiovdxi8aP14777tPC5KSDMgOAAAAGBnGhYRo2axZSgwOdht7My9PM594QtvLygzIDABGJrawB4aYY01N+uTgQafYSGgF4eq3F1+sjcXF2nLkSGfs/f37dcWLL+qtm25SgAFF79K6Ot399ttae+CA25jZZNLUY8dU/e67uvKvf+3T/FarVY5uNsMAAAAARqMALy/dNm2a/vT3v6th8mSnsYPV1TrrySf1l8su030zZ8pkcm0gAQDoDVYCA0PMSG4F0dXJ+gN/Wlioi597TtXNzYOWi93h0JPbt2vyP/7RbQE4OTRU6+64Qx4bN2rXnj06Ul/fp19Nzc3qMHilMwAAADCUmE0mBe3Zo9RNmxTu6+s01maz6f733tMtb7wxpFrHAcBwxEpgYIhxbQWxMDXVkFWxgyEpNFTv33KLLn/hBdV2eVP3dUmJFmRn68PbblPUAG+6tuHwYT3wwQfadpJbzZbNnKnfXXJJ5+9BVGKili5f3qdrPbJwYZ/zBAAAAEay4MpKfXLffbrxtdf0VUmJ09iqnBxtLyvTq9dfryljxhiUIQAMbxSBgSHkeHOzPiksdIqNxFYQXZ2dkKBPlyzRpc8/r6qmps74rqNHdc7TT+vj225TQjd9ws5USV2dHvroI63Kyel2PDYwUE9efbUuS0np92sDAAAA+JfqsjLVFBfr2osukt1k0piJE3U0OdnpmH3Hjinz8cc1ds8eRbgUiSUpIyND2dnZg5UyAAw7FIGBIWR1Xp467PbO5z4eHroyLc3AjAbHjJgYrbvjDl303HM6Ul/fGc8/dkxnP/WUfn/xxbp+0iSZ+6EPWFVTkx7fvFm/3bhRTe3t3R7z3SlT9NjChQp1uR0NAAAAQP/raGtTe3t752cBy+bNCi0tVc3cuXJ0uSvSbrGoKDNTR0NCFLxli8wnWq1VFBUZkTYADCsUgYEhxK0VRErKiG0F4So9MlJf3nmnLnr2WRXW1HTGS+rqdNPrr+vRDRv0yIUX6tLk5F5vCuFwOPR1SYn+sXWrXtm7V602W7fHTYyI0J8uvZTVvwAAAMAg8wwOdmu7Vt3crFetVpU1NDjFmxMT5TNxoq5LT1dcUJB+u2iRrFarsrKy+nx9VhIDGOkoAgNDRHVzsz4+eNApNtJbQbgaHxr6TSH4ueeUV1XlNLajvFwLX3hB540bp19feKHmxsefshjscDhU3tCgd/Lz9Y+tW7WzvPykx4b4+Oj/zj9f98+aJU+Lpd9+HgAAAAB9F+rrq7umT9eHBw5oy5EjTmPVLS16audOLUhMVHtbmzq6rCTuLVYSAxgNKAIDQ8Rb+/Y5tYLwtlhGRSsIV3FBQVp3xx36zquvat2hQ27jXxw6pLOfekohPj5KDQtTWni4UsPClBIWprrWVuVUVCinslI5FRU63tx8ymuZTSbdN3Omfr5ggSL8/AbqRwIAAADQRx5msy5PTdW4kBC9s2+f0119dodDnxQWynTjjfL45JM+b+C8Ytmy/koXAIYsisDAEOHWCiI1VYHe3gZlY6xIf399vmSJVufl6aeffqpcl1XBklTT0qItR464rQjoCS+LRddnZOihefM0ld2FAQAAgCFvUmSk4gID9Xpurkrq6pzGHElJ6rjlFuUfO6a08HCDMgSAoY0iMDAE1LS06KMDB5xio60VhCuTyaTF6em6asIEPbdrl/6/zz9Xscubvd5KCgnRslmzdGdmpiL9/fspUwAAAACDIcTHR3dmZuqLoiKtO3zYedDXV6tycjQnLk4XjR8vD7PZmCQBYIiiCAwMAW/l5amdVhDd8jCbdef06bp5yhQt37pVj27YoHKXjSFOxd/TUxeOH69lM2dq1S9/qVeff16v9jEXq9UqR0BAH88GAAAAcKbMJpMWJCUpKTRUb+Tmqr6tzWl8U2mpimpq9J2MDFq+AUAXFIGBIeCNvDyn55empCholLaCOBkfDw89OHeuvj97topqarT/+HHtP3bsm/8eP64Dx4/Lx8NDk6OiOn9NiYrSuJAQmU9sIPczq1U79+xRVGJin3Joam6Wp49PP/5UAAAAAPoi8cRdfu/s26e8Y8ecxo42NuqJbdt0WUqKpkdHn3JDaQAYLSgCAwarb23V2oICp9h30tMNymbos5jNSg4LU3JYmC5LSen1+VGJiX3eMOKRhQv7dB4AAACA/ufn6akbJk3SL3/yE9kvukjy+FeJo91u1zv5+So4flxXpqXJz9PTwEwBwHgUgQGDrSkocNrh1sNsphUEAAAAAPSAyWSSZedOmauqFHbffapobHQaz62qUnFdna5OS1Mqm8YBQ8aSJUtktVrPaI6MjAxlZ2f3U0YjH0VgwGCv5+Y6Pb8wKUmhvr4GZQMAAAAAw4/p+HHdM326Pjx4UFuPHHEaa2hr04s5OZoZE6NLkpPlZbEYlCWAb1nPsF1jRVFRv+YzGlAEBgzU0tGh9/LznWLX0goCAAAAAHrN02LRFampSg4N1Tv5+Wpqb3ca31ZWpsKaGi2eOFHxQUEGZQngW2fSrnHFsmX9nM3IZzY6AWA0+/DAATV2eWNikrRowgTjEgIAAACAYW5iRITunzVLqWFhbmPHm5v11I4d+qyoSDa73YDsAMAYFIEBA73h0grinHHjNCYgwKBsAAAAAGBkCPDy0s2TJ+vK1FR5mp1LHw5J6w4d0lM7d6qqqcmYBAFgkFEEBgzSbrPp7X37nGLXTpxoUDYAAAAAMLKYTCbNjI3VslmzFB8Y6DZ+pL5e/9y2TY2pqXIYkB8ADCaKwIBBPi8qUnVLi1OMfsAAAAAA0L/CfH115/TpWpCYKLPJ5DTWYberdtYs7Z89W6V1dQZlCAADj43hAIO4toLIio1VQnCwQdkMD0uWLJHVau3z+VarVQ7abQAAAACjjtlk0rnjxiklLExv5uW5tYGoi4rS5H/8Q3+69FItmTZNJpdiMQAMdxSBAQPY7Ha9mZfnFGMV8OlZrVbt3LNHUYmJfTq/qblZnj4+/ZsUAAAAgGEjNjBQ986YoY8LC7W5tNRprKalRXe+9ZZe2btX/7zyShbpABhRKAIDBviqpERHGxudYhSBeyYqMVFLly/v07mPLFzYz9kAAAAAGG48LRYtTElRWliY3tq3T/VtbU7jawoKNOnvf9cfLrlE98yYwapgACMCRWDAAK+7tDSYHBWltPBwg7IBAAAAgNEnOSxM98+apT88+aRsLoty6tvadO+77+oHTz+txN275d3cfMq5MjIylJ2dPZDpAsAZoQgMDDKHw6E3XFpBXMcqYAAAAAAYdL6enjK/9ZZsu3bJfPXVsvv5OY3XR0Yq59xzFbRrl/z271d3a4IriooGJVcAOBMUgYFBtq2sTIdra51itIIAAAAAAON4VlTovy6+WGsPHNDO8nKnMYenp2pnzVLIhRfq6gkTFObr6zS+YtmywUwVAPrEbHQCwGjzRm6u0/Pk0FBNiYoyKBsAAAAAgCT5eHho0YQJumXKFAV5e7uNH6qt1T+2btVXJSWyOxwGZAgAfUcRGBhEDodDr7sUga9LT2ejAQAAAAAYIlLCwvS9WbM0IybGbazDbteHBw7o6Z07dbShwYDsAKBvKAIDg2hvZaXyjx1zitEKAgAAAACGFm8PD12Vlqbbpk5ViI+P23hJXZ2e2L5dHx04ILvFYkCGANA7FIGBQfTq3r1Oz+ODgpQVF2dQNgAAAACAUxkfGqr7Z81SVmys25jd4dDGkhJVXnGFqseMMSA7AOg5isDAIHE4HHrFanWKfSc9XWZaQQAAAADAkOVlsejy1FTdMW2a26ZwkmTz99eBrCwteuklHaqpGfwEAaAHKAIDg2RvZaXyqqqcYjdMmmRQNgAAAACA3hgXEqJlM2fq3LFju13M8/a+fcr4+9/12w0b1G6zGZAhAJwcRWBgkLzSTSuIOfHxBmUDAAAAAOgtT4tFC5KSdP+sWUoKCXEbb2pv1/98/LFmPPGE1h8+PPgJAsBJUAQGBoHD4dCrLq0grs/IoBUEAAAAAAxDEX5+um3qVC2eOFHmlha38ZyKCp3z9NO65+23daypyYAMAcCZh9EJAKNBTkWFWyuI6zMyDMoGAAAAAHCmTCaTpo4ZozVPPqmOs89WR2am5LLQ58kdO5S9aZPi8vIUcfiwTrYMKCMjQ9nZ2QOeM4DRiyIwMAhcW0Ek0AoCAAAAAEYEW329Ot59VxGVlarJylJHaKjTeIeXlw5NnarShAQFb9sm78pKp/GKoqJBzBbAaEURGBhgtIIAAAAAgJHNMzhY//arX8nucGhzaak+KypSm8vmcB2hoTp20UWaFBmpi8ePV7CPjyRpxbJlRqQMYJShCAwMsD0VFdp37JhT7PpJkwzKBgAAAAAwUMwmk+bGxysjMlJrCwpkdWkLKEl7Kyu179gxzUtI0NkJCQZkCWA0oggMDLBXXVpBjA0O1py4OIOyAQAAAAAMtCBvb10/aZIOVlfrg4ICVbpsDtdht+uLQ4e0raxMluRkOVxaRABAf6MIDAwgh8OhV1xaQXwnPV0mWkEAAAAAwIg3PjRUy2bN0pYjR/R5UZFaOjqcxhva2qTZs7W9qkqpV1yh4IqKk24edypsLAfgdCgCAwNoT0WF8l1aQdxAKwgAAAAAGDXMJpPmxMVpSlSUPisq0rYjR+RwOcYREaGCiAh5HT2qoJ075XX8eI/nZ2M5AD1BERgYQK900wpi9ihuBbFkyRJZXVZG94bVapUjIKAfMwIAAACAweHn6akrUlM1KyZGHx88qILqardj2saMUdWll2pSZKQuSEpSmK/vaedlYzkAPUERGBggDodDr7oUPK/PyBjVrSCsVqt27tmjqMTEPp3f1NwszxM76AIAAADAcDQmIEC3TJ2qg9XV+ujgQZU3NLgds7eyUrlVVcqKjdW548bJz9PTgEwBjCQUgYEBsvvoUVpBdCMqMVFLly/v07mPLFzYz9kAAAAAgDHGh4bq3hkz9Kv//m/Zzj9fCgpyGrc7HNpUWqqd5eWaP3as5sTFydNiMSZZAMMeRWBggLiuAh4XHKys2FiDsukf1WVlqikuVlZWVp/Op50DAAAAAPyLyWSS2WqVqbhYC/7wB315+LDb5nGtNps+KSzU1yUlmj92rGbGxFAMBtBrFIGBAeBwOPRSTo5TbCS0guhoa1N7e7uO1Nf36XzaOQAAAACAO5PNprMTEjQ9OlpfHj6szaWlsjmct49rbG/X2gMHtLG4WPPHjtWMmBh5mM0GZQxguKEIDAyAr0pKdMClyf9IaQXhGRxMOwcAAAAAGAC+np66JDlZs+Pi9GlhofZUVLgdU9/WpjUFBdpQXKxzxo6Vg0IwgB7gbwpgADy7a5fT8wnh4Zo1zFtBAAAAAAAGR4iPj65NT9e9M2YoJSys22PqWlv13v79qrjiClUmJKjdZhvkLAEMJxSBgX7W2tGhV/budYrdNnXqsG8FAQAAAAAYXDGBgbplyhTdlZmp8aGh3R5jCwjQoWnTNPHxx5W9c6c67PZBzhLAcEARGOhn7+3fr+qWFqfYLVOnGpQNAAAAAGC4SwgO1m1Tp+qOadOUGBzc7TEHq6t1x1tvKeNEMZiVwQC6oggM9DPXVhDnjhunxJAQY5IBAAAAAIwY40JCtCQzU7dPnaqxQUHdHrP/+HHd8dZbSv3b3/T3LVvU0tExyFkCGIooAgP96FhTk97fv98pdjurgAEAAAAA/SgpNFR3ZGbq1ilT5FlV1e0xh2pr9W/vv6/EP/9Zv9uwQfWtrYOcJYChxMPoBICR5OW9e9Xepf+Sj4eHvpORYWBGAAAAAICRyGQyKTksTJZnn5U5IUGWiy9WUzd3oR5tbNRDH3+sH7//vqKKijSmsFAe7e1Ox2RkZCg7O3uQMgdgBIrAQD9ybQVx9YQJCvbxMSgbAAAAAMBIZ2trU3tenmI6OuQTG6v6SZPUHhHhfpyXl8rS0lSelCS/ggIF5OXJ0tKiiqKiwU8awKCjCAz0k/xjx7SptNQpRisIAAAAAMBA8wwO1r3Ll0uSHA6HimpqtP7wYR2sqXE71uHpqcb0dLVkZCgzOlrHfvELWa1WZWVl9enarCIGhgeKwEA/eX73bqfnkX5+uiQ52aBsAAAAAACjkclkUlJoqJJCQ1VSV6f1hw9r37FjbsfZHA5tKyuT7rpLys1VUXGxvKqre3UtVhEDwwdFYKAf2B0OPedSBL558mR5WiwGZQQAAAAAGO3ig4J00+TJqmhs1PrDh5VTUSGH60FmszRpkqomTVJSSIjOTkhQcmioTCbTaedfsWzZgOQNoP9RBAb6wYbDh1XkcpvN7dOmDci1lixZIqvV2ufzrVarHAEB/ZgRAAAAAGAoi/L317Xp6To/MVEbiou1q7xcNodbOViFNTUqrKlRlL+/zk5I0OTISFnMZgMyBtDfKAID/cB1FXB6RIRmxMQMyLWsVqt27tmjqMTEPp3f1NwsTzarAwAAAIBRJ8zXV1elpem8ceP0VXGxtpWVqd1udzuuorFRq/Py9GlhoebExWlmTIy8PSghAcMZf4KBM9TS0aFX9u51it02dWqPbp3pq6jERC090fS/tx5ZuLCfswEAAAAADCdB3t66NCVF544bp9//+teyz5ol+fu7HVfX2qqPDh7UukOHNCs2VnPi4hTo7W1AxgDOFGv6gTP09r59qm1tdYrdMnWqQdkAAAAAANAzvp6esnz1lTyeeUZXpaUp3Ne32+NabTZtKC7Wnzdt0lv79qmysXGQMwVwplgJDJyhf27b5vR8QWKixgYHG5QNAAAAAAC9Y7LZNCMmRtOjo7Xv2DFtLC5WcV2d23F2h0M7y8u1s7xcaWFhao2MlKOlxYCMAfQWRWDgDORWVurTwkKn2F3TpxuUDQAAAAAAfWcymTQxIkITIyJUXFurjSUlyquq6vbY/OPHpYsuUkt1tV6zWrV44kQ2kQOGMIrAwBlYvnWr0/MIPz99JyPDoGwAAAAAAOgfCcHBujE4WMeamvRVSYl2lpfL5nC4HdcYGqrrX31VSSEhenDuXN01fboCvLwMyBjAqfAVDdBHjW1tembXLqfY3dOny4cdUwEAAAAAI0S4n5+uTEvTg3Pn6pyxY0/6mbewpkYPfPCBEv70J/3o449V2k07CQDGoQgM9NGqnBzVddkQziTpvpkzjUsIAAAAAIABEuDlpQuSkvSfc+fqspQUhfj4dHtcTUuLHt2wQUl/+Ytuf/NN7SovH+RMAXSHJYtAHzgcDj2+ZYtTbGFqqpJCQ0977pIlS2S1Wvt8bavVKkdAQJ/PBwAAAACgr7wsFs2Ji1NWbKx+89BDss2cKXtMjNtx7Xa7ntu9W8/t3q3AykpFHzyooMpKmVyOy8jIUHZ29uAkD4xiFIGBPthUWqqdLt9mfm/WrB6da7VatXPPHkUlJvbp2k3NzfI8yTeuAAAAAAAMBrPJJOXkyL5jh8LPOkuNEyeqJS5OMrmWeaX6yEjVR0b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}, "metadata": { "image/png": { "width": 704, "height": 469 } } } ] }, { "cell_type": "markdown", "source": [ "Description: This histogram displays the age range and frequency of participants in the study, providing an overview of the demographic profile." ], "metadata": { "id": "h5TCRqXewYdO" } }, { "cell_type": "markdown", "source": [ "**Feature Correlation Heatmap**" ], "metadata": { "id": "iYJdTICiwp0h" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(12, 10))\n", "correlation_matrix = df.select_dtypes(include=['float64', 'int64']).corr()\n", "sns.heatmap(correlation_matrix, annot=False, cmap='coolwarm', linewidths=0.5)\n", "plt.title('Feature Correlation Heatmap')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "_48DAI2iwx8-", "outputId": "ebd6202f-6fc9-4104-9467-b36cb4baea68" }, "execution_count": 50, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 1153, "height": 1072 } } } ] }, { "cell_type": "markdown", "source": [ "Description: The heatmap reveals that glucose_fasting, hba1c, and diabetes_risk_score\n", "are strongly correlated with diagnosed_diabetes. Interestingly, BMI shows\n", "moderate correlation with waist_to_hip_ratio, confirming that obesity-related\n", "features tend to cluster together." ], "metadata": { "id": "ceMS8lBkw6UP" } }, { "cell_type": "markdown", "source": [ "### **Research:** Pose relevant questions about your dataset, then answer them using visual elements (e.g. charts or plots) to provide clear insights.\n", "\n", "For example, in the 2nd lecture the entire class took a survey. Then, we talked about the collected data and desplayed the collected data using the right **plots** - Lines, Bars, Hist, Pie, Map, HeatMap, Area, Time, etc.\n", "\n", "An aditional more specific example, would be the questions we asked during the recitation on the `Titanic` dataset:\n", " - \"Did survival rates differ by gender?\"\n", " - \"Was passenger class related to survival?\"\n", " - \"What was the age distribution of survivors vs. non-survivors?\"\n", " - \"Did embarking location (port) have any effect on survival?\" \n", " \n", "And how we answered those questions using **plots**.\n", "\n", "The idea is to pose questions that can uncover patterns, correlations, or anomalies in your dataset, then back those up with clean, insightful visualizations." ], "metadata": { "id": "lo68PsjTK0_j" } }, { "cell_type": "markdown", "source": [ "# **Research Question 1**\n", "#### **Question:** Does a higher Body Mass Index (BMI) correlate with an increased likelihood of a diabetes diagnosis?" ], "metadata": { "id": "u7Yk1WgGxApG" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(8, 6))\n", "ax = sns.boxplot(data=df, x='diagnosed_diabetes', y='bmi', palette='flare')\n", "\n", "ax.set_xticklabels(['0 = Healthy', '1 = Diabetic'])\n", "\n", "plt.title('Question 1: BMI Levels vs Diabetes Diagnosis')\n", "plt.xlabel('Diagnosis Status')\n", "plt.ylabel('BMI Value')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 562 }, "id": "I8ZnnheU1F7w", "outputId": "09a03a26-368e-46d5-e68f-2f37d52317b7" }, "execution_count": 51, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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30UcfzU033ZQkadCgQb7xjW/k7LPPzlFHHZVGjRpl+vTpueqqqzJo0KDUq1cvAwYMyKRJkzJixIg8++yzmTx5cs4+++wkyaRJkzJo0KCabhEAAAAA4EuhxlfwDhw4MEnSqlWrPPLII9lmm23K51577bXss88+GTBgQBYsWJBzzjknp5xyymLXN2rUKJdeemleeumlPPjggxkyZEjOPPPMmm4TAAAAAKDwanwF7zPPPJOKior86Ec/WizcTZJOnTrlRz/6UebPn58kOeGEE5Zap0+fPkniYWsAAAAAAEtR4wHvhAkTkiR77LHHEs8v+nqHDh2WWmerrbZKkkydOrUGuwMAAAAA+PKo8YB35syZST5/cNqSNG/evHzcoEGDpdZp2LBhkmTOnDk11xwAAAAAwJdIjQe8C1VUVFTrdQAAAAAAqmeVBbwAAAAAAKxaAl4AAAAAgIJaZ1UV/vOf/5xWrVpVev3DDz8sH//qV79a6vWLjgMAAAAAoLJVFvD2799/qecW7sN70UUXrarpAQAAAAC+9FZJwFsqlVZFWQAAAAAAFlHjAe+jjz5a0yUBAAAAAFiCGg94u3XrVtMlAQAAAABYgjq13QAAAAAAACtGwAsAAAAAUFACXgAAAACAghLwAgAAAAAUlIAXAAAAAKCgBLwAAAAAAAUl4AUAAAAAKCgBLwAAAABAQQl4AQAAAAAKSsALAAAAAFBQAl4AAAAAgIIS8AIAAAAAFJSAFwAAAACgoAS8AAAAAAAFJeAFAAAAACgoAS8AAAAAQEEJeAEAAAAACkrACwAAAABQUAJeAAAAAICCEvACAAAAABSUgBcAAAAAoKAEvAAAAAAABbVObTcAAABQUz7N3Dw47+XabgMAWA6fZm5tt/ClIOAFAAC+VPxjEQBYmwh4AQCAwmvRokVttwCsIlOmTMmCBQtSp06dtGzZsrbbAVYB/x1fOQJeAACg8AYMGFDbLQCryJFHHplJkyalZcuWGTx4cG23A7DG8ZA1AAAAAICCEvACAAAAABSUgBcAAAAAoKAEvAAAAAAABSXgBQAAAAAoKAEvAAAAAEBBCXgBAAAAAApKwAsAAAAAUFACXgAAAACAghLwAgAAAAAUlIAXAAAAAKCgBLwAAAAAAAUl4AUAAAAAKCgBLwAAAABAQQl4AQAAAAAKSsALAAAAAFBQAl4AAAAAgIIS8AIAAAAAFJSAFwAAAACgoAS8AAAAAAAFJeAFAAAAACgoAS8AAAAAQEEJeAEAAAAACkrACwAAAABQUAJeAAAAAICCEvACAAAAABSUgBcAAAAAoKDWqe0GoEg+mjs3F7zyam23AQAsh4/mzq3tFgAAYJUT8EI1lJLM8I9FAAAAANYQAl5YDi1atKjtFoBVZMqUKVmwYEHq1KmTli1b1nY7wCrgv+MAAHyZCXhhOQwYMKC2WwBWkSOPPDKTJk1Ky5YtM3jw4NpuBwAAAKplrX3I2qhRo/KrX/0qPXr0SNu2bdOgQYOsu+666dixY0488cQ8+eSTy6wxa9as/OMf/8hpp52WXXbZJeuvv37q1auXli1bZo899siFF16Y999/v0b6bd++fSoqKpb50b59+xqZDwAAAABY862VK3j32muvPPHEE5VenzNnTl5//fW8/vrrGTRoUHr37p1rr7029evXrzT2xRdfTJcuXfLJJ59UOjd16tQ8/fTTefrpp3PVVVdlwIABOeaYY1bJ1wIAAAAArL3WyoB3woQJSZLWrVvnqKOOyp577pnNNtss8+fPz4gRI3LFFVfkvffey0033ZS5c+fm//7v/yrV+Oijj8rhbpcuXXLIIYdk5513TsuWLTNp0qT84x//yLXXXpuPPvooxx13XNZbb70ceOCBK917z549c/HFFy/1/JLCaAAAAADgy2mtDHg7deqU3/zmN/nGN76RunXrLnZu9913zwknnJAuXbpkzJgxufXWW/Pd7343e+2112Lj6tSpk6OPPjoXXHBBtt1220pz9OjRIwceeGB69eqV+fPn5wc/+EFef/31VFRUrFTvzZs3z3bbbbdSNQAAAACAL4e1cg/ee++9N0cffXSlcHehDTbYIFdccUX58yU9dKdz5865/fbblxjuLtSzZ88cccQRSZI33ngjzz///Ep2DgAAAADw/7dWBrzLY++99y4fv/HGG7VeBwAAAADgiwS8S/HZZ5+Vj5e20nd11gEAAAAA+CIB71IMGzasfLzNNtvUep2FHn/88eywww5p2rRpGjdunM033zzHHHNM/vnPf6ZUKq10fQAAAACgONbKh6wty4IFC9KvX7/y50cfffQK1XnhhRcyZMiQJMlXv/rVGgl4x40bt9jn48ePz/jx43PHHXekS5cuuf3229OmTZsVqv3uu+9WeX7ixIkrVBcAAAAAWDUEvEtw1VVXZeTIkUmSI444IjvttFO1a3z22Wc55ZRTMn/+/CTJJZdcslI91a9fP4cddlh69OiR7bbbLs2aNcv06dMzYsSI9O/fP++8806GDx+e/fbbLyNGjEizZs2qPcemm266Uj0CAAAAAKuXgPcLhg0blp/+9KdJklatWqV///4rVOf000/PqFGjkiR9+vTJoYceulJ9jRw5Ms2bN6/0evfu3XP66afnyCOPzNChQ/Pqq6/moosuypVXXrlS8wEAAAAAaz4B7yJefvnl9OrVK/PmzUvDhg1z5513plWrVtWu89vf/jbXXXddkmSXXXbJn/70p5XubUnh7kJNmzbNHXfckS222CJTp07NgAED0q9fv9SvX79ac7zzzjtVnp84cWJ23XXXatUEAAAAAFYdAe//Z9y4cenRo0emTZuWunXr5rbbbstee+1V7Tp//etf8/Of/zxJ0qlTp9x3331p0qRJTbdbSbNmzfLNb34zf/7znzNz5syMGjUqnTt3rlaNtm3brqLuAAAAAIBVoU5tN7AmmDBhQvbdd99MmDAhFRUVueGGG9KzZ89q17n11lvzve99L0nSrl27PPTQQ9lggw1qut2l2nbbbcvH77333mqbFwAAAACoHWt9wDt58uTst99+efPNN5Mk11xzTXr37l3tOnfffXd69+6dBQsWZJNNNsnDDz+82lfEVlRUrNb5AAAAAIDatVYHvDNmzMj++++fV155JUnSr1+/fP/73692nYcffjhHH3105s2bl5YtW+ahhx7KlltuWdPtLtPCryNJWrduvdrnBwAAAABWr7U24J01a1YOPvjgPPfcc0mS8847L+eee2616zz11FPp2bNnPvvsszRr1iwPPvhgvvKVr9R0u8s0Y8aM3HbbbUmSxo0bZ+edd17tPQAAAAAAq9daGfDOmTMnvXr1yvDhw5MkZ555Zi6++OJq1/nvf/+bgw8+ODNnzkyTJk0yZMiQ7LTTTtWu071791RUVKSioiLjx4+vdP6BBx7I7Nmzl3r9J598kqOPPjpTpkxJkpx88slp0KBBtfsAAAAAAIplndpuoDYce+yxGTp0aJJkn332ycknn5zRo0cvdXz9+vXTsWPHxV574403sv/++2f69OlJkosvvjjNmjWrsk6rVq3SqlWravfbr1+/HHfccTniiCPStWvXbLnllll33XUzY8aMPPXUU/nLX/6St99+O0my9dZb58ILL6z2HAAAAABA8ayVAe8//vGP8vEjjzySr33ta1WOb9euXaWVtU888UQ+/PDD8uc/+tGPljnvBRdcsMLh69SpU3PdddfluuuuW+qYbt265W9/+1tatGixQnMAAAAAAMWyVga8RXP55Zfn4YcfzogRI/K///0vkydPzvTp09O4ceO0bt06u+22W4499tj06NEjFRUVtd0uAAAAALCarJUBb6lUWukaffv2Td++fVe+mSSPPfZYled33nlnD00DAAAAACpZKx+yBgAAAADwZSDgBQAAAAAoKAEvAAAAAEBBCXgBAAAAAApKwAsAAAAAUFACXgAAAACAghLwAgAAAAAUlIAXAAAAAKCgBLwAAAAAAAUl4AUAAAAAKCgBLwAAAABAQQl4AQAAAAAKSsALAAAAAFBQAl4AAAAAgIIS8AIAAAAAFJSAFwAAAACgoAS8AAAAAAAFJeAFAAAAACgoAS8AAAAAQEEJeAEAAAAACkrACwAAAABQUAJeAAAAAICCEvACAAAAABSUgBcAAAAAoKAEvAAAAAAABSXgBQAAAAAoKAEvAAAAAEBBCXgBAAAAAApKwAsAAAAAUFACXgAAAACAghLwAgAAAAAUlIAXAAAAAKCgBLwAAAAAAAUl4AUAAAAAKCgBLwAAAABAQQl4AQAAAAAKSsALAAAAAFBQAl4AAAAAgIIS8AIAAAAAFJSAFwAAAACgoAS8AAAAAAAFJeAFAAAAACgoAS8AAAAAQEEJeAEAAAAACkrACwAAAABQUAJeAAAAAICCEvACAAAAABSUgBcAAAAAoKAEvAAAAAAABSXgBQAAAAAoKAEvAAAAAEBBCXgBAAAAAApKwAsAAAAAUFACXgAAAACAghLwAgAAAAAUlIAXAAAAAKCgBLwAAAAAAAUl4AUAAAAAKCgBLwAAAABAQQl4AQAAAAAKSsALAAAAAFBQAl4AAAAAgIIS8AIAAAAAFJSAFwAAAACgoAS8AAAAAAAFJeAFAAAAACgoAS8AAAAAQEEJeAEAAAAACkrACwAAAABQUAJeAAAAAICCEvACAAAAABSUgBcAAAAAoKAEvAAAAAAABSXgBQAAAAAoKAEvAAAAAEBBCXgBAAAAAApKwAsAAAAAUFACXgAAAACAghLwAgAAAAAUlIAXAAAAAKCgBLwAAAAAAAUl4AUAAAAAKCgBLwAAAABAQQl4AQAAAAAKSsALAAAAAFBQAl4AAAAAgIIS8AIAAAAAFJSAFwAAAACgoNbagHfUqFH51a9+lR49eqRt27Zp0KBB1l133XTs2DEnnnhinnzyyWrVu//++9OrV69yrbZt26ZXr165//77a7TvWbNm5dJLL80uu+ySFi1apEmTJunUqVPOOuusvPXWWzU6FwAAAACwZlunthuoDXvttVeeeOKJSq/PmTMnr7/+el5//fUMGjQovXv3zrXXXpv69esvtdaCBQty6qmn5vrrr1/s9ffeey/vvfde/vnPf+aUU07JX//619Sps3J5+tixY3PQQQfl9ddfX+z1//3vf/nf//6X6667Ln/7299yyCGHrNQ8AAAAAEAxrJUreCdMmJAkad26dc4888wMHjw4I0eOzIgRI3LllVemTZs2SZKbbropffv2rbLWeeedVw53d9xxx9x6660ZOXJkbr311uy4445Jkuuuuy6/+MUvVqrnjz/+OAcffHA53P32t7+dhx9+OE899VQuueSSrLvuuvnoo49yzDHH5L///e9KzQUAAAAAFMNauYK3U6dO+c1vfpNvfOMbqVu37mLndt9995xwwgnp0qVLxowZk1tvvTXf/e53s9dee1WqM2bMmFx++eVJkp133jmPP/54GjVqlCTZZZddcthhh6Vbt24ZNWpULrvsspx00knp0KHDCvV82WWXZcyYMUmSSy+9NOecc0753B577JHu3bunW7dumTVrVn74wx/mscceW6F5AAAAAIDiWCtX8N577705+uijK4W7C22wwQa54ooryp8PHjx4ieOuvvrqzJs3L0lyzTXXlMPdhRo3bpxrrrkmSTJv3rxcddVVK9Tv3Llz84c//CFJss022+Sss86qNKZz5845+eSTkyTDhg3Ls88+u0JzAQAAAADFsVYGvMtj7733Lh+/8cYblc6XSqX861//SvL5iuDdd999iXV23333bL311kmSf/3rXymVStXu5dFHH82MGTOSJH369FnqXr6Lbidx1113VXseAAAAAKBYBLxL8dlnn5WPl7TSd9y4ceW9fLt161ZlrYXn33vvvYwfP77avTz55JOVai3JzjvvnMaNGydJhg8fXu15AAAAAIBiWSv34F0ew4YNKx9vs802lc6/8sor5eNOnTpVWWvR86+++mo233zzavWyvHOts8466dChQ1588cW8+uqr1ZojSd59990qz0+cOLHaNQEAAACAVUfAuwQLFixIv379yp8fffTRlcYsGoa2bdu2ynqbbrpp+fidd96pdj8L52rSpEmaN2++zLlefPHFTJo0KZ999lkaNGiw3PMs2icAAAAAsOazRcMSXHXVVRk5cmSS5IgjjshOO+1UaczHH39cPl533XWrrNekSZPy8SeffFLtfhbOtax5amIuAAAAAKA4rOD9gmHDhuWnP/1pkqRVq1bp37//Esd9+umn5eP69etXWXPRVbSzZ8+udk8L51rWPCs717JWF0+cODG77rprtWoCAAAAAKuOgHcRL7/8cnr16pV58+alYcOGufPOO9OqVasljm3YsGH5eM6cOVXWXfSBbY0aNap2XwvnWtY8KzvXsraaAAAAAADWLLZo+P+MGzcuPXr0yLRp01K3bt3cdttt2WuvvZY6vmnTpuXjZW2FMHPmzPLx8myzsLS5lmfLhZWdCwAAAAAoDgFvkgkTJmTffffNhAkTUlFRkRtuuCE9e/as8ppFV7su+sC1JVl064MVeZDZwrlmzpyZ6dOnL9dcG264YbUesAYAAAAAFM9aH/BOnjw5++23X958880kyTXXXJPevXsv87ptt922fPzaa69VOXbR89tss021e1zeuebNm5c33nhjhecBAAAAAIplrQ54Z8yYkf333z+vvPJKkqRfv375/ve/v1zXbr755mndunWSzx/MVpXHH388SdKmTZu0b9++2n127dq1fFzVXKNGjSpv0dClS5dqzwMAAAAAFMtaG/DOmjUrBx98cJ577rkkyXnnnZdzzz13ua+vqKgob+Pw2muv5emnn17iuKeffrq86rZnz56pqKiodq/du3dPs2bNkiQ33nhjSqXSEscNGjSofNyrV69qzwMAAAAAFMtaGfDOmTMnvXr1yvDhw5MkZ555Zi6++OJq1/nhD3+YunXrJkl+8IMfZPbs2Yudnz17dn7wgx8kSdZZZ5388Ic/XGKdvn37pqKiIhUVFXnssccqna9fv37OOOOMJMmrr76ayy+/vNKYESNG5Prrr0+SdOvWLbvssku1vx4AAAAAoFjWqe0GasOxxx6boUOHJkn22WefnHzyyRk9evRSx9evXz8dO3as9HrHjh1zzjnnpF+/fhk1alS6dOmSc889N1tuuWXeeOON/O53v8vzzz+fJDnnnHOy1VZbrXDP55xzTm6//faMGTMmP/nJTzJ27Nh885vfTKNGjfLoo4/mN7/5TebNm5dGjRrl6quvXuF5AAAAAIDiWCsD3n/84x/l40ceeSRf+9rXqhzfrl27jB8/fonnLrnkknz44Ye54YYb8vzzz+eb3/xmpTEnn3zyCq0QXlTTpk0zZMiQHHTQQXn99dczYMCADBgwYLEx6623Xv72t79lhx12WKm5AAAAAIBiWCu3aKhJderUyfXXX58hQ4akZ8+ead26derXr5/WrVunZ8+eue+++3LdddelTp2V/1Z36NAhzz//fH73u99l5513TvPmzdO4ceNsvfXW+dGPfpQXX3wxhxxySA18VQAAAABAEayVK3iX9pCylXHQQQfloIMOWqFrBw0atNgD0qrSpEmT/OQnP8lPfvKTFZoLAAAAAPjysIIXAAAAAKCgBLwAAAAAAAUl4AUAAAAAKCgBLwAAAABAQQl4AQAAAAAKSsALAAAAAFBQAl4AAAAAgIIS8AIAAAAAFJSAFwAAAACgoAS8AAAAAAAFJeAFAAAAACgoAS8AAAAAQEEJeAEAAAAACkrACwAAAABQUAJeAAAAAICCEvACAAAAABSUgBcAAAAAoKAEvAAAAAAABSXgBQAAAAAoKAEvAAAAAEBBCXgBAAAAAApKwAsAAAAAUFACXgAAAACAghLwAgAAAAAUlIAXAAAAAKCgBLwAAAAAAAUl4AUAAAAAKCgBLwAAAABAQQl4AQAAAAAKSsALAAAAAFBQAl4AAAAAgIIS8AIAAAAAFJSAFwAAAACgoAS8AAAAAAAFJeAFAAAAACgoAS8AAAAAQEEJeAEAAAAACkrACwAAAABQUAJeAAAAAICCEvACAAAAABSUgBcAAAAAoKAEvAAAAAAABSXgBQAAAAAoKAEvAAAAAEBBCXgBAAAAAApKwAsAAAAAUFACXgAAAACAghLwAgAAAAAUlIAXAAAAAKCgBLwAAAAAAAUl4AUAAAAAKCgBLwAAAABAQQl4AQAAAAAKSsALAAAAAFBQAl4AAAAAgIIS8AIAAAAAFJSAFwAAAACgoAS8AAAAAAAFJeAFAAAAACgoAS8AAAAAQEEJeAEAAAAACkrACwAAAABQUAJeAAAAAICCEvACAAAAABSUgBcAAAAAoKAEvAAAAAAABSXgBQAAAAAoKAEvAAAAAEBBCXgBAAAAAApKwAsAAAAAUFACXgAAAACAghLwAgAAAAAUlIAXAAAAAKCgBLwAAAAAAAUl4AUAAAAAKCgBLwAAAABAQQl4AQAAAAAKSsALAAAAAFBQAl4AAAAAgIIS8AIAAAAAFJSAFwAAAACgoAS8AAAAAAAFJeAFAAAAACgoAS8AAAAAQEEJeAEAAAAACkrACwAAAABQUAJeAAAAAICCWmsD3g8//DD33ntvzj///Bx44IHZYIMNUlFRkYqKivTt23eZ148fP748fnk/2rdvv8L9tm/ffpXPAQAAAAAUyzq13UBt2WijjVb7nFtvvfVqnxMAAAAA+PJaawPeRW222Wbp1KlThg4dutzXtGnTJi+99NIyx/32t7/N//3f/yVJ+vTps8I9LtSzZ89cfPHFSz1fv379lZ4DAAAAACiGtTbgPf/887PLLrtkl112yUYbbZTx48dn8803X+7r69Wrl+22267KMfPnz89jjz2WJGnatGl69eq1Mi0nSZo3b77MeQEAAACAtcNaG/BedNFFq3yOf//735kwYUKS5Mgjj0yjRo1W+ZwAAAAAwNpjrX3I2upw0003lY9rYnsGAAAAAIBFCXhXkY8//jj//Oc/kyTt27fPXnvtVbsNAQAAAABfOgLeVWTw4MGZNWtWkuSEE05IRUVFjdR9/PHHs8MOO6Rp06Zp3LhxNt988xxzzDH55z//mVKpVCNzAAAAAADFsNbuwbuqLbo9Q+/evWus7rhx4xb7fPz48Rk/fnzuuOOOdOnSJbfffnvatGmzQrXffffdKs9PnDhxheoCAAAAAKuGgHcVePvttzNs2LAkSefOndOhQ4eVrlm/fv0cdthh6dGjR7bbbrs0a9Ys06dPz4gRI9K/f/+88847GT58ePbbb7+MGDEizZo1q/Ycm2666Ur3CQAAAACsPgLeVeCWW24pb5dQU6t3R44cmebNm1d6vXv37jn99NNz5JFHZujQoXn11Vdz0UUX5corr6yReQEAAACANZeAdxW4+eabkyQNGjTIMcccUyM1lxTuLtS0adPccccd2WKLLTJ16tQMGDAg/fr1S/369as1xzvvvFPl+YkTJ2bXXXetVk0AAAAAYNUR8NawkSNH5rXXXkuSHHbYYVUGszWpWbNm+eY3v5k///nPmTlzZkaNGpXOnTtXq0bbtm1XUXcAAAAAwKpQp7Yb+LJZVQ9XWx7bbrtt+fi9995brXMDAAAAAKufgLcGzZ07N7fddluSpFWrVjnggANW6/wVFRWrdT4AAAAAoHYJeGvQkCFDMmXKlCTJt771rayzzurdAeOVV14pH7du3Xq1zg0AAAAArH4C3hq06PYMffr0Wa1zz5gxo7x6uHHjxtl5551X6/wAAAAAwOon4K0hU6dOzZAhQ5IkX/3qV7PDDjss97Xdu3dPRUVFKioqMn78+ErnH3jggcyePXup13/yySc5+uijy6uHTz755DRo0KBa/QMAAAAAxbN69xBYgzz55JMZO3Zs+fPJkyeXj8eOHZtBgwYtNr5v375V1rvtttsyZ86cJDW/erdfv3457rjjcsQRR6Rr167Zcssts+6662bGjBl56qmn8pe//CVvv/12kmTrrbfOhRdeWKPzAwAAAABrprU24L3uuuty4403LvHc8OHDM3z48MVeW1bAu3B7hrp16+a4446rkR4XNXXq1Fx33XW57rrrljqmW7du+dvf/pYWLVrU+PwAAAAAwJpnrQ14a9Lrr7+eZ555Jkmy3377ZeONN67R+pdffnkefvjhjBgxIv/73/8yefLkTJ8+PY0bN07r1q2z22675dhjj02PHj1SUVFRo3MDAAAAAGuutTbgHTRoUKVtGFbUVlttlVKptMLXP/bYY1We33nnnT00DQAAAACoxEPWAAAAAAAKSsALAAAAAFBQAl4AAAAAgIIS8AIAAAAAFJSAFwAAAACgoAS8AAAAAAAFJeAFAAAAACgoAS8AAAAAQEEJeAEAAAAACkrACwAAAABQUAJeAAAAAICCEvACAAAAABSUgBcAAAAAoKAEvAAAAAAABSXgBQAAAAAoKAEvAAAAAEBBCXgBAAAAAApKwAsAAAAAUFACXgAAAACAghLwAgAAAAAUlIAXAAAAAKCgBLwAAAAAAAUl4AUAAAAAKCgBLwAAAABAQQl4AQAAAAAKSsALAAAAAFBQAl4AAAAAgIIS8AIAAAAAFJSAFwAAAACgoAS8AAAAAAAFJeAFAAAAACgoAS8AAAAAQEEJeAEAAAAACkrACwAAAABQUAJeAAAAAICCEvACAAAAa6T+/ftn0qRJSZJJkyalf//+tdwRwJpnndpuAAAAAGChjz/+OIcddlgWLFhQ6dxtt92W2267LXXq1Mndd9+dpk2b1kKHAGsWAS8AAACwRjjggAMye/bsZY5bsGBBDjnkkDRq1CgPPPDAaugMYM1liwYAAACg1nXv3n25wt1FzZ49O927d181DQEUhBW8AAAAFMqpp56aqVOn1nYb1KCF++yuiFKplG7dumXDDTeswY6obS1atMiAAQNquw0oBAEvAAAAhTJ16tSVCgT5cvI7AaytBLwAAAAUSosWLWq7BWpQTQazVvF+efjfOSw/AS8AAACF4m3bXy7dunWrsVqDBw+usVoAReEhawAAAECt6N+//xpdD6AIBLwAAABArXjggQdqtN6DDz5Yo/UAikDACwAAANSKWbNm1Wi9mTNn1mg9gCIQ8AIAAAC1onHjxjVar0mTJjVaD6AIPGQNAAAAqBULFixY5phhw4aVj5f1QLb58+evdE8ARSPgBQAAAGrFRx99tNRziwa7X3xtaUFvVfUAvqxs0QAAAACsUZYU7lbnPMDaRMALAAAArFEefPDBlToPsDYR8AIAAABrlN/85jfp1q1bRowYsdjrI0aMSLdu3fKb3/ymljoDWPPYgxfgC0499dRMnTq1tttgNZkyZUr5/x555JG13A2rS4sWLTJgwIDabgMAWIaf/vSntd0CwBpPwAvwBVOnTs2kSZNquw1WswULFvi5AwAAUDgCXoAvaNGiRW23AKxi/ncOAAB8WQh4Ab7A27YBAGDNsPXWW+fDDz/MzJkz06RJk7Rq1Sr/+9//arstgDWKh6wBAAAAtWLYsGFVnv/f//6XadOmZc6cOZk2bdoyw91l1QP4MhLwAgAAAAAUlIAXAAAAAKCgBLwAAABArampbRVszwCsrQS8AAAAQK1a2XBWuAuszQS8AAAAQK1b0ZBWuAus7QS8AAAAwBqhumGtcBcgWae2GwAAAABYaNHQtlu3blWeB0DACwAAAKyhhLkAy2aLBgAAAACAghLwAgAAAAAUlIAXAAAAAKCgBLwAAAAAAAUl4AUAAAAAKCgBLwAAAABAQQl4AQAAAAAKSsALAAAAAFBQAl4AAAAAgIIS8AIAAAAAFJSAFwAAAACgoAS8AAAAAAAFJeAFAAAAACgoAS8AAAAAQEEJeAEAAAAACkrACwAAAABQUAJeAAAAAICCEvACAAAAABSUgBcAAAAAoKAEvAAAAAAABSXgBQAAAAAoKAEvAAAAAEBBCXgBAAAAAApKwAsAAAAAUFACXgAAAACAghLwAgAAAAAUlIAXAAAAAKCgBLwAAAAAAAW1Tm03QHHMmzevfDxx4sRa7AQAAAAAimfRTG3RrG1lCHhZbpMmTSof77rrrrXYCQAAAAAU26RJk9K+ffuVrmOLBgAAAACAgqoolUql2m6CYvj000/z0ksvJUk23HDDrLOOBeBAsU2cOLH8joSRI0dmk002qeWOAABYlPs14Mtm3rx55XfJf/WrX03Dhg1XuqaEjuXWsGHD7LLLLrXdBsAqsckmm6Rt27a13QYAAEvhfg34sqiJbRkWZYsGAAAAAICCEvACAAAAABSUgBcAAAAAoKAEvAAAAAAABSXgBQAAAAAoKAEvAAAAAEBBCXgBAAAAAAqqolQqlWq7CQAAAAAAqs8KXgAAAACAghLwAgAAAAAUlIAXAAAAAKCgBLwAAAAAAAUl4AUAAAAAKCgBLwAAAABAQQl4AQAAAAAKSsALAAAAAFBQAl4AAAAAgIIS8AJALevbt28qKirSvn37laozfvz4VFRUpKKiIoMGDaqR3gAAVrfHHnusfE/z2GOPrZI5aur+a3Vb+H258MILa7sVYA0i4AX4knjrrbdy1llnpVOnTmnSpElatGiRXXbZJZdddllmzZpV2+2ttEGDBlU7vOzevXv5GgCA1enDDz/Mvffem/PPPz8HHnhgNthgg/J9Sd++fWu7vRpz4YUXlr+uRT8aNGiQVq1aZauttspBBx2U888/P48//nhttwvwpbRObTcAwMq75557cvzxx+ejjz4qvzZr1qyMGjUqo0aNynXXXZchQ4akQ4cOtdglK6p9+/Z566230qdPHytzAaAgNtpoo9puoVbNmTMnkyZNyqRJkzJ27Njcf//9+fWvf51tttkmF110UY466qjabnGN4V4PWFkCXoCCe/7553PMMcdk9uzZWXfddfOzn/0se++9d2bPnp3bbrst1157bcaMGZODDz44o0aNStOmTWu7ZQCAtcpmm22WTp06ZejQobXdyip1ww03ZJdddkmSlEqlzJgxI5MmTcqoUaNy77335sUXX8yrr76ao48+OieffHIGDBiQOnUqv7G4e/fuKZVKq7v9QvB9AZZEwAtQcGeeeWZmz56dddZZJ0OHDs0ee+xRPrfPPvtkq622yk9+8pOMGTMmV1xxhf26AABWg/PPPz+77LJLdtlll2y00UYZP358Nt9889pua5XafPPNs91221V6vVevXrnkkktyzz335KSTTsrkyZNz/fXXp0WLFrn00ktroVOALxd78AIU2MiRI/PEE08kSU4++eTFwt2FzjrrrGyzzTZJkt///veZO3fuau0RAGBtdNFFF+WQQw5Z67dqWNShhx6ap556qvyOsssuuyzPPfdcLXcFUHwCXoAC++c//1k+PvHEE5c4pk6dOundu3eSZPr06Xn00UdXR2uFMn/+/Nx444055JBD0rp16zRo0CAtW7ZM165dc+WVV2b27NlLvXbBggV55JFHcvbZZ6dLly7ZYIMNUq9evTRv3jw77LBDzj777Lz99tsr1NfCh8S99dZbSZIbb7yx0gNMunfvXmWNhx56KIceemg23njjNGjQIJtvvnlOO+20vPvuu5XGzp07NxtvvHEqKipywAEHLLO/0aNHl/uw+gYAWB5bbbVV+vXrV/580eOFHnvssfI9xmOPPbbEOk8//XR+8YtfpHv37tl4441Tv379rLfeetl2221z2mmn5ZVXXqlWX++9915+/OMfp2PHjmncuHE23HDDHHzwwXnggQeW6/oZM2bkt7/9bbp06ZINN9ww9evXzyabbJJDDz00gwcPXuLWCityr7fw9WW9K2/06NH5wQ9+kK9+9atZf/31U69evWy88cbZd999c+mll2bixInL9XUBxWCLBoACe/LJJ5MkTZo0yU477bTUcd26dSsfDx8+PD169FjlvRXF22+/ncMOOywvvPDCYq9PnTo1w4cPz/Dhw9O/f/8MGTIkHTt2rHT9r371q1x00UWVXp8xY0ZeeOGFvPDCC+nfv39uueWW9OrVa5V9HUvys5/9rNI/msaPH5+//OUv+fvf/55hw4aVV3cnSb169dK7d+9cdtlleeihh/Lee++lTZs2S61/ww03JEnWWWed8h8RAACWpW/fvjnvvPMyffr0DBkyJHPnzk29evWW+/pBgwYtcXHD3Llz8+qrr+bVV1/Ntddemz/84Q/53ve+t8x6o0aNysEHH5wPP/yw/Nrs2bNz33335b777suPf/zjXHHFFUu9/uGHH84xxxyTKVOmLPb6+++/n3vvvTf33ntvDjrooNx+++1Zd911l/vrXBHz58/POeeck6uvvrpSqPzBBx/kgw8+yMMPP5xXXnnFA93gS0TAC1Bgr776apKkQ4cOWWedpf+/9E6dOlW6hmTKlCnp2rVr3nnnnTRo0CDf/va3061bt7Rv3z6ffPJJhg4dmt///vcZO3ZsDjzwwDz33HNp1qzZYjXmzZuXTTbZJL169coee+yRLbbYIg0bNsw777yTp556Kn/+85/zySef5Fvf+laee+65xQLVZRk4cGBmzpyZ/fffPxMmTEjPnj1z8cUXLzamSZMmS7z22muvzVNPPZVu3brlO9/5Tjp27Jjp06fnpptuyk033ZRJkyblpJNOyogRIxa77pRTTslll12WBQsW5KabbsrPfvazJdafO3dubrnlliTJgQcemI033ni5vy4AYO3WuHHjdO7cOffdd19mzZqV5557LrvttttyXz9v3rysv/766dmzZ/baa69stdVWadKkSSZMmJDnnnsuf/jDHzJ58uScfvrp6dSpU/bZZ5+l1po1a1aOOuqozJgxIz/96U9z0EEHpUGDBnnmmWfy29/+NhMnTsyVV16ZzTbbLGeeeWal64cPH54DDzwwc+fOzUYbbZQf/OAH2X777dO6detMmDAht99+e2655Zbcd9996dOnT/7+97+Xr12Ze72lOfXUU8t/hN9kk01y+umnp3PnzmnWrFkmTZqUkSNHZvDgwdWqCRRACYBCmj17dilJKUnp4IMPXub4Jk2alJKUdt999xWab+DAgeX5VuZjRS06/8UXX1x66aWXlvmx8847Vznvt771rVKSUrt27UpvvvnmEsc899xz5e/dz3/+80rnx40bV5ozZ85S+37nnXdKbdq0KSUpHX/88Usc06dPn3IfS9KuXbtSklKfPn2WOs/CXhb9Xn/7298uLViwoNK4U045pTzmueeeq3R+zz33LCUpdezYcalz/eMf/yjXuOuuu6rsCwBY/L/Ty/pvenVccMEFK31/trR7kOrO/+ijjy73db/4xS/K1910002LnXv00UerrPnuu++WZs6cudTa06dPL33ta18rJSl17dp1iWMW3n8lKdWrV680bNiwSmPee++9Utu2bUtJSk2aNCl9+OGHi52fM2dOqX379qUkpQMOOGCpPQ0YMKA819ChQyudX957vVKpVK5zwQUXVDr3r3/9q3x+jz32KE2bNm2pdd5+++1lzgUUhz14AQrq448/Lh8vz1u9Fv71/5NPPlllPa0uv/jFL/LVr351mR+jRo1aao3x48fn9ttvT5L88Y9/XOpTrXfcccd8//vfT5Ilvo2tffv2Vb6lsG3btjnnnHOSJHffffcS919bFTbZZJNcc801qaioqHTu7LPPLh8vfEjfok455ZQkyZgxYzJ8+PAl1h84cGCSpFWrVjnkkENqomUAYC3SsmXL8vG0adOqdW2bNm3SuHHjpZ5v1qxZfvWrXyX5fEuzL26d8EXf+c53stdee1V6vXXr1uWtGWbOnJkbb7xxsfO33XZbxo8fn4YNG+amm25aak/f/va3s+uuuyZZ8v1kTVm4NVfjxo0zePDgNG/efKljN91001XWB7D62aIBoKA+/fTT8nH9+vWXOb5BgwZJUuUDw6py+OGHZ+edd16ha9dEQ4YMyfz589O4ceMceOCBVY7da6+9cumll2bChAl5++23s9lmmy117EcffZQpU6Zk1qxZ5TB34c3+Rx99lHHjxmWLLbaouS9kKY488sjyz/yLtt5666y77rr55JNP8uabb1Y6f9RRR+WMM87IjBkzMnDgwHTp0mWx8x988EHuv//+JMkJJ5xQ5fYgAMCq9b3vfS9HHnnkStVYnnvJmrboAoVFFy6siJkzZ2bSpEmZOXNm+f5r0T/Av/DCC1Vu07C0hxUnSa9evdK8efNMnz49//73vxf7Q/ndd9+d5PPnXWy44YZV9rjXXntl5MiRlbbHqilTpkzJ008/nSQ55phj0rp161UyD7Bm8i8ygIJq2LBh+XjOnDnLHP/ZZ58lSRo1arRC8zVv3rzKVQCr08CBA9O3b99ljuvevXuGDRu2xHMLV/fOmjWrWgHl+++/Xyngfeutt3L55ZfnnnvuKT8FeWkmT568WgLeRfddXpL1118/n3zyyRL/QdWoUaN861vfSv/+/XPHHXfkD3/4w2IrUm6++ebMmzcvSXLSSSfVbOMAQLW0atUqrVq1qu02qm3Re5D11luv2tdPnjw5V155Zf7+97/n9ddfr/JdUpMnT17qufr162f77bdf6vl69eplxx13zKOPPpqXXnppsXML7ycffPDBJb5raknef//95RpXXf/973/L34M999xzlcwBrLls0QBQUE2bNi0fL8+2CzNnzkyyfNs5rA0WfUpydcyaNWuxz++///5su+22+eMf/7jMcDdZ8RXU1VXV2xaTpE6dz28B5s+fv8TzC7dp+Pjjjys9iGPh9gy77bZbtt1225VtFQBYCy0aurZo0aJa1/7nP/9Jp06d8tvf/jZjxoxZ5hZYVd1/tWjRInXr1q3y+o022ihJMnXq1MVeX5H7yVV1L7jo93OTTTZZJXMAay4reAEKqmHDhmnZsmWmTJmSd999t8qx06ZNKwe8K7rf1vTp05c5z/LYbrvtVrpGTVgYbG6wwQZ59NFHl/u6RffqnTx5cr71rW9l1qxZWXfddXP22Wdn//33z5ZbbplmzZqV3+74yCOP5P/9v/+XJKttD96V9fWvfz077rhjnn/++QwcODC9e/dOkjzzzDN55ZVXkli9CwBrgg8//HCF/3C9UP369dOxY8ca6mj5PP/88+XjrbfeermvmzNnTo4++uhMmTIl9erVyw9+8IP07NkzHTt2zPrrr1/eourNN9/MlltumaTq+6/lXXm7JAvvJw888MBceumlK1wHYGUJeAEKbNttt80TTzyRsWPHZt68eUvdauC1114rH2+zzTYrNNc///nPKvcnW15rSsC58MEeH3/8cbbZZptlrtxYksGDB2f69OlJkrvuuiv77rvvEsd9cbVHUZxyyin5/ve/n2HDhmXcuHHZfPPNy6t3GzdunG9+85u13CEA8Oc//zkXXXTRStVo165dxo8fXzMNLYdZs2blqaeeSvL5u8t22GGH5b72kUceKT9D4M9//nP5XUdftLz3X1OmTMn8+fOrvBf84IMPklReadyyZctMmDAhc+bMqfVFDBtssEH5eOLEibXYCVAbbNEAUGBdu3ZN8vn2C//5z3+WOm7RfWi/+MCstdWOO+6Y5PO9iRfun1ZdL7/8cpLPb/aXFu4mWeH6C63MypKVcdxxx6VRo0YplUoZNGhQZs+endtuuy1J8o1vfGOF9ssDABg4cGBmzJiRJDnkkEOq9TyEhfdfyecPE1ua5b3/mjNnTl544YWlnp83b17++9//Jqn8TrSF95OjRo1armdiLE1N3OvtuOOO5TqPP/74StcDikXAC1Bghx9+ePl44crKL1qwYEFuuummJJ8/KG3vvfdeobn69u2bUqm00h9rikMPPbR8E3z11VevUI2FDxr79NNPs2DBgiWOmTVrVm6++eYVqr/QwgfqLXxQ3urSrFmz8lO5b7zxxgwePLj8jzHbMwDAmuHCCy9c6fuz1bl69/XXX8/Pfvaz8uc//elPq3X9wvuv5P//jIkvWrBgQa699trlrnnjjTcu9dxdd92VadOmJUmlP+gfdthhSZIZM2Ys9V58edTEvV6LFi3SuXPnJMkdd9yRCRMmrHAtoHgEvAAFtuuuu5afknv99ddnxIgRlcZcccUVefXVV5MkZ555ZurVq7dae1xTbb311jnqqKOSJLfddluuvPLKKsePGzcut95662KvbbXVVkk+D3HvuOOOStfMnz8/p5xyykrfYC98UMYbb7yxUnVWxMK3Pb711lv5yU9+kiTZcsst061bt9XeCwBQbPfee286d+6cjz/+OEnys5/9LNtvv321aiy8/0qSQYMGLXHMz372szz33HPLXbN///558sknK73+/vvv5+yzz07y+fZUffr0Wex8nz59ys+3OPvss5e5cvbJJ59c7J11C9XUvd65556b5PN706OOOqr8h/klqYlnawBrDnvwAhTc73//+3Tp0iWzZ89Ojx498vOf/zx77713+e30AwYMSJJ07NgxZ511Vi13u2bp379/Ro0alTfffDNnnXVW/vWvf6V37975yle+kgYNGmTKlCl54YUX8sADD+SRRx5Jr169cuyxx5avP/roo/Pzn/88n332WU488cT897//zX777ZdmzZrl5ZdfzjXXXJP//Oc/6dKlS4YPH77CfXbu3DmPPvponn322fTr1y8HHnhgmjRpkiRp1KhR2rRps9Lfi6XZa6+90rFjx4wZMybvv/9+ks9Xc9fWthEAUBRPPvlkxo4dW/588uTJ5eOxY8dWCif79u27mjpbdcaNG1feC7ZUKuWjjz7KpEmTMmrUqNxzzz158cUXy2NPPfXUXHLJJdWeY//990+rVq3y4Ycf5he/+EXGjx+fXr16ZYMNNsjYsWNz7bXX5uGHH17u+68NN9wwjRs3zn777Zcf/ehHOeigg9KgQYOMHDkyv/nNb8p/qP/1r3+dVq1aLXZtgwYNcscdd6R79+755JNPss8+++Sb3/xmDj/88Gy++eZZsGBBJk6cmP/85z+566678tJLL+Waa66p9IfymrrXO/TQQ3PyySfn+uuvz1NPPZVtt902p59+erp06ZL11lsvkydPzqhRo3L77bdn++23X2pADhRQCYDCu/vuu0vrrbdeKckSPzp27Fh6/fXXa7vNlTJw4MDy1zNw4MDluqZbt27la5Zm4sSJpT333HOp37tFP0488cRK199www2lOnXqLPWaY445pvTvf/+7/Pmjjz5aqUafPn1KSUrt2rVbYo/vvvtuqUWLFkus361bt/K4cePGLff3qF27dqUkpT59+lQ5rlQqlX73u9+V69apU6f0zjvvLPMaAFjbLfzv+/J+FNUFF1xQra9z2223Lf3973+vsuajjz5a5b3TAw88UGrYsOFS5+jevXtp9OjRVd4XLXr/9eyzz5Y22GCDpdY744wzqux3xIgRpU033XS5vv4bb7yx0vXLe69XKpXKr19wwQVL7GXevHml008/vVRRUVFlH8tzDwgUhy0aAL4EDj300Lz44ov50Y9+lI4dO6Zx48Zp3rx5dt555/zud7/L888/nw4dOtR2m2ukjTfeOI8//njuvffeHHfccdliiy3SuHHj1KtXLxtuuGE6d+6cs846K8OGDcsNN9xQ6foTTzwxTzzxRA4//PBsuOGGqVevXjbZZJMccMABuf3223PbbbdV+VTm5dGmTZuMHDkyJ598cjp06FDep211OeGEE8rH++23X9q2bbta5wcAiqdevXpp2bJltthiixx44IH55S9/mSeeeCIvv/xyjjjiiJWqvf/++2fUqFE5/vjj07p16/J9W7du3TJgwIA8/PDD5RWwy2PnnXfOc889lzPOOCNbbrllGjZsmJYtW+aAAw7Ifffdl9///vdVXr/77rvn9ddfz1/+8pccfPDBad26derXr5+GDRtm0003TY8ePXLJJZfktddeS+/evStdX5P3enXr1s0111yTUaNG5dRTT03Hjh3TpEmT1KtXLxtvvHF69OiRK6+8MpdffvkKzwGseSpKpTXoiTcAwBrnoYceSo8ePZIkt99+e44++uha7ggAAICFrOAFAKq0cOVyy5Yt07Nnz1ruBgAAgEUJeAGApXrjjTcyePDgJJ9vR9GgQYNa7ggAAIBF2aIBAFjMe++9l1mzZuXNN9/MueeemxdeeCENGzbMG2+8kdatW9d2ewAAACxindpuAABYsxx33HEZNmzYYq/9+te/Fu4CAACsgQS8AMASNW7cOB07dswPf/jD9OnTp7bbAQAAYAls0QAAAAAAUFAesgYAAAAAUFACXgAAAACAghLwAgAAAAAUlIAXAAAAAKCgBLwAAAAAAAUl4AUAAAAAKCgBLwAAAABAQQl4AQAAAAAKSsALAAAAAFBQAl4AAAAAgIIS8AIAsEpVVFSkoqIiF154YW238qXXt2/fVFRUpH379rXdCgAAq8k6td0AAABrhsceeyx77713pdfr1q2b9dZbL82aNcumm26anXbaKV27ds2hhx6a+vXr10KnrMmmTJmSgQMH5oEHHsjo0aMzbdq0VFRUZP3110/79u2zww47pHPnztl///3TqlWr2m4XAKDwrOAFAKBK8+fPz7Rp0zJ+/Pg88cQTufrqq3PkkUembdu2ufjiizNv3rzabpE1xN13352tt94655xzTh5++OF88MEHmTNnTj777LO8//77efrpp/OXv/wlvXv3zmGHHbbEGu3bt09FRUX69u27Wnq2whwAKDoreAEAqOS0007L9773vfLnn3zySaZNm5YXX3wxDz/8cP79739n0qRJ+eUvf5l77rkn9957bzbccMMl1iqVSqur7bXeoEGDMmjQoFqZ+4knnsiRRx6ZuXPnpm7dujn22GNz6KGHZvPNN0/dunXzwQcf5LnnnssDDzyQp556qlZ6BAD4MhLwAgBQSatWrbLddttVev3AAw/Mueeem1deeSXHH398nn/++YwcOTK9evXKI488YsuGtdiPf/zjcrj7wAMPZN9996005sADD8x5552Xt956Kw8//HAtdAkA8OVjiwYAAKpt2223zfDhw7PjjjsmSYYPH54//elPtdwVtWXChAkZNWpUkqRXr15LDHcX1a5du5x00kmrozUAgC89AS8AACukUaNGufnmm1NRUZEkufzyyzN37txK45a1x+mbb76ZK664Ioceemjat2+fRo0apVGjRmnXrl2OOeaYPPDAA8vVz6xZs/LrX/86X/va19KkSZO0bNkyXbt2zQ033JBSqZTHHnus3Mtjjz1W6fru3bunoqIi3bt3T5K89957+fGPf5wOHTqkUaNGadmyZfbff//cf//9y9XPk08+mRNOOCHt27dPw4YN07x58+y44475xS9+kUmTJlV57aeffpo//OEP6d69ezbccMPUq1cvLVq0yNZbb50DDzwwV155ZcaPH1/pur59+6aioiLt27dfau277rorhx9+eNq2bZsGDRqkadOm2WKLLbLnnnvml7/8ZUaOHLlcX9+i3n777fJxhw4dqn198v///r/11ltJkhtvvLH881r4sfBns9C0adMycODAHH/88dl2222z7rrrpn79+tl4442z//77Z8CAAZkzZ84S51u41+9CF110UaX5Ft0HeNCgQeXXl/S9X2j8+PHlcUvbLmPMmDH5wQ9+kO222y5NmzZN/fr107p16+ywww456aSTcvvtt+ezzz5bru8bAIAtGgAAWGFf+cpXst9++2Xo0KGZMGFCnn322XTu3Hm5rx83bly23HLLJZ57++238/bbb+eOO+7I8ccfn4EDB2addZZ8+/ruu+9mn332yeuvv15+bdasWRk+fHiGDx+eu+66K2ecccZy9zV8+PAcfvjhmTx5cvm1Tz/9NEOHDs3QoUNz2WWX5eyzz17itQsWLMgZZ5xRaUXzZ599lv/+97/573//mz/+8Y+58847s99++1W6fuLEidl3333zyiuvLPb6tGnTMm3atIwZMyYPPPBAJkyYkMsvv3y5v6b58+fn2GOPzZ133rnY63PmzMknn3yScePG5cknn8z9999fXo27vBbdmuPVV1+t1rUrY8cddywHwov64IMPyj+rv/zlL7nvvvuy8cYbr7a+qnLnnXfm+OOPrxQ8T5w4MRMnTswLL7yQgQMH5qWXXlriNikAAF8k4AUAYKXsu+++GTp0aJLPH7RVnYB3/vz5qV+/fvbff//st99+2XbbbdOiRYtMnTo1Y8aMyZ/+9Ke8/PLLueWWW7LFFlvkoosuqlRj7ty5Ofjgg8vh7sEHH5xvf/vbadu2bd59990MGDAg99577zJXzS40ceLEHH744alTp0769euXrl27pn79+nnyySfzq1/9KtOnT8/PfvazHHjggfnKV75S6fqf/vSn5XB38803z7nnnpuvf/3rmTlzZu6+++788Y9/zIwZM3LIIYdk5MiR2X777Re7/gc/+EE53D3++ONzxBFHpHXr1qlbt24mTpyYUaNG5V//+tdyf48X6t+/fznc7dq1a0455ZRsueWWadKkSaZMmZIXX3wxDzzwQGbMmFHt2ttss00aNmyYTz/9NHfffXf+9re/5bjjjqtWjYEDB2bmzJnZf//9M2HChPTs2TMXX3zxYmOaNGmy2Ofz58/PbrvtlkMOOSQ77rhjNtpoo8yZMyfjxo3LLbfckgceeCDPP/98vvnNb1ZatT106NDMmTMnX/3qV5NUfrBgkqy//vrV+hqW5YMPPsiJJ56YOXPmpFWrVjn99NOz++67Z4MNNsjs2bMzduzYDBs2LP/85z9rdF4A4EuuBAAApVLp0UcfLSUpJSldcMEFy33dv//97/J1J510UqXzVdX85JNPShMmTFhq7QULFpT69u1bSlJq0qRJafr06ZXGXH311eU5fvjDHy6xzumnn14ek6T06KOPVhrTrVu38vl27dqV3n333UpjnnjiiVJFRUUpSemMM86odP7FF18s1alTp5SktN1225WmTZtWacz9999fHrPrrrsudm727NmlevXqlZKUzjrrrKV8Vz43ZcqUSq/16dOn3P8X7bnnnqUkpd122600d+7catVdHl/8Hm+77baln/zkJ6W77rqr9N577y13nXbt2pWSlPr06bPMsWPGjKny/A033FDu59///vcSxyzv7/zAgQPLY8eNG7fUcePGjSuPGzhw4GLnrr/++vK5l156aak1Zs2aVZo1a1aV/QAALGQPXgAAVkrLli3Lx9OmTavWtU2aNMkmm2yy1PMVFRW54oorUrdu3cycOTP//ve/K435y1/+kiRp27Zt+vXrt8Q6l156aVq3br3cfV1zzTVp06ZNpde7du2a3XbbLcnnq5W/qH///lmwYEGS5Lrrrkvz5s0rjTnggAPKDxgbOXJknn322fK5qVOnlvcx3muvvarssUWLFsv3xfx/3n///SRJ586dl7rVxYrUXejSSy/NgQceWP78lVdeyaWXXppevXqlTZs25QerLWn/4xW11VZbVXn+xBNPzA477JAka8Sq2IU/g/XXX7/K7RcW7kMNALA8BLwAAKyUddddt3z88ccfr1StuXPn5t13382rr76a0aNHZ/To0ZkwYUI5RH7hhRcWG//ee+/ltddeS5IcddRRadCgwRLrNmrUKEcdddRy9dC8efMcfPDBSz2/0047Jfn84XBftDCA/spXvlIOgpfk29/+dqVrks/D8oX72d58882ZN2/ecvW8PBYG6ffcc89iewvXlEaNGmXIkCG5/fbbs+eeey72ALPk8z2VBw4cmL333jsHHHDAcm+ZsbxKpVLef//9jBkzpvy7M3r06HJQ/8Xfndqw8Gcwbdq0FdpmAwBgSezBCwDASlk01F1vvfWqff3cuXMzYMCA3HzzzXn++ecrPXxqUV8MJkePHl0+Xhi8Ls3OO++8XP1stdVWqVNn6esgFq5w/WKY/dlnn5X3Aa4q3E0+fzhYvXr1Mnfu3MW+hgYNGuSYY47JzTffnMGDB+fZZ5/N0Ucfne7du6dz585LXBG8vPr06ZPHH388Y8eOTYcOHXLEEUdkv/32y5577pm2bduucN1FVVRU5Oijj87RRx+dyZMnZ/jw4Xn22WczcuTIPPnkk5k9e3aS5MEHH8zee++dp59+erE/EKyIIUOGpH///nn88cer/APDqgi1q+uwww5L8+bNM3369PTq1Svdu3fPoYcemr322is77LBD6tatW9stAgAFZAUvAAArZdHgrLpv7586dWr22GOPnH766XnmmWeqDHeTlAPChRbdEmLDDTes8tplnV+ocePGVZ5fGP4u3IphSb20atWqyhr16tUrr0qeOnXqYuf++Mc/5tBDD02SvPXWW7nsssty8MEHp2XLltlll11y2WWXrdCD0E466aT8/Oc/zzrrrJMZM2Zk4MCB+da3vpVNN900HTp0yFlnnbXEVckraoMNNig/KG3o0KH58MMPc/nll6dhw4ZJkpdffjlXX331CtcvlUo55ZRTcsghh2TIkCHLXD3+xd+d2tCyZcvcfffdadOmTUqlUh599NH8+Mc/zs4775wWLVrkiCOOyL333lvbbQIABSPgBQBgpTz//PPl46233rpa15555pn5z3/+kyQ5/PDDc/fdd2f8+PGZNWtWFixYkFKplFKplE033TTJ56FeEXxxe4LqWG+99XL33XfnmWeeyVlnnZWddtopdevWzYIFCzJq1Kj85Cc/SceOHTNixIhq177kkksyduzYXHLJJdlnn33KYfYbb7yRK6+8Mp06dSrvaVzT1l133Zx11lmLhbp33nnnCte74YYbcv311ydJdthhhwwaNCivvvpqPvroo8ybN6/8u3PCCSckWXN+d/bcc8+MHTs2t9xyS771rW+VV09/9NFHueuuu3LooYfmgAMOyKxZs2q5UwCgKAS8AACslIceeqh83LVr1+W+7qOPPsrtt9+eJDnuuOPK4Va7du3SqFGjxULSpT28bf311y8fL2tP15re87WqXj744IMqx86bNy9TpkxJsvRVz7vuumsuv/zyjBo1KtOmTcvdd9+dI444Ikny4Ycf5hvf+MYKrUpt165dfv7zn+fhhx/O9OnTM3z48Jx55plp2LBh5s6dm+9973uLhfY17cQTTyw/5G3s2LErXOfaa69NknTo0CFPPfVU+vTpk06dOqVp06aLbXXwxRXSK2rRbTu+uHp7UTNnzlxmrYYNG+a4447L3/72t7zzzjt58803c80116Rjx45JPt/C4rzzzlv5pgGAtYKAFwCAFTZ69Og8/PDDSZJNN910ufe5TZLXX389c+fOTZIcc8wxSx332muv5ZNPPlniua985Svl44UrgZdm1KhRy93bimjQoEG22mqrJMkzzzxT5djnn3++/LVvt912y6zdtGnTHHroofn73/+eM844I0kyceLEPPnkkyvVc7169dK5c+dcffXV+b//+78kn690HTx48ErVrUr9+vXL21MsaaXz8q5+fvnll5N8vq9to0aNljimVCrlueeeW8FOF9e0adPy8dL+4JAkY8aMqXbtzTffPKeffnqeffbZ8oreO+64o/pNAgBrJQEvAAArZPbs2endu3f5re9nn312eWXm8pg3b175uKpVj1VtGdC2bdvyqsc777wzn3322RLHffrppyu1HcDy2nfffZN8Hj6OHDlyqeOuu+66Stcsr//3//5f+bgmHxy2MnWrs/3BO++8kw8//DBJssUWW1Q6v3CP3qX9LBda+PtT1e/Ov/71r0ycOLHKOss73+abb14+ruqPBbfeemuVdaqy3nrrZZdddkmyZjwUDgAoBgEvAADV9sorr6Rr167lt/J369Ytp512WrVqdOjQobxa88Ybb1xiSHjPPffkj3/8Y5V1vvOd7yRJ3n333fz0pz9d4phzzjknEyZMqFZ/K+K0004rv5X/1FNPzUcffVRpzNChQ8t7x+66667lQC9J3nzzzQwbNqzKOYYOHVo+XjR0XJZbbrllsVC9puomn/8+9OjRI48//niV4z799NOceuqp5Z91z549K43ZZJNNkny+L3BVFq6Wvueee5a4DcMbb7yR73//+8vsfXnn22677crbafzxj39cYiB8xx13VPmHhAcffLDKwHnGjBnlPwxU92cAAKy9ln+JBQAAa40PP/wwo0ePLn8+c+bMTJs2LS+++GIefvjhPPTQQ+WQbvfdd8/gwYNTr169as3RsmXLHHTQQRkyZEgeeOCB9OjRI6eddlratWuXDz/8MH//+98zaNCgbLHFFpk+ffpS99A9/fTTM3DgwIwePTpXX311xo4dm29/+9tp27Zt3n333QwYMCBDhgzJrrvuWg7PVuYhaFX56le/mrPOOiuXXXZZXnjhhXz961/Pueeemx133DEzZ87MPffckz/84Q+ZP39+6tevn7/+9a+LXf/2229n7733zrbbbptevXpl5513Tps2bZJ8vvL19ttvL791f4cddshuu+223L2dcMIJOfvss3PEEUekc+fO2XLLLdOwYcN88MEHeeihh9K/f/8knz8M7bjjjqvW110qlfLQQw/loYceSocOHdKzZ8/stttuadu2bRo3bpzJkydn5MiRufbaazNu3LgkyWabbZazzz67Uq3OnTvn0UcfzbPPPpt+/frlwAMPTJMmTZIkjRo1Kn8/evfuXQ7u99hjj5x77rnZbrvt8umnn+aRRx7J1Vdfnc8++yxf//rXq9ymoXPnzhk3blzuvvvu/PWvf02XLl3Kq3rXW2+9tGrVKkmyzjrr5Dvf+U5++9vfZvTo0dlnn33yk5/8JJtttlk++OCD3HnnnRk0aFA6d+6cp556aolz3XrrrTn00EOz3377pUePHuXQ+OOPP87o0aPzxz/+Me+9916S5Lvf/W61fgYAwFqsBAAApVLp0UcfLSVZ7o8NN9ywdMkll5Tmzp1bZd2F4y+44IJK595+++3SZpttttQ5Nttss9LLL79cateuXSlJqU+fPkuc46233iptueWWS63To0eP0v3331/+/Omnn65Uo1u3bqUkpW7dulX59VxwwQXlOksyf/780ve+970qv3fNmjUrPfjgg5WuXd6fQadOnUpvvvlmpev79OlTSlJq165dpXPLU7dZs2al+++/v8qvf0nefPPN0vrrr7/cvzs777xz6Y033lhirXfffbfUokWLJV636M9mzpw5pR49eix1jkaNGpXuuOOOKr8npVKp9Pzzz5caNGiwxBpf/H2bOXNmaffdd1/qnN27dy+NHj26/PnAgQMXu35hL8v6+O53v1uaP39+tX8OAMDayQpeAACqVKdOnTRt2jTNmjVLu3btstNOO2XPPffMIYcckvr1669U7U033TTPPfdcfve73+Vf//pX3nrrrTRs2DDt27fP4YcfnjPPPDPrr7/+MutsttlmeeGFF3LFFVfkzjvvzBtvvJEGDRqkU6dO6d27d77zne/k7rvvLo9v1qzZSvVdlTp16uRPf/pTvvnNb+avf/1rnnjiiXzwwQdp0KBBtthiixx00EH54Q9/mA033LDStXvuuWcee+yxPPjgg3n66afzzjvv5IMPPsinn36aFi1aZPvtt88RRxyRvn37pkGDBtXqa/To0RkyZEiefPLJvPHGG/nggw8yffr0NG3aNJ06dcr++++f0047LRtttFG1v+bNN988H3zwQR5//PE88sgjGTlyZMaMGZNJkyZl7ty5WXfddbPpppvm61//er7xjW/k4IMPLm9l8UVt2rTJyJEj89vf/jbDhg3Lu+++m08//bTSuHr16mXIkCHp379/brrpprzyyisplUpp06ZN9t1335x55pnp1KlThgwZUmXvO+ywQ0aMGJHLLrssw4cPzwcffLDU/XgbN26cRx55JFdddVVuu+22jB07NvXq1cvWW2+dPn365Lvf/W7eeeedpc511VVXZb/99ssjjzySF198MRMnTsykSZNSt27dbLrpptljjz1yyimnpGvXrlX2DACwqIpSqRpPRAAAgIK6+OKL88tf/jLrrLNOPv744/Lb8AEAoMg8ZA0AgC+9UqmU22+/PcnnKzaFuwAAfFkIeAEAKLzx48dn3rx5Sz1//vnnlx8a16dPn9XVFgAArHK2aAAAoPAuvPDCDBw4MN/61rfSpUuXtG7dOnPnzs2rr76aG2+8MY899liSZNttt81zzz1X7f1rAQBgTeUhawAAfCm8/fbb6dev31LPL3zglnAXAIAvEwEvAACFd/LJJ6dZs2YZOnRoxo4dm0mTJmXWrFlp0aJFtt9++/Tq1SsnnXRS6tevX9utAgBAjbJFAwAAAABAQXnIGgAAAABAQQl4AQAAAAAKSsALAAAAAFBQAl4AAAAAgIIS8AIAAAAAFJSAFwAAAACgoAS8AAAAAAAFJeAFAAAAACgoAS8AAAAAQEEJeAEAAAAACkrACwAAAABQUAJeAAAAAICCEvACAAAAABSUgBcAAAAAoKAEvAAAAAAABSXgBQAAAAAoKAEvAAAAAEBBCXgBAAAAAApKwAsAAAAAUFD/PxXqFaf5LHCoAAAAAElFTkSuQmCC\n" }, "metadata": { "image/png": { "width": 700, "height": 546 } } } ] }, { "cell_type": "markdown", "source": [ "**Insight:** The boxplot clearly shows that the median BMI for participants diagnosed with diabetes is higher than for those without the condition. This suggests that obesity, represented by BMI, is a key indicator for diabetes risk in this population." ], "metadata": { "id": "QVG3F67mx_F9" } }, { "cell_type": "markdown", "source": [ "# **Research Question 2**\n", "#### **Question:** Is there a noticeable relationship between smoking status and the prevalence of diabetes?" ], "metadata": { "id": "24xct_HRyOXO" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(10, 6))\n", "\n", "ax = sns.countplot(data=df, x='smoking_status', hue='diagnosed_diabetes', palette='Set2')\n", "\n", "ax.set_xticklabels(['0 = Never', '1 = Former', '2 = Current'])\n", "\n", "plt.legend(title='Diagnosis', labels=['0 = Healthy', '1 = Diabetic'])\n", "\n", "plt.title('Question 2: Diabetes Diagnosis Across Smoking Status')\n", "plt.xlabel('Smoking Status')\n", "plt.ylabel('Count')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 562 }, "id": "sX6zINqm01iD", "outputId": "0edc1be9-2c71-4102-a4b4-a85318c7b902" }, "execution_count": 52, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 868, "height": 546 } } } ] }, { "cell_type": "markdown", "source": [ "**Insight:** By segmenting the diagnosis by smoking history, we observe how current and former smokers compare to non-smokers. This comparison helps identify if smoking habits are disproportionately represented among diabetic individuals." ], "metadata": { "id": "6WJkDp45y7CF" } }, { "cell_type": "markdown", "source": [ "# **Research Question 3**\n", "#### Question: Does fasting glucose level increase as participants age, indicating a higher risk for older individuals?" ], "metadata": { "id": "w5PMF20MzISw" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(10, 6))\n", "# Using a sample of 500 for better readability\n", "sns.regplot(data=df.sample(500), x='Age', y='glucose_fasting',\n", " scatter_kws={'alpha':0.4, 'color':'darkblue'}, line_kws={'color':'red'})\n", "plt.title('Correlation Between Age and Fasting Glucose')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 562 }, "id": "IUzcBvGZzdXx", "outputId": "a16cb0e7-a7b7-448c-a92b-8a6c6d28a30b" }, "execution_count": 53, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 851, "height": 546 } } } ] }, { "cell_type": "markdown", "source": [ "**Insight:** The regression line indicates a positive correlation between age and fasting glucose levels. As participants grow older, their blood sugar levels tend to rise, emphasizing the importance of metabolic monitoring in older age groups." ], "metadata": { "id": "jh4DqSMkzxzu" } }, { "cell_type": "code", "source": [ "from sklearn.preprocessing import LabelEncoder\n", "\n", "# Identify categorical columns (type 'object')\n", "categorical_cols = df.select_dtypes(include=['object']).columns\n", "\n", "# Initialize LabelEncoder\n", "le = LabelEncoder()\n", "\n", "# Converting text columns to numbers\n", "for col in categorical_cols:\n", " df[col] = le.fit_transform(df[col])\n", "\n", "# Final check\n", "print(\"Data types after encoding:\")\n", "print(df.dtypes.head())\n", "print(\"\\nFirst 5 rows after encoding:\")\n", "display(df.head())" ], "metadata": { "id": "0ch5l8tIK1Dt", "colab": { "base_uri": "https://localhost:8080/", "height": 412 }, "outputId": "be74d52e-703a-46cf-b034-8c76ac6d0862" }, "execution_count": 54, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Data types after encoding:\n", "Age int64\n", "gender int64\n", "ethnicity int64\n", "education_level int64\n", "income_level int64\n", "dtype: object\n", "\n", "First 5 rows after encoding:\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ " Age gender ethnicity education_level income_level employment_status \\\n", "0 58 1 0 1 2 0 \n", "1 52 0 4 1 3 0 \n", "2 60 1 2 1 3 3 \n", "3 74 0 1 1 1 1 \n", "4 46 1 4 0 3 1 \n", "\n", " smoking_status alcohol_consumption_per_week \\\n", "0 2 0.0 \n", "1 1 1.0 \n", "2 2 1.0 \n", "3 2 0.0 \n", "4 2 1.0 \n", "\n", " physical_activity_minutes_per_week diet_score ... hdl_cholesterol \\\n", "0 215.0 5.7 ... 41 \n", "1 143.0 6.7 ... 55 \n", "2 57.0 6.4 ... 66 \n", "3 49.0 3.4 ... 50 \n", "4 109.0 7.2 ... 52 \n", "\n", " ldl_cholesterol triglycerides glucose_fasting glucose_postprandial \\\n", "0 160 145 136 236 \n", "1 50 30 93 150 \n", "2 99 36 118 195 \n", "3 79 140 139 244 \n", "4 125 160 137 184 \n", "\n", " insulin_level hba1c diabetes_risk_score diabetes_stage \\\n", "0 6.36 8.18 29.6 4 \n", "1 2.00 5.63 23.0 1 \n", "2 5.07 7.51 44.7 4 \n", "3 5.28 8.72 38.2 4 \n", "4 12.74 7.20 23.5 4 \n", "\n", " diagnosed_diabetes \n", "0 1 \n", "1 0 \n", "2 1 \n", "3 1 \n", "4 1 \n", "\n", "[5 rows x 31 columns]" ], "text/html": [ "\n", "
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\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "zrIvgbNoIPU6" } }, { "cell_type": "markdown", "source": [ "# **Part 3: Define and Train a baseline model**\n", "\n", "1. **Regression Goal**: Clearly state the problem you’re addressing.\n", "\n", "2. **Feature Selection**: Identify the features that seem most relevant. It’s fine to start with all features if you’re unsure.\n", "\n", "3. **Train-Test Split**: Partition your data into training, and testing sets. Use simple sampling. Quick reminder - when using ramdom - Use `Seed`!\n", "\n", "4. **Model Training**: For simplicity, start with default parameters on a `Linear Regression` model, using scikit-learn. Focus on establishing a baseline.\n", "\n", "5. **Model Evaluation**: Present straightforward metrics such as MAE, MSE, RMSE, R2, etc.\n", "\n", "6. **Insights**: Summarize the model’s performance with visuals.\n", "\n", "7. **Feature Importance:** Explain & Visualize `feature importance` by looking on the `coefficients` of the Linear Regression model .\n", "\n", "
\n", "\n", "*FYI: Sections 5 and 6 will be repeated throughout your work.*" ], "metadata": { "id": "rC6JH_ML7NTa" } }, { "cell_type": "markdown", "source": [ "### **1. Regression Goal**" ], "metadata": { "id": "8Kq6Iyzz3M7G" } }, { "cell_type": "markdown", "source": [ "The objective of this baseline model is to predict the likelihood of a diabetes diagnosis based on a variety of health metrics and lifestyle factors. By using Linear Regression, I aim to quantify the relationship between our features and the target variable, establishing a performance baseline that I can improve upon in future steps." ], "metadata": { "id": "EfniaMYBK6sK" } }, { "cell_type": "markdown", "source": [ "### **2. Feature Selection**" ], "metadata": { "id": "er5ooJSQ3fic" } }, { "cell_type": "markdown", "source": [ "For this baseline, I selected all available features, including biological data (Age, BMI, Glucose levels) and lifestyle data (Smoking status, Physical activity). All categorical variables have been encoded into numerical values to be compatible with the regression model." ], "metadata": { "id": "71PT4zAp3q1f" } }, { "cell_type": "markdown", "source": [ "### **3. Train-Test Split**" ], "metadata": { "id": "6ROhPeWH4rNQ" } }, { "cell_type": "code", "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "# Defining Features (X) and Target (y)\n", "X = df.drop(columns=['diagnosed_diabetes'])\n", "y = df['diagnosed_diabetes']\n", "\n", "# Splitting the data\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", "\n", "# check of the sizes\n", "print(f\"Rows for Training: {X_train.shape[0]}\")\n", "print(f\"Rows for Testing: {X_test.shape[0]}\")" ], "metadata": { "id": "uLxQ5tJQK6xG", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "3e664516-0c02-4d03-8d12-57e0a73c1862" }, "execution_count": 55, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Rows for Training: 77837\n", "Rows for Testing: 19460\n" ] } ] }, { "cell_type": "markdown", "source": [ "### **4. Model Training**" ], "metadata": { "id": "0GnQN63RK61Q" } }, { "cell_type": "code", "source": [ "from sklearn.linear_model import LinearRegression\n", "\n", "# Initializing the Linear Regression model with default parameters\n", "lr_model = LinearRegression()\n", "\n", "# Training the model using the training data\n", "lr_model.fit(X_train, y_train)\n", "\n", "print(\"Baseline Linear Regression model has been trained successfully!\")" ], "metadata": { "id": "euWXtGKHK65d", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "3b2a8065-e814-4381-f46c-ae05d9ae654f" }, "execution_count": 56, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Baseline Linear Regression model has been trained successfully!\n" ] } ] }, { "cell_type": "markdown", "source": [ "In this step, I initialized a Linear Regression model using default parameters from scikit-learn. I then 'fitted' the model to the training data (X_train and y_train), allowing it to calculate the weights for each feature and establish a baseline performance for the regression task." ], "metadata": { "id": "eFyTOSNV5_ba" } }, { "cell_type": "markdown", "source": [ "### **5. Model Evaluation**:" ], "metadata": { "id": "Gr2J5XH26YVL" } }, { "cell_type": "code", "source": [ "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n", "import numpy as np\n", "\n", "# Making predictions on the test set\n", "y_pred = lr_model.predict(X_test)\n", "\n", "# Calculating the metrics\n", "mae = mean_absolute_error(y_test, y_pred)\n", "mse = mean_squared_error(y_test, y_pred)\n", "rmse = np.sqrt(mse)\n", "r2 = r2_score(y_test, y_pred)\n", "\n", "# Printing the evaluation metrics\n", "print(f\"Mean Absolute Error (MAE): {mae:.4f}\")\n", "print(f\"Mean Squared Error (MSE): {mse:.4f}\")\n", "print(f\"Root Mean Squared Error (RMSE): {rmse:.4f}\")\n", "print(f\"R-squared (R2): {r2:.4f}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ImsmhkqU61Lg", "outputId": "fdb91222-5fd1-4f3a-ec5c-7b48c79a7441" }, "execution_count": 57, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Mean Absolute Error (MAE): 0.0832\n", "Mean Squared Error (MSE): 0.0187\n", "Root Mean Squared Error (RMSE): 0.1366\n", "R-squared (R2): 0.9221\n" ] } ] }, { "cell_type": "markdown", "source": [ "To evaluate the model's performance, I used common regression metrics. The MAE and RMSE represent the average error in the model's predictions, while the R-squared (R2) indicates how much of the variance in the diabetes diagnosis status is explained by the model. These values provide a clear numerical baseline of the model's accuracy." ], "metadata": { "id": "YVOTqjc669Wt" } }, { "cell_type": "markdown", "source": [ "### **6. Insights**" ], "metadata": { "id": "Z2Lxy_V67W93" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Creating a visualization of Predicted vs Actual values\n", "plt.figure(figsize=(8, 6))\n", "sns.scatterplot(x=y_test, y=y_pred, alpha=0.3, color='teal')\n", "\n", "# Adding a reference line\n", "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], color='red', lw=2, linestyle='--')\n", "\n", "plt.title('Baseline Model: Actual vs. Predicted Values')\n", "plt.xlabel('Actual Diabetes Status')\n", "plt.ylabel('Predicted Score')\n", "plt.grid(True, alpha=0.3)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 562 }, "id": "WHTVfO_A7WLO", "outputId": "73e5b3f7-7de5-4a6e-9b08-eae4d6b0434d" }, "execution_count": 58, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "image/png": { "width": 711, "height": 546 } } } ] }, { "cell_type": "markdown", "source": [ "Since the target variable is binary (0 = Healthy, 1 = Diabetic), the actual\n", "values appear as two vertical clusters. The Linear Regression model predicts\n", "continuous scores rather than strict 0/1 values, which is expected for a\n", "baseline model. Despite this, the R² score of 0.922 shows that the model\n", "captures the overall trend well, serving as a strong starting point\n", "before moving to more suitable models." ], "metadata": { "id": "IS39dker-64W" } }, { "cell_type": "code", "source": [ "# Calculating Residuals (Actual minus Predicted)\n", "residuals = y_test - y_pred\n", "\n", "plt.figure(figsize=(10, 6))\n", "sns.histplot(residuals, kde=True, color='purple')\n", "plt.axvline(x=0, color='red', linestyle='--')\n", "plt.title('Residuals Distribution (Errors of the Model)')\n", "plt.xlabel('Prediction Error')\n", "plt.ylabel('Frequency')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 562 }, "id": "FGRABEvf8Hyf", "outputId": "c8b1fb42-dd85-431e-cdb1-bf3643720e08" }, "execution_count": 59, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 859, "height": 546 } } } ] }, { "cell_type": "markdown", "source": [ "The residuals plot shows three distinct peaks, which is expected given the\n", "binary nature of the target variable (0 or 1). The largest peak is centered\n", "around zero, indicating that most predictions are close to the actual values.\n", "The side peaks represent cases where the model predicted values far from\n", "the actual binary labels, which is a known limitation of using Linear\n", "Regression on a binary target." ], "metadata": { "id": "8YJF0NAt8QNq" } }, { "cell_type": "markdown", "source": [ "### **7. Feature Importance**" ], "metadata": { "id": "3iWUCLO4_Qib" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "\n", "coefficients = pd.DataFrame({'Feature': X.columns, 'Coefficient': lr_model.coef_})\n", "# Sorting by the absolute value to see the most influential features\n", "coefficients['Abs_Coefficient'] = coefficients['Coefficient'].abs()\n", "coefficients = coefficients.sort_values(by='Abs_Coefficient', ascending=False)\n", "\n", "plt.figure(figsize=(10, 8))\n", "sns.barplot(data=coefficients, x='Coefficient', y='Feature', palette='viridis')\n", "\n", "plt.title('Feature Importance (Linear Regression Coefficients)')\n", "plt.xlabel('Coefficient Value')\n", "plt.ylabel('Features')\n", "plt.grid(axis='x', linestyle='--', alpha=0.7)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 717 }, "id": "URfmw_e5_Nfh", "outputId": "d17b5806-39d6-4aca-c9f1-1ff11332ea30" }, "execution_count": 60, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 1075, "height": 700 } } } ] }, { "cell_type": "markdown", "source": [ "The most influential feature is diabetes_stage, which is closely related\n", "to the target variable by definition. Other meaningful predictors include\n", "hba1c and family_history_diabetes, which are well-known medical risk factors\n", "for diabetes. In Part 5, I will use feature engineering to build more\n", "robust models that are less dependent on a single dominant feature." ], "metadata": { "id": "BVGoe_Ad_iBx" } }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "hkerNEsMIPbK" } }, { "cell_type": "markdown", "source": [ "# **Part 4: Feature Engineering**\n", "\n", "* Create, transform, scale, or extract new features; encoding categoricals, polynomial features, PCA, etc.\n", "*TIP: use sklearn's tools, such as Scalar, One-Hot, etc.*\n", "\n", "* To achieve the best possible results on the assignment, make extensive use of feature engineering.\n", "\n", "* Use a `Clustring Model` to create a new feature." ], "metadata": { "id": "wnzIOsrRVc_i" } }, { "cell_type": "markdown", "source": [ "### **Feature Engineering**" ], "metadata": { "id": "qqpv77DEt4f2" } }, { "cell_type": "code", "source": [ "# Glucose-to-Insulin ratio: captures insulin resistance\n", "df['glucose_insulin_ratio'] = df['glucose_fasting'] / (df['insulin_level'] + 1)\n", "\n", "# BMI × Age: older + heavier = higher metabolic risk\n", "df['bmi_age_interaction'] = df['bmi'] * df['Age']\n", "\n", "# Systolic-Diastolic blood pressure difference (pulse pressure)\n", "df['pulse_pressure'] = df['systolic_bp'] - df['diastolic_bp']\n", "\n", "# Total cholesterol to HDL ratio: classic cardiovascular risk index\n", "df['cholesterol_hdl_ratio'] = df['cholesterol_total'] / (df['hdl_cholesterol'] + 1)\n", "\n", "# HbA1c × fasting glucose: combined glycemic risk\n", "df['glycemic_load'] = df['hba1c'] * df['glucose_fasting']\n", "\n", "print(\"New interaction features created!\")\n", "print(df[['glucose_insulin_ratio', 'bmi_age_interaction',\n", " 'pulse_pressure', 'cholesterol_hdl_ratio', 'glycemic_load']].describe())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Lo9jvMHrt5nj", "outputId": "9c436fff-86c9-4031-a3cd-001766ee8cb0" }, "execution_count": 61, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "New interaction features created!\n", " glucose_insulin_ratio bmi_age_interaction pulse_pressure \\\n", "count 97297.000000 97297.000000 97297.000000 \n", "mean 15.013492 1290.817363 40.541209 \n", "std 9.652101 454.444521 15.389050 \n", "min 3.127572 304.000000 -7.500000 \n", "25% 8.227375 951.200000 30.000000 \n", "50% 11.358314 1265.000000 40.000000 \n", "75% 18.142549 1586.000000 51.000000 \n", "max 49.000000 3168.000000 100.000000 \n", "\n", " cholesterol_hdl_ratio glycemic_load \n", "count 97297.000000 97297.000000 \n", "mean 3.513805 732.116022 \n", "std 0.977139 164.851678 \n", "min 1.204819 324.000000 \n", "25% 2.833333 614.790000 \n", "50% 3.375000 721.180000 \n", "75% 4.035088 838.140000 \n", "max 10.148148 1281.840000 \n" ] } ] }, { "cell_type": "markdown", "source": [ "In this part, I created new features from the existing data to improve model performance." ], "metadata": { "id": "5UD-kPPz29KY" } }, { "cell_type": "markdown", "source": [ "### New Features\n", "\n", "We recommend reading the resources uploaded to the forum." ], "metadata": { "id": "l-WXLrFkVdYi" } }, { "cell_type": "code", "source": [ "from sklearn.preprocessing import StandardScaler\n", "\n", "# Selecting all numeric features for scaling\n", "numeric_features = df.select_dtypes(include=['float64', 'int64']).columns.tolist()\n", "\n", "# Removing the target variable from scaling\n", "numeric_features = [col for col in numeric_features if col != 'diagnosed_diabetes']\n", "\n", "# Applying StandardScaler\n", "scaler = StandardScaler()\n", "df_scaled = df.copy()\n", "df_scaled[numeric_features] = scaler.fit_transform(df[numeric_features])\n", "\n", "print(\"Features scaled successfully!\")\n", "print(df_scaled[numeric_features].describe().round(2))" ], "metadata": { "id": "2ZVUTVmyVddO", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "622a6be7-6803-41d2-f5b4-7914ae304752" }, "execution_count": 62, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Features scaled successfully!\n", " Age gender ethnicity education_level income_level \\\n", "count 97297.00 97297.00 97297.00 97297.0 97297.00 \n", "mean 0.00 -0.00 -0.00 0.0 -0.00 \n", "std 1.00 1.00 1.00 1.0 1.00 \n", "min -2.01 -0.96 -1.70 -1.0 -2.24 \n", "25% -0.79 -0.96 -1.03 -1.0 -0.45 \n", "50% 0.05 -0.96 0.31 -0.0 0.45 \n", "75% 0.70 0.90 0.98 -0.0 0.45 \n", "max 2.57 2.75 0.98 2.0 1.34 \n", "\n", " employment_status smoking_status alcohol_consumption_per_week \\\n", "count 97297.00 97297.00 97297.00 \n", "mean 0.00 0.00 -0.00 \n", "std 1.00 1.00 1.00 \n", "min -0.68 -1.74 -1.43 \n", "25% -0.68 -0.50 -0.71 \n", "50% -0.68 0.75 0.00 \n", "75% 0.30 0.75 0.72 \n", "max 2.25 0.75 2.86 \n", "\n", " physical_activity_minutes_per_week diet_score ... \\\n", "count 97297.00 97297.00 ... \n", "mean 0.00 -0.00 ... \n", "std 1.00 1.00 ... \n", "min -1.51 -2.70 ... \n", "25% -0.77 -0.67 ... \n", "50% -0.22 0.00 ... \n", "75% 0.56 0.68 ... \n", "max 2.56 2.26 ... \n", "\n", " glucose_postprandial insulin_level hba1c diabetes_risk_score \\\n", "count 97297.00 97297.00 97297.00 97297.00 \n", "mean 0.00 -0.00 0.00 -0.00 \n", "std 1.00 1.00 1.00 1.00 \n", "min -2.73 -1.43 -2.72 -3.04 \n", "25% -0.68 -0.80 -0.68 -0.71 \n", "50% 0.00 -0.05 0.00 -0.13 \n", "75% 0.68 0.69 0.68 0.59 \n", "max 2.73 2.92 2.72 4.08 \n", "\n", " diabetes_stage glucose_insulin_ratio bmi_age_interaction \\\n", "count 97297.00 97297.00 97297.00 \n", "mean -0.00 -0.00 -0.00 \n", "std 1.00 1.00 1.00 \n", "min -2.79 -1.23 -2.17 \n", "25% -1.00 -0.70 -0.75 \n", "50% 0.80 -0.38 -0.06 \n", "75% 0.80 0.32 0.65 \n", "max 0.80 3.52 4.13 \n", "\n", " pulse_pressure cholesterol_hdl_ratio glycemic_load \n", "count 97297.00 97297.00 97297.00 \n", "mean -0.00 -0.00 -0.00 \n", "std 1.00 1.00 1.00 \n", "min -3.12 -2.36 -2.48 \n", "25% -0.68 -0.70 -0.71 \n", "50% -0.04 -0.14 -0.07 \n", "75% 0.68 0.53 0.64 \n", "max 3.86 6.79 3.33 \n", "\n", "[8 rows x 35 columns]\n" ] } ] }, { "cell_type": "markdown", "source": [ "### **Applying Clustering (Unsupervised Learning):**\n", "\n", "* Run at least one clustering algorithm; K-Means, DBSCAN, etc.\n", "* Visualize the clusters using dimensionality reduction (PCA, t-SNE, UMAP).\n", "* Interpret the clusters: What makes them distinct? Are they useful?\n", "* Use the results to create new features (e.g., cluster ID, distance to centroid, cluster probabilities).\n" ], "metadata": { "id": "Vq9Nh-D1Vdh6" } }, { "cell_type": "code", "source": [ "from sklearn.cluster import KMeans\n", "from sklearn.decomposition import PCA\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "\n", "# Step 1: Find optimal number of clusters using Elbow Method\n", "inertia = []\n", "k_range = range(2, 11)\n", "\n", "for k in k_range:\n", " kmeans = KMeans(n_clusters=k, random_state=SEED, n_init=10)\n", " kmeans.fit(df_scaled[numeric_features])\n", " inertia.append(kmeans.inertia_)\n", "\n", "# Plot Elbow\n", "plt.figure(figsize=(8, 5))\n", "plt.plot(k_range, inertia, marker='o', color='teal')\n", "plt.title('Elbow Method — Optimal Number of Clusters')\n", "plt.xlabel('Number of Clusters (k)')\n", "plt.ylabel('Inertia')\n", "plt.xticks(k_range)\n", "plt.grid(True, alpha=0.3)\n", "plt.show()\n", "\n", "# Step 2: Train final K-Means with k=4\n", "kmeans_final = KMeans(n_clusters=4, random_state=SEED, n_init=10)\n", "df['cluster'] = kmeans_final.fit_predict(df_scaled[numeric_features])\n", "\n", "print(\" K-Means clustering done!\")\n", "print(\"Cluster distribution:\")\n", "print(df['cluster'].value_counts().sort_index())\n", "\n", "# Step 3: Visualize clusters using PCA (reduce to 2D)\n", "pca = PCA(n_components=2, random_state=SEED)\n", "pca_coords = pca.fit_transform(df_scaled[numeric_features])\n", "\n", "plt.figure(figsize=(9, 6))\n", "scatter = plt.scatter(pca_coords[:, 0], pca_coords[:, 1],\n", " c=df['cluster'], cmap='Set1', alpha=0.4, s=10)\n", "plt.colorbar(scatter, label='Cluster')\n", "plt.title('K-Means Clusters — PCA Visualization (2D)')\n", "plt.xlabel(f'PC1 ({pca.explained_variance_ratio_[0]*100:.1f}% variance)')\n", "plt.ylabel(f'PC2 ({pca.explained_variance_ratio_[1]*100:.1f}% variance)')\n", "plt.grid(True, alpha=0.3)\n", "plt.show()\n", "\n", "# Step 4: Interpret clusters — what makes them distinct?\n", "print(\"\\n📊 Cluster Profiles (mean values):\")\n", "cluster_profile = df.groupby('cluster')[['bmi', 'Age', 'glucose_fasting',\n", " 'hba1c', 'diagnosed_diabetes']].mean().round(2)\n", "print(cluster_profile)\n", "\n", "# Step 5: Add distance to centroid as additional feature\n", "from sklearn.metrics import pairwise_distances_argmin_min\n", "_, distances = pairwise_distances_argmin_min(\n", " df_scaled[numeric_features], kmeans_final.cluster_centers_)\n", "df['distance_to_centroid'] = distances\n", "\n", "print(\"\\n Cluster features added to dataframe:\")\n", "print(f\" - 'cluster': cluster ID (0-3)\")\n", "print(f\" - 'distance_to_centroid': how far each point is from its cluster center\")" ], "metadata": { "id": "935GjHVFVaVz", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "47ed51ef-06c1-4c02-f149-20c0786b6222" }, "execution_count": 63, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 691, "height": 469 } } }, { "output_type": "stream", "name": "stdout", "text": [ " K-Means clustering done!\n", "Cluster distribution:\n", "cluster\n", "0 23509\n", "1 28090\n", "2 21755\n", "3 23943\n", "Name: count, dtype: int64\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 737, "height": 546 } } }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "📊 Cluster Profiles (mean values):\n", " bmi Age glucose_fasting hba1c diagnosed_diabetes\n", "cluster \n", "0 23.53 40.11 99.47 5.76 0.12\n", "1 24.32 45.08 116.43 7.01 0.96\n", "2 27.78 61.70 123.68 7.26 0.98\n", "3 27.21 55.63 104.91 6.02 0.30\n", "\n", " Cluster features added to dataframe:\n", " - 'cluster': cluster ID (0-3)\n", " - 'distance_to_centroid': how far each point is from its cluster center\n" ] } ] }, { "cell_type": "markdown", "source": [ "Cluster Interpretation:\n", "========================\n", "\n", "After running K-Means with 4 clusters, each cluster represents a distinct\n", "health profile among the participants:\n", "\n", "Cluster 0 — Young & Healthy:\n", "Average age of 40, low BMI (23.5), low fasting glucose (99), and low HbA1c (5.76).\n", "Only 12% of this group is diagnosed with diabetes.\n", "These are generally young and healthy individuals with excellent metabolic markers.\n", "\n", "Cluster 1 — High Risk / Diabetic Profile:\n", "Average age of 45, moderate BMI (24.3), elevated glucose (116), and high HbA1c (7.01).\n", "96% of this group is diagnosed with diabetes — the clearest diabetic cluster.\n", "\n", "Cluster 2 — Older High Risk:\n", "Oldest group with average age of 62, highest BMI (27.8), highest glucose (124),\n", "and highest HbA1c (7.26). 98% diagnosed with diabetes.\n", "This cluster represents older individuals with severe metabolic dysfunction.\n", "\n", "Cluster 3 — Middle-aged Moderate Risk:\n", "Average age of 56, moderate BMI (27.2), moderate glucose (105), HbA1c (6.02).\n", "Only 30% diagnosed with diabetes, suggesting this group is at risk but\n", "lifestyle factors may be helping offset full progression to diabetes.\n", "\n", "Are the clusters useful?\n", "Yes — the clusters capture meaningful health profiles that align with known\n", "medical risk factors for diabetes. Adding the cluster ID and distance to\n", "centroid as features gives the models additional structural information\n", "that improved predictive performance in Part 5." ], "metadata": { "id": "-IA9o49qWQE7" } }, { "cell_type": "markdown", "source": [ "### **Bonus:** Interactive Visualization with Plotly" ], "metadata": { "id": "3B7B-GAZF4Hc" } }, { "cell_type": "code", "source": [ "import plotly.express as px\n", "\n", "# Use df that already has cluster column\n", "sample = df[df['cluster'].notna()].sample(2000, random_state=SEED)\n", "\n", "fig = px.scatter(\n", " sample,\n", " x='glucose_fasting',\n", " y='bmi',\n", " color='cluster',\n", " size='hba1c',\n", " hover_data=['Age', 'diagnosed_diabetes'],\n", " title='Interactive: Glucose vs BMI by Cluster',\n", " labels={'glucose_fasting': 'Fasting Glucose', 'bmi': 'BMI'},\n", " color_continuous_scale='viridis'\n", ")\n", "\n", "fig.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "7AobSLrUF7by", "outputId": "1934d123-fcaf-468e-c5a6-520beacdf07f" }, "execution_count": 64, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "\n", "\n", "\n", "
\n", "
\n", "\n", "" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "This interactive scatter plot visualizes the relationship between fasting glucose and BMI across the four clusters. Each point represents a patient, colored by cluster and sized by HbA1c level. Hovering over points reveals age and diabetes diagnosis. The plot clearly shows that higher glucose levels and BMI correspond to the diabetic clusters (1 and 2)." ], "metadata": { "id": "EyIUkgOIGG4g" } }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "KLnSsY0UVah_" } }, { "cell_type": "markdown", "source": [ "# **Part 5: Train and Evaluate Three Improved Models**\n", "\n", "* Retrain your `Linear Regression` model with the engineered features.\n", "* Choose and Train two different types on models from the SKlearn package (DOCS), on the engineered dataset.\n", "* Compare performance with your baseline.\n", "* Visualize feature importance.\n", "* Discuss the improvement and the reasons.\n", "* Declare the winner." ], "metadata": { "id": "pykMu4YaXHEx" } }, { "cell_type": "markdown", "source": [ "### **Data Preparation**" ], "metadata": { "id": "od56R99t0eBv" } }, { "cell_type": "code", "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "X_new = df.drop(columns=['diagnosed_diabetes'])\n", "y_new = df['diagnosed_diabetes']\n", "\n", "X_train_new, X_test_new, y_train_new, y_test_new = train_test_split(\n", " X_new, y_new, test_size=0.2, random_state=SEED\n", ")\n", "\n", "print(f\"Training set size: {X_train_new.shape}\")\n", "print(f\"Test set size: {X_test_new.shape}\")\n", "print(f\"Total features: {X_train_new.shape[1]}\")" ], "metadata": { "id": "59VDTUuWXETD", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "debbb027-c359-4b9c-dd92-24f8dbe8e9b4" }, "execution_count": 65, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Training set size: (77837, 37)\n", "Test set size: (19460, 37)\n", "Total features: 37\n" ] } ] }, { "cell_type": "markdown", "source": [ "### **Model Training**" ], "metadata": { "id": "jwzwP9qqXbP9" } }, { "cell_type": "code", "source": [ "from sklearn.linear_model import LinearRegression\n", "from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor\n", "\n", "lr_improved = LinearRegression()\n", "lr_improved.fit(X_train_new, y_train_new)\n", "y_pred_lr = lr_improved.predict(X_test_new)\n", "\n", "\n", "rf_model = RandomForestRegressor(n_estimators=100, random_state=SEED)\n", "rf_model.fit(X_train_new, y_train_new)\n", "y_pred_rf = rf_model.predict(X_test_new)\n", "\n", "\n", "gb_model = GradientBoostingRegressor(n_estimators=100, random_state=SEED)\n", "gb_model.fit(X_train_new, y_train_new)\n", "y_pred_gb = gb_model.predict(X_test_new)\n", "\n", "print(\"All three models trained successfully!\")" ], "metadata": { "id": "eLomwhyRXbUY", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "911f5fd7-8af6-4491-b1b4-1e22a3c838b4" }, "execution_count": 66, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "All three models trained successfully!\n" ] } ] }, { "cell_type": "markdown", "source": [ "### **Model Comparison & Feature Importance**" ], "metadata": { "id": "q4Pbyr8gXbYQ" } }, { "cell_type": "code", "source": [ "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n", "import numpy as np\n", "\n", "\n", "def evaluate_model(name, y_true, y_pred):\n", " return {\n", " 'Model': name,\n", " 'MAE': round(mean_absolute_error(y_true, y_pred), 4),\n", " 'RMSE': round(np.sqrt(mean_squared_error(y_true, y_pred)), 4),\n", " 'R²': round(r2_score(y_true, y_pred), 4)\n", " }\n", "\n", "\n", "results_df = pd.DataFrame([\n", " evaluate_model('Baseline Linear Regression', y_test, y_pred),\n", " evaluate_model('Improved Linear Regression', y_test_new, y_pred_lr),\n", " evaluate_model('Random Forest', y_test_new, y_pred_rf),\n", " evaluate_model('Gradient Boosting', y_test_new, y_pred_gb),\n", "])\n", "\n", "print(\"📊 Model Comparison:\")\n", "display(results_df)\n", "\n", "\n", "plt.figure(figsize=(9, 5))\n", "colors = ['lightpink', 'teal', 'steelblue', 'lightblue']\n", "bars = plt.bar(results_df['Model'], results_df['R²'], color=colors, edgecolor='black')\n", "plt.ylim(0.8, 1.01)\n", "plt.title('Model Comparison — R² Score')\n", "plt.ylabel('R² Score')\n", "plt.xticks(rotation=15, ha='right')\n", "for bar, val in zip(bars, results_df['R²']):\n", " plt.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 0.001,\n", " str(val), ha='center', fontsize=10, fontweight='bold')\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "\n", "feat_imp = pd.DataFrame({\n", " 'Feature': X_new.columns,\n", " 'Importance': rf_model.feature_importances_\n", "}).sort_values('Importance', ascending=False).head(15)\n", "\n", "plt.figure(figsize=(10, 7))\n", "sns.barplot(data=feat_imp, x='Importance', y='Feature', palette='viridis')\n", "plt.title('Feature Importance — Random Forest')\n", "plt.xlabel('Importance Score')\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "id": "n-_qWp15XbcK", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "00718374-36ba-41b2-e8bf-4d764cf7dfe9" }, "execution_count": 67, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "📊 Model Comparison:\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ " Model MAE RMSE R²\n", "0 Baseline Linear Regression 0.0832 0.1366 0.9221\n", "1 Improved Linear Regression 0.0770 0.1260 0.9337\n", "2 Random Forest 0.0006 0.0174 0.9987\n", "3 Gradient Boosting 0.0008 0.0166 0.9988" ], "text/html": [ "\n", "
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ModelMAERMSE
0Baseline Linear Regression0.08320.13660.9221
1Improved Linear Regression0.07700.12600.9337
2Random Forest0.00060.01740.9987
3Gradient Boosting0.00080.01660.9988
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\n" 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}, "metadata": { "image/png": { "width": 989, "height": 689 } } } ] }, { "cell_type": "markdown", "source": [ "### **Discussion & Winner**" ], "metadata": { "id": "CVufGMT70zcZ" } }, { "cell_type": "code", "source": [ "\n", "print(\"\"\"\n", "📈 Discussion: Improvement & Reasons\n", "======================================\n", "\n", "Baseline Linear Regression:\n", " - Trained on the original features without engineering.\n", " - Limited because it assumes a strictly linear relationship.\n", "\n", "Improved Linear Regression:\n", " - Same algorithm, but trained on the enriched feature set from Part 4.\n", " - Slight improvement thanks to the new features (glycemic_load,\n", " glucose_insulin_ratio, cluster features, etc.)\n", " - Still limited by the linearity assumption.\n", "\n", "Random Forest:\n", " - Biggest improvement over the baseline.\n", " - Captures non-linear relationships between features.\n", " - Uses many decision trees (ensemble) — reduces overfitting.\n", " - Naturally handles feature interactions.\n", " - Benefited most from the engineered features and cluster ID.\n", "\n", "Gradient Boosting:\n", " - Also significantly outperforms the baseline.\n", " - Builds trees sequentially, each correcting the previous one's errors.\n", " - Strong on tabular data, slightly more prone to overfitting.\n", "\"\"\")\n", "\n", "\n", "winner = results_df.loc[results_df['R²'].idxmax()]\n", "print(\"=\" * 45)\n", "print(f\"🏆 WINNER: {winner['Model']}\")\n", "print(f\" R²: {winner['R²']} | MAE: {winner['MAE']} | RMSE: {winner['RMSE']}\")\n", "print(\"=\" * 45)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LXo9oDA80zvH", "outputId": "997a37d9-1a0f-4f3e-f223-756f47227833" }, "execution_count": 68, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "📈 Discussion: Improvement & Reasons\n", "======================================\n", "\n", "Baseline Linear Regression:\n", " - Trained on the original features without engineering.\n", " - Limited because it assumes a strictly linear relationship.\n", "\n", "Improved Linear Regression:\n", " - Same algorithm, but trained on the enriched feature set from Part 4.\n", " - Slight improvement thanks to the new features (glycemic_load, \n", " glucose_insulin_ratio, cluster features, etc.)\n", " - Still limited by the linearity assumption.\n", "\n", "Random Forest:\n", " - Biggest improvement over the baseline.\n", " - Captures non-linear relationships between features.\n", " - Uses many decision trees (ensemble) — reduces overfitting.\n", " - Naturally handles feature interactions.\n", " - Benefited most from the engineered features and cluster ID.\n", "\n", "Gradient Boosting:\n", " - Also significantly outperforms the baseline.\n", " - Builds trees sequentially, each correcting the previous one's errors.\n", " - Strong on tabular data, slightly more prone to overfitting.\n", "\n", "=============================================\n", "🏆 WINNER: Gradient Boosting\n", " R²: 0.9988 | MAE: 0.0008 | RMSE: 0.0166\n", "=============================================\n" ] } ] }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "ykjbsmtgvbLx" } }, { "cell_type": "markdown", "source": [ "# Part 6: Winning Model" ], "metadata": { "id": "PS9t6m0_nJ9t" } }, { "cell_type": "markdown", "source": [ "1. Open a new HuggingFace Model Repository.\n", "2. Export the winning model to a `pickle` file.\n", "3. Upload the pickle file to your new model repository on `HF`." ], "metadata": { "id": "ga-aPfHDnRM3" } }, { "cell_type": "markdown", "source": [ 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)" ], "metadata": { "id": "GzsEe2Yun5nC" } }, { "cell_type": "markdown", "source": [ "### **Export Winning Model**" ], "metadata": { "id": "gu7oy4CQnf-L" } }, { "cell_type": "code", "source": [ "import pickle\n", "\n", "# Save the winning model (Random Forest) to a pickle file\n", "with open('regression_model.pkl', 'wb') as f:\n", " pickle.dump(rf_model, f)\n", "\n", "print(\"Model saved successfully as 'regression_model.pkl'\")\n", "\n", "# Verify the model was saved correctly by reloading it\n", "with open('regression_model.pkl', 'rb') as f:\n", " loaded_model = pickle.load(f)\n", "\n", "y_pred_check = loaded_model.predict(X_test_new)\n", "print(f\"Model loaded and verified — R²: {round(r2_score(y_test_new, y_pred_check), 4)}\")" ], "metadata": { "id": "Csg-bpJuoIXK", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "35f98e1d-a41f-48ca-cd2f-b69a7b8c886f" }, "execution_count": 69, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model saved successfully as 'regression_model.pkl'\n", "Model loaded and verified — R²: 0.9987\n" ] } ] }, { "cell_type": "markdown", "source": [ "### **Download Model File**" ], "metadata": { "id": "vb1fJ4es3D0R" } }, { "cell_type": "code", "source": [ "# Note: The download lines below are commented out to allow 'Run All' to complete\n", "# without interruption. To download the model manually, uncomment and run this cell.\n", "\n", "# from google.colab import files\n", "# # Download the pickle file to your local machine\n", "# files.download('regression_model.pkl')\n", "# print(\"Download started!\")" ], "metadata": { "id": "0L37wPyt3IOu" }, "execution_count": 70, "outputs": [] }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "2poXnlF5XEXN" } }, { "cell_type": "markdown", "source": [ "## Part 7: Regression-to-Classification" ], "metadata": { "id": "-e5pgBLLoN81" } }, { "cell_type": "markdown", "source": [ "In this section, you will **reframe your original regression problem as a classification problem**.\n", "This means transforming your continuous numeric target into **discrete classes**, and then training classification models to predict those classes.\n", "\n", "\n", "\n", "\n", "\n" ], "metadata": { "id": "Qtj_Sf-7oqY5" } }, { "cell_type": "markdown", "source": [ "\n", "#### **7.1 Create Classes From Your Numeric Target**\n", "\n", "Your first task is to convert the continuous target `y` into categories. Choose a strategy to convert your numeric target into classes. For example:\n", "\n", "\n", "* Median Split (Binary Classification)**\n", "```\n", "Class 0: values **below the median**\n", "Class 1: values **at or above the median**\n", "```\n", "\n", "* Quantile Binning (3+ Classes)**\n", "```\n", "> * Class 0: bottom 33%\n", "> * Class 1: middle 33%\n", "> * Class 2: top 33%\n", "```\n", "\n", "* Business Rule Threshold** - You define a meaningful cutoff, e.g.:\n", "```\n", "* High-value customer if revenue > X\n", "* “Expensive” product if price > Y\n", "```\n", "\n", "**Tasks:**\n", "\n", "1. Implement your chosen strategy on the **train** and **test** targets. Using the **same engineered features** as before.\n", "\n", "2. Explain the reasoning behind your choice (2–3 sentences)." ], "metadata": { "id": "M9g9bfxlqWYg" } }, { "cell_type": "code", "source": [ "# Using quantile-based binning for balanced classes\n", "y_class = pd.qcut(\n", " df['diabetes_risk_score'],\n", " q=3,\n", " labels=[0, 1, 2]\n", ").astype(int)\n", "\n", "print(\"Class distribution:\")\n", "print(y_class.value_counts().sort_index())\n", "print()\n", "print(f\"Class 0 (Low Risk): {(y_class == 0).sum()} samples\")\n", "print(f\"Class 1 (Medium Risk): {(y_class == 1).sum()} samples\")\n", "print(f\"Class 2 (High Risk): {(y_class == 2).sum()} samples\")" ], "metadata": { "id": "IqC0YSXxqL3E", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "1ccfc613-3235-42f5-9788-45102a868d5f" }, "execution_count": 71, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Class distribution:\n", "diabetes_risk_score\n", "0 32615\n", "1 32349\n", "2 32333\n", "Name: count, dtype: int64\n", "\n", "Class 0 (Low Risk): 32615 samples\n", "Class 1 (Medium Risk): 32349 samples\n", "Class 2 (High Risk): 32333 samples\n" ] } ] }, { "cell_type": "markdown", "source": [ "I chose Quantile Binning (pd.qcut) to convert the continuous diabetes_risk_score\n", "into 3 balanced classes: Low Risk (0), Medium Risk (1), and High Risk (2).\n", "This method ensures each class contains approximately 33% of the data,\n", "which prevents class imbalance and makes the classification task fair and reliable." ], "metadata": { "id": "UQvlyeEsFZ4v" } }, { "cell_type": "markdown", "source": [ "\n", "#### **7.2 Check Class Balance**\n", "\n", "Before training your classifier, examine if the classes are balanced.\n", "\n", "1. Show the resulting **class distribution** (counts or percentages).\n", "2. Are some classes under-represented?\n", "3. If the data is imbalanced, explain which metric you’ll focus on (e.g., F1 score, recall) and why accuracy alone is misleading.\n", "4. If needed, consider changing your convertion." ], "metadata": { "id": "L8Grz1xfqLfH" } }, { "cell_type": "code", "source": [ "# Visualize class distribution\n", "plt.figure(figsize=(7, 5))\n", "ax = sns.countplot(x=y_class, palette='viridis')\n", "ax.set_xticklabels(['0 = Low Risk', '1 = Medium Risk', '2 = High Risk'])\n", "plt.title('Class Distribution — Diabetes Risk Level')\n", "plt.xlabel('Risk Class')\n", "plt.ylabel('Count')\n", "plt.show()\n", "\n", "# Check balance in percentages\n", "total = len(y_class)\n", "print(\"Class balance (%):\")\n", "for cls in [0, 1, 2]:\n", " pct = (y_class == cls).sum() / total * 100\n", " print(f\" Class {cls}: {pct:.1f}%\")" ], "metadata": { "id": "SQ1WoHIRqNj8", "colab": { "base_uri": "https://localhost:8080/", "height": 556 }, "outputId": "09fee008-2a46-4eb8-f809-9d2ca93f69bf" }, "execution_count": 72, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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VV181ajRp0sTh6IWEhATLL7/8YnnuuecsiYmJDl4F59zpCD6LxWJp1KiRUaNRo0Z222Q00iu7rj0ro9us/7ffzc3NONZeP2NjY43tzI7gSx0F9cgjj1jCwsJs2iUmJlomT55sM1LB0UiH7BzBZy0zo/Eyc8zq1attzt+vXz/LjRs3bNrcuHHD0rt3b5t233zzjd161tfv4eFhkWQJDAy0HDlyxKZdcnKyZcaMGTY1t23b5tR13UvudASfxWKxjBkzxji+QIEClujo6DRtcvtz12KxHcFXsGBBi5Qy8u+nn35K0/aHH36w+Pj4GO3btWvn8Ho3b95sKVCggPG+nTJliiUqKipNu4MHD1pq1Khh1HzppZfs1svKezYpKcnSokUL47j69etbfvvttzTtYmJiLBMnTrS4uLhYJFm8vb0tJ06cSNOua9euRq2nnnrKcvXqVbvnjYmJsQQHB1uGDBniVD/Tk9kRfNa/Sx599NF022b0+Xvo0CFjf+HChS0bNmxwWOv48eOWd9991/LDDz/Y3Z/e++fy5cuWwMBAY/+DDz5oOX36dPoX6qTsGsHXp08fm/fT7SOxLZaU30Hz5s0zPlNdXV0tv/76a5p2kyZNsvk5ysisWbMy/NlfvHix0cbHx8eycOFCu/+G2rp1q80of3v/jrJYGMEH3M0I+ADgHpQaokiyTJw4MdvrO/OHZma8+OKLRj17fyT8+eefxv7GjRtn+Tz16tUz6hw9evROuuy07Aj4+vXrZ9SoUqWK3TYZBUHZde13GvBJstSqVctugHG7zAZ8Usq0t4iICIc1x40bZ7T19vZOE4Rl9RrzKuBLSkqyPPDAA0ab7t27W5KTk+3WSk5OtnTp0sVoW7VqVbvBzu2BVbVq1Sw3b9502Menn37aaPviiy86dV33kuwI+JYtW2ZT47///kvTJrc/dy2WtFPMCxQoYNm1a5fDmj///LNN+y1btqRpk5SUZKlWrZrRxtFtB1KFh4dbypYta4SMZ86cSdMmK+9Z61tZNGzYMMPPJOvPI3s/56lToz08PNJ9v2SnzAR8n332mc33ZsGCBem2z+jzd/bs2cb+t9566w6uwvHn5+nTpy0PPvigTSh56dKlOzqXtewI+LZv327zmZrRrQqsf2c98cQTafYfP37c2O/h4WF3arq1Bg0aGO0XLVqUZn9kZKSlWLFiFiklTN+zZ0+69f7++2/jVg8lS5a0G7wT8AF3L8bcAsA9JjIy0pgiJEnFihXLu844qX///sZ26hQca9ZTRkuXLp3l82RXndxWtGhRY9vZG73f7m669g8++EBeXl45Uvudd95Jd9rZuHHjdN9990lKmVa1atWqHOlHbtm0aZNxs353d3fNmjUrzUIfqVxcXDR37lwVLFhQknT8+HFjald6pkyZosKFCzvc/8ILLxjb+/bty0z38f9Yv8elrL/PMyOjz117nnvuuXSn87Zu3VrdunUzHi9cuDBNm3Xr1uno0aOSpK5du2Z4y4Fy5crp1VdflZQyDf+rr75yqq8Z+eijj4ztTz/9NMPPpDfffNP4fbpq1SolJyfb7E/9jC1UqFC675fcFBUVpdDQUA0bNkx9+/Y1nn/66adt3rdZkdO/U/766y899thjxm0AWrVqpZCQkDz//XU765+j6dOnq1SpUum279evnwICAiRJP/30kzGlPlWVKlWM91hcXJzWrFnjsNaxY8e0d+9eSZKnp6eefvrpNG2WLFmi69evS5KGDh2qBg0apNu/6tWrGz8rV65c0Y8//phuewB3FwI+ALjHpN7jK9Xd8IdGQkKCdu7cqblz5+rtt9/Wq6++qmHDhhlf1vcOO3ToUJrjre/jFBISorCwsCz1w7rOp59+mqUaecH6e3j799dZd8u1Fy9eXG3bts2R2h4eHhmuFu3h4aFnnnnGeBwSEpIjfckt1vfbbN++vcqVK5du+woVKuiJJ54wHmd0/Z6enurUqVO6berWrWts3+m9tvKr2z+ns/o+t3ann7v29OnTJ8M21kGSvZ8v6/s0Pvvss06dt2XLlsb2zp07nTomPeHh4cY116hRQ7Vr187wGE9PTzVq1EiSdOPGjTQrjad+xl67dk2rV6++4z5m1vLly9OsHFy4cGEFBgZq7ty5Sk5Olre3t15//XWtWrVKrq6ud3Q+698pK1asyNb7Cu7evVtNmjTRuXPnJKUEkhs2bLgr/j1jLTEx0fhPEh8fH3Xs2NGp41JXfbZYLDb37UvVu3dvY3vlypUO61jv69ixY5r/KJDujvcbgNzDIhsAcI+5/cb9t27dyqOeSDExMXrvvff06aefKiIiwqlj7LWrWLGiGjZsqD179ujGjRuqV6+enn/+eQUFBalx48Y2N11PT48ePYxA5M0339TPP/+s5557Tm3atJGvr6/zF5bLrP/Y9/HxyVKNu+Xa69Spc8d/WDpSq1Ytp/4AbNSokbHAxMGDB3OkL7nFuv/OLpTQuHFjrVu3TpIyXNjkwQcfNEb8OWI9YvJuWZzGbG4P9LL6Ppey73P3di4uLhmO/pFkhGCSdPHiRYWHhxujZqWU8CbVN998o23btmVY88aNG8b2mTNnMmyfEes+xMTEaNiwYU4dd/z4cZt+PPzww8bjHj16aMqUKZKkXr16afXq1erZs6datGihMmXK3HGfs8Mbb7yht956K1sWTmjfvr28vb0VFRWl3377TQEBARowYIA6dOigunXrZvlzfsOGDerevbsRGA4ZMkTz5s27Kxd7+OOPPxQVFSUpZeGqESNGOHXc/v37jW17P889evTQiBEjlJCQoG3btuns2bN2f09bB3zPP/+83XNZ/6wvWLBAy5cvz7B/Z8+eTbd/AO5eBHwAcI/x8fGRm5ubMU03dWpGbrt27Zpatmzp9MiQVI5GrixevFgtW7bUxYsXdevWLX3yySf65JNP5Obmpjp16qhp06Zq166dWrVq5fAPi4EDB+rHH380VlvcsmWLtmzZIillteEmTZqoRYsW6tKlS4bTbHKT9R+3JUqUyFKNu+Xac3J6VaVKlTLd7vLlyznVnVxh3f/KlSs7dcz9999vbGcU7NgbEXI76wDQ+vYAWTFhwoQ0U9Zyw4gRI1StWrVcP28q6/e4lPX3eXZ/7lorXry43ZWfb1e6dGmblb8vX75sE/BZr+SalZFu2TF92boPJ0+etBnNmNV+jBs3Tr/88ov27Nkji8Wi7777Tt99950kqVq1amrSpIlatWqlTp06OfU6ZlZAQIBatWplPI6NjdWZM2e0e/du4/s7fvx4hYWFGati34mSJUtq0aJF6tOnjxISEnTmzBlNnDhREydOVOHChdWgQQM1a9ZMnTp1Up06dZyu26VLF+Nz5M0339T7779/R/3MSdY/R1euXMmWnyMp5bV98skn9cMPPyg5OVmrVq3SqFGjbNrs27fPmOqe2v52t27dsnlvL1q0KFv6B+DuRcAHAPegypUrGyMN/v777zzpw8svv2z8kenu7q4+ffqoU6dOql69uu677z55eXkZQdypU6f0wAMPSFKa+xqlqlGjhn7//Xf973//04oVK4w/iBMTExUaGqrQ0FB99NFHqlChgiZOnKiBAwemqeHq6qpvv/1WS5Ys0UcffWTz2vz3339auXKlVq5cqZdeekl9+vTRhx9+mOU/tLPTP//8Y2xnNAXTkbvl2nPq3nuSnB7J6e3tbWxnx1TIvGQ9Qtf6utKTmet3dD+/nLJ8+XKdPn06V88ppUwBzMuAz/o97urqmuWQPbs/d605+/6SUn7GUgO+23/Gbg8zM+tOQ+Ts6IO9fnh7e2vbtm2aNWuW5s6dazNd/ejRozp69KiWLFmiQoUK6eWXX9akSZOy9fOwQYMGmjNnTprnb9y4oUmTJhmjlj///HM99NBDeuONN+74nM8884wCAgL0zjvvaP369UpISJCU8rmU+p9I48ePV7169fTxxx+rSZMmGdYsWLCg8dqGhYUpISEhw1HEeSUnfo5SPf/88/rhhx8kpXzPbg/4Pv/8c2O7Z8+edl+jnOwfgLvT3TfWGQBwxx5//HFjO/UGzLnp3Llz+vLLLyVJBQoU0I8//qiFCxeqc+fOqlatmgoXLmwzys7ZkKVs2bKaNWuWLl68qF9++UWTJ0/Wk08+aTOd7dy5cxo0aJBeeeUVuzVcXFw0YMAA/fXXX/r333+1YMEC9e3bV1WqVDHaJCQkaPHixapfv36ej/CKj4+3GY3TsGHDLNcy27VnlrP3gEqdUiWlndKeFc6EIznFekqy9XWlJ7uvH3fO+nO6bt268vDwyHSNnPrcTZWZe6yl9zNmHTD/9ttvslgsmfrKjvs8Wvehc+fOme6DxWJRv3790tR1d3fX66+/rhMnTujQoUOaNWuWnnnmGVWoUMFoEx0dralTp6pFixaKiYm542vJSNGiRfXRRx/Z/KdX6ki+7FCnTh19++23unTpkr7//nuNGjVKjRo1sgmcDhw4oBYtWujrr7/OsN769euN4PPbb7/VM888YwSHdxvrn6OHH344Sz9HEydOtFu7U6dOxgjqP/74w+aej0lJSTajX63v2eeof5J09erVTPfvl19+yeKrAyAvEPABwD3I+gbJp0+f1q+//pqr59+6dassFosk6cknnzRuKO1IZkfseHh4qFmzZho3bpw2bNigiIgIbdy40SbYnD17ts19buzx9/fXoEGDtGzZMh0/flz//vuv/u///s/4I/j48eOaNGlSpvqW3X744QfFxcUZj5s2bZotdc1w7Zn133//OdXO+p5C9kZKZXbKaXaMksgq6ynPzl6/dUByN01Fl1L6lpU/ku/0q3nz5nl2zeHh4TY32s/qezynP3evXbvm1D1dIyIijNF7UtqfsbJlyxrbFy5cyFQfsktO98HFxUW1a9fW8OHDtWrVKp09e1a//fabzcrFe/fuzdKUzqz6+OOPjaAxPj5eb731VrbWL1asmDp37qwPP/xQv/76qyIiIrR06VLjlghJSUkaOnR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CaNOyZct026X3PthisViaNGlikWSpX7++5c6dO+nWsPX+Or3XsIULF1qcnZ0tkiz+/v42r0X+xwg+AJKUalqQI9NhrJ+s3zsC7Z8uOjpaK1eulCQ99dRTGjJkSJo2rq6umjt3rjEK8tNPP011vm7duvL09JSkNNN0rd8HBASoZcuWNtuk/CQ4p0fwxcfH6/Dhw3r11Vf1+uuvS5JKly6t4ODgLNWzLhzcpEkTu+2KFy/uUL033njD6Fffvn21cuVKFS5cOEt9A5B91tFjISEhqV4PrKP3HnnkEdWrVy/DOqdOndJ3330nKfk5s3Llyjbb1a5dWy+++KKk5HXeUjpw4IAxFen5559X06ZN01z/8MMP58sd4D/55BObo5BfeOEF4/jSpUuaM2eO3N3d07QbNmyYpOSR13v27MnRviUlJemvv/7SokWLFBAQoJs3b0pK3ogpM9NnrayvC76+vnY3pvHy8nJomtzu3bsVGBiomJgYVahQQTt37lSdOnUy3S8gN0yfPt1YB61r1652l8Axk8GDB6tWrVoZft27lE1mzJo1y1iHc/bs2Tbf73Xv3l1dunRxuOaIESNsrvdXvHhxY/3xQ4cO2Rwhnh0JCQn6/fffNWXKFON1093dXZMmTcpSPevzaKNGjezOunL0/fXnn3+uZ555RomJiWrZsqW2bt3q8LXIX1iDD4Ck5AVnrVKuC5Ee6+6qjix2bkvnzp31xBNPZOnavLR9+3bdvXtXkmyGe1aVKlVSq1attGHDBuMa6zD5ggULqnHjxtq4cWO64V2zZs3k7+8vKe06fNY2pUuX1qOPPpqt+3P69Gm702ObNWumzz77zNhsI7PKli2rv/76S999952effZZm3+YOiIpKUn/+c9/jGkTw4cP1yeffJLpqb2Amb3wwgvq3r17tmo48vyeGZ07d5anp6euX7+u77//3tiEacGCBZIc31xj3bp1unv3rtzd3dW2bVu7bZs2baoPPvhA0dHR+uuvv4zdCH/44QejTXobRUlSly5dVKxYMV29etWhvuW2YsWKqU2bNjbPVa5c2Xh8H3vssXSn91mXhpCkEydOZLtPKTcFuFe5cuX03//+1+5roD1ly5aVJP3222/av3+/8VqXFZs2bVLXrl0VFxenRx55RFu2bFGFChWyXA/ISaGhocaGaqVLl9bMmTOzVS8/vgbkJutzeu3atVNtSnGv/v37Gx++Z6Rv377pnrOGrxaLRSdPntTjjz/ueGdtsPcetU6dOvrkk09Uv379LNUuW7as/vzzT61Zs0bBwcEqWbJkVrupiRMn6q233pKU/Pq4ePFi4+88mA8BHwBJSrURRMrFu9NjXTA4q6OnihUrlqU13fLa4cOHjeOMXpTr16+vDRs2KC4uTidOnFC1atWMc82aNdPGjRuNdfg8PDyUkJBgjLxo1qyZatWqpcKFCxvr8FnfaFhDQVujU3KSl5eXXnzxxWyFiAMGDNCECRO0e/duVa5cWT169FDLli0VEBDg8Jp5iYmJ6t27t5YuXSpJevPNNzVhwoQs9wkwq9KlS6t06dJ53Y1UChcurO7du2vevHn69ttv1b9/f+3atUsnTpyQk5OTnnnmGYfqWEfexcXF2R2NcK+YmBgj4Dt06JCk5D9gUwZe93JxcVHt2rXzzS7w1apVs/uHYLFixXT9+vV0NxWxtrFKOSI/N7Rt29buH8kZ6d27t6ZMmaLbt2+rcePGeuqpp9S+fXsFBASoRo0aDn9ws3z5cs2ePZuNlpAvHTlyRF26dFFiYqLc3Ny0bNmybD9/56fXgG3btmW4862U/IH3vTuBO+LWrVuKjIyUpAxHPWZmwIC9jelSjljLzefRQoUKaciQIWrcuHGWawwYMEA7duxQZGSkfHx81LVrV7Vq1UpNmjRR+fLlHa7z8ssv66OPPpKU/MHY7Nmz2QjG5JiiC0CSjCmjkmPTbq1TdLIyPcfM/v77b+M4ozdZ3t7eNq+T/m9qbWJiorF78f79+xUfHy8vLy/Vrl1brq6uatCggaT/C/UuXryo3377TZIcemOVkXLlyunQoUPG148//qj3339f3t7eunbtmnr27GlMm8uKt956S4MHDzYWiv/ss8/UtWtXlS5dWjVr1tQ777yj8+fP261x9uxZI9xr164d4R6Qz1hH6f344486e/asMT23adOmDi8efuHChSzddlxcnHFsfZ4tXrx4hn+g2Jsaer9lNLLZOnrbXruUU1mto8yzY+7cucbrwv79+7Vo0SLjdeurr75S9+7djalzmWXdDfihhx5SYmKi1q5dq2HDhqlWrVoqXbq0+vXrl2bndVs+++wzJSQkyNXVVSEhIYR7yDdOnjyp1q1b68qVKypYsKCWLFmS6x/K/tOkHGGd0f/bmfl//34+j6Z8f71jxw59+umnqlq1qhISEvTiiy9q6tSpWa49ePBgBQcHy9nZWdeuXdO8efPUp08fVahQQT4+Pho9erRDo7mt4V7NmjU1Z84cwr1/AEbwAZCUPIKvRIkSunz5sqKiouy2vXLlihHwZXUqzNWrVzO8HUfUrFkz2zWyKjvTQ5944gl5eHjoxo0b2r59u5566ilj6m1AQIDxAhsYGKht27Zp+/btGjVqlHbs2GHUyIn191xcXNI8hs2bN9czzzwjf39/nT17Vs8995waNmxojJLJbP2vvvpKo0eP1uLFi/Xjjz8qPDxcCQkJOnLkiI4cOaIPP/xQCxYsUKdOnWzWKFOmjHx8fBQWFqb169dr2rRpGj16dJbuL2BmFy5cyHIQZlWoUCG7I8GyolmzZqpQoYLOnDmjefPmGYG8o9Nzpf/7Y6pkyZKZGllna60+pu5nX+XKlVO9NtSrV09PP/20hgwZonnz5mndunX66KOP9PLLL2epfrdu3fTkk0/qu+++06ZNm7Rz505dvHhRly5d0oIFC7RgwQINGDBAc+fOTXcdvq5du+r777/X7du31atXL23atCnVh5VAXoiOjtaTTz6p6OhoOTk5ae7cuem+v8ms/PoaANvufX/dpEkT9e/fXwEBAfr1118VHBysZs2aObROrS2TJk3Sc889p4ULF2rr1q3au3ev4uLidPz4cX344YeaMWOGPvnkE/3nP/9Jt0a3bt20YsUKHT58WCNHjtSMGTOy1BfkHwR8AAyPPvqodu7cqcjISCUmJqY7Ter33383jtNbDygjISEhdtdIclRWRxBkVcrh++fPn7cbcFoXwL33OklydnZWo0aNtHnzZmN0nvW/KUfmWY+t6/BZ25QsWdLueiTZVa5cOX3xxRfq0KGDYmNjNW7cOGNUTlY8+uijmjBhgiZMmKBbt25p165dWrRokb755hvduHFDvXv31vHjx421mVJyc3PThg0b1Lp1a+3du1djxoxRwYIFNWrUqGzcQ8B8Pv/8c7377rvZqlGxYkWdOnUqZzr0/1mn4k6ZMkWTJk3SrVu35Obmph49ejhco0SJEpKSp0VVr149S6MIHnroIUnS5cuXU617aktGI4ftSRk4pVwf9V7WD8L+KZycnPTpp59q69at+uuvv/Tuu+9qwIABWV6I3cvLS88995yee+45SdLRo0e1atUqzZgxQ9HR0fr6669Vu3ZtjRw50ub1I0aMUIMGDfTaa69pz549ateunTZs2PDAzSxA/nHp0iW1atXKGDk1Y8YMY13SnJBfXwNyQ8plBy5evGi3bUbn8xNPT0998803qlOnjhITEzV69OhUH95nVsWKFRUcHKzg4GDduXNHBw4c0NKlS/Xll1/q1q1beuGFF1S/fn3Vrl3b5vWLFy9Wz549FRISok8//VTOzs6aPn16lvuDvMcUXQCGgIAAScl/lBw8eDDddil3cc3O+hFmlPLTuH379tlta901zd3d3eYmFdbw7uDBg7py5Yp2796d6ueS1KBBA7m5uRnr8Fkf+6ZNm+b6KJWgoCDj38SiRYuMqcHZ5ebmpieffFJz5841pifEx8dr7dq16V7j6empjRs3Gp9yvvzyy2l2JwaQd6yj9awbNnXq1ElFixZ1+HrrHx+3b9821uPLrFq1aklKXkf2l19+SbddYmKifv755yzdhpR6SYsrV66k2+7YsWNZvo38yt3dXW+//bYk6dq1a/rggw9yrHb16tX1xhtvaO/evSpSpIgkGaNB0/Pqq69q8uTJkqRdu3apffv2qaZtA/fLtWvX1KZNG+O90nvvvWfs+I3Mc3NzU9WqVSXJ7t8kkrL8mpFX/v3vf6tPnz6SpJ07d2rjxo05UtfFxUWNGjXSRx99pEWLFklKHgixfPlyu9d89913CgoKkpQ8ZffVV1/Nkf4gbxDwATB07tzZOJ43b57NNklJSfrmm28kJX+6Zm+nPXsGDhwoi8WS7a/7rVmzZsaokLlz56bb7q+//tKWLVvSXJNSynX4pk+frri4OGP9PauU6/BZh9Bba94P1l21kpKSNGnSpByv37JlS+P40qVLdtt6eXlp8+bNxmLLI0aMyPaOdICZjB8/PtvPmbk1cqN69epq0KCBXF1d5erqmulRKx06dDA+tLCuCZRZTz75pHH89ddfp9tu5cqVdoO5jKScFmzvD8slS5Zk+Tbys/79+xtLNnz++edp1pjNrgoVKhhTCDN6XZCksWPHGmuz7tixQ0FBQYqPj8/RPgH2xMXFqX379vrpp58kSePGjdPrr7+e47eTn18DcoP1PWJERISOHDmSbjvr3yVmMm7cOGP098SJE3O8fmbeXxcqVEgrVqxQu3btJEn/+9//jN2fYT4EfAAM/v7+atKkiaTkRbStO7qmNG3aNB09elSSNHLkSLm4uNzXPua1cuXKqUuXLpKkDRs22PwjMiEhQYMHD9adO3ckScOHD7dZq169esZiv5988omk1OvvWVmDwBkzZhihZk6sv+eI1q1bG7uTfffdd8aOZo74+++/tWbNGrtB7ObNm41jW2tp3atYsWLasmWLEYK++OKLmj17tsN9ApB79uzZo1u3bunWrVvGHwqOeuSRR4wpvUuWLNGHH35ot/3Jkye1ePHiVD/z9/dXnTp1JEkzZ840NjBK6dy5cxozZkym+navRo0aGUtYTJ8+3eZz3NSpU41R3P80Li4ueu211yQlT6n++OOPM3V9SEhIqgX073XmzBljKRBHXhek5N3V33nnHUnJu3t26NDBGE0K5KaEhAR16dJFYWFhkpLfG+dGYPMgeu6554wPfoYOHWozuF+xYoVWrlx5v7uWbX5+furataskKSwsLNO7ui9YsECJiYnpns/s++tChQrp+++/V5s2bSRJ77//vt58881M9Qn5A2vwAUjl448/VuPGjRUfH6/WrVsrODhYzZs3V3x8vJYsWaJZs2ZJknx9ff8xGx3Y+iPQlo4dO6p48eKaPn26tm7dqitXrmjw4MHatWuXevXqpYceeki///67/ve//xnTv3r27Km2bdvarGcdSv/DDz/o2rVrkmyPzGvWrJneffddo02JEiWMqWj3w7hx49SlSxfdvXtXU6ZM0VdffeXQdbGxserYsaMqVaqkrl27qn79+qpYsaKcnZ117tw5rVmzRnPmzJEkPfzww8b0gIw89NBD2rJli1q2bKlffvlFzz//vAoWLKjBgwdn+T4C2bFr165U4XfKT8sjIyM1f/78VO0HDhx4n3pmLjNnzlR4eLhOnDih0aNHa9WqVerfv79q1KghV1dXXb58Wb/88os2btyoH3/8UV26dFHv3r1T1fj8888VEBCgO3fuqFWrVnr55ZfVrl07ubq6at++fZo8ebIuXbqkf//733an8dpTunRp9ejRQ4sXL9amTZvUsWNHvfjiiypTpoz++usvffvtt1qxYoUaNWpkLL3wTzNkyBBNnDhRMTExmjFjhsaMGePwBhcfffSR+vbtq/bt26tFixaqXr26vLy8dOXKFYWHh2vGjBnGH/L2Foe/1/jx43X37l1NnDhRW7duVadOnbR69Wq5urpm6T4Cjujdu7cRprRo0UJDhgwxZlvYwiYXjqtbt66GDh2qWbNmac+ePapXr55effVV1axZU7Gxsfr+++81c+ZM+fv7Gx+omGmTpeDgYGP67MSJEzM1K6pfv34aM2aMunbtqkaNGqlq1apyc3PT+fPntWXLFmOGi4eHh/r27etQTeuO5B07dtSWLVs0adIkFSxYMNvrPuI+swDAPVavXm0pWrSoRZLNL19fX8uff/6Z193Mlnnz5qV7/9L7ioiIMK7/6aefLOXKlbPbvmvXrpb4+Hi7/Zg4cWKqaw4cOJCmTXx8vMXV1dVo07lz52zf/4oVK1okWSpWrJhh26SkJEuNGjUskiwuLi6W06dPpzofGBhokWQJDAxM9fOTJ0869LiWLVvWEh4enuZ2BwwYYLePFy9etNSqVcsiyVKgQAHL119/7ejdB3KU9d+qo19m9c477xj34eTJk5m+PuXjlJ5z585ZmjRp4tDjOGjQIJs1Fi1aZClUqJDNa5ydnS2zZs3K8PnF2v6dd96xeT4mJsZSrVq1dPv29NNPW3744Qfj+23btqWpkd5z572sz9cDBgyw2y6jPmck5e/XVn/v9cEHHxjtJ0+enOpcytfYe/+tWO+3va8CBQpYJkyYkOY2t23blmEf33jjDaNNu3btLLdv33b0IQAyLbPvJR1535VfZfY5wmLJ+P1mRs+Dt2/ftgQFBaX7eFauXNkSGRlpfP/ee+/Z7bc9jjy/ZCTl85sj2rVrZ7Tfs2dPqnP2Xqcc+bfm5eVl2bBhQ5prM3o84uLiLC1atDDa2HouRv7FFF0AaXTo0EG//vqrXn75Zfn6+srd3V3FihXTE088offff18RERHy8fHJ627mqdq1a+uPP/7QlClTVL9+fRUrVkyFChVSuXLl1LVrV61evVorVqyQm5ub3Topp9reu/6elZubm7EOn3T/1t+zcnJyUnBwsCTpzp07ev/99x26rmLFitq/f7/Gjx+v1q1b65FHHlGxYsXk7OyskiVLqmnTppo6dap+//13Y129zChZsqS2bt2qGjVqKCkpSYMGDdLChQszXQdA/uHt7a0dO3Zo7dq16tu3r6pUqSJ3d3e5uLioVKlSatSokUaPHq3Q0NB010Ht3bu3IiIi1K9fP5UrV06FChXSww8/rJ49e2rXrl0aOnRotvtZpkwZ7du3T6+//rqqVasmV1dXFS9eXE2bNtWCBQu0ePHiLO0EbCbDhg0zdtC1riPriMWLF2vWrFnq06ePHn/8cXl7e8vZ2VkeHh6qUaOGhg0bpoiIiCxPD5syZYqxSPz69evVrVs3JSQkZKkWgLxVqFAhrV69WvPmzVNAQIC8vLzk7u6u6tWrKzg4WAcPHjR2YZeS30ubybhx44xj61qijjh8+LDef/99dejQQY8++qhKlCihggULqlixYmrQoIHeeecd/fHHH3rqqacy3afChQtrzZo1xt8ob731lqZMmZLpOsgbThZLHqxSDwAAAAAAkA27du0y1hD/4YcfUm0wATxoGMEHAAAAAABMx7rhkouLS5ZmhAD/JAR8AAAAAAAgX7l06ZLdXbc3bdqkL7/8UlLyZnjFihW7Px0D8imm6AIAAAAAgHxl+/bt6tSpk3r06KEnn3xSVatWVYECBXT69GmtXr1aCxYs0N27d1W4cGH9/PPP7FCMBx4BHwAAAAAAyFe2b9+u5s2b221TtGhRLVu2TK1bt75PvQLyLwI+AAAAAACQr9y4cUMrVqzQxo0b9csvv+jixYu6evWqihYtKh8fHz311FMaPny4SpUqldddBfIFAj4AAAAAAADAxNhkAwAAAAAAADAxAj4AAAAAAADAxAj4AAAAAAAAABMj4AMAAAAAAABMjIAPAAAAAAAAMDECPgAAAAAAAMDECPgAAAAAAAAAEyPgAwAAAAAAAEyMgA8AAAAAAAAwMQI+AAAAAAAAwMQI+AAAAJBtp06dkpOTk5ycnDR//vwcrW2tO378+Bytm1sGDhwoJycnVapUKa+7AgAAHhAEfAAAAA+o7du3G+HZvV/u7u6qUKGCgoKCNHfuXN2+fTuvu3tfhYeHa+zYsWrQoIEefvhhubq6qmjRoqpataq6d++uL7/8UlevXs3rbgIAAEgi4AMAAIAN8fHxioqK0rp16zRkyBDVrVtXp06dyutu5brTp0+rQ4cOqlevnt577z3t27dP0dHRSkhI0PXr13XixAmtWLFC//nPf1SuXDmNGzdO8fHxed1tAADwgHPO6w4AAAAg7w0bNkwvvPCC8f2FCxd0+PBhTZ06VVFRUTpy5Ig6duyoiIgIFSxYMM31lSpVksViuZ9dznHh4eEKCgrS+fPnJSXfp969e6tRo0YqU6aMEhISFBUVpR9++EErV67U5cuXNXnyZPXo0UOPP/543nYeAAA80Aj4AAAAoNKlS6tmzZqpftaiRQsNGjRIjz32mE6dOqVDhw5p5cqV6t69ex71MvfExMSkCvfefPNNvfXWWypUqFCatr169dKHH36oadOmafLkyfe7qwAAAGkwRRcAAADp8vT01Jtvvml8/8MPP+Rhb3LP888/b4R7EyZM0IQJE2yGe1aenp4aP368tm7dKi8vr/vVTQAAAJsI+AAAAGBXrVq1jOMzZ87YbOPILrrR0dF64403VKdOHXl5ecnFxUVlypRRrVq11Lt3b82fP1+xsbGZ7l9SUpKGDRtm3P7w4cMzNV348OHDWr16tSTp8ccf19ixYx2+tkmTJqpcuXKm+nvz5k199913evbZZ/X4448bj0WpUqUUGBio//3vf7px40aGdVauXKnOnTurfPnycnV1laenp6pUqaImTZrorbfe0v79+21el1u/BwAAkHeYogsAAAC7Uo5kc3FxyVKNnTt3KigoKE1wdOHCBWO9vyVLlqhkyZIKCgpyuO6dO3fUv39/LVmyRFLy1NoJEyZkqm/z5s0zjkeMGGFzjcGc1L59e4WGhqb5+aVLl7Rjxw7t2LFDn3/+udavXy8/P7807e7evavevXtr2bJlqX6ekJCgGzdu6OTJk9q1a5c2bNig8PDwVG1y6/cAAADyFgEfAAAA7Dp69KhxXKlSpUxff/v2bT399NOKjY2Vp6enhg0bpubNm6t06dJKSEjQyZMntXv3bq1cuTJTdePi4tStWzdt3LhRTk5O+vDDDzVq1KhM9y9l2Na+fftMX59ZiYmJqlWrljp27KgnnnhC5cqVk8Vi0enTp7Vy5UotXbpUJ0+eVOfOnfXzzz/Lzc0t1fUzZ840wr2AgAA9++yzqlq1qooUKaLLly/r119/1caNG3Xt2rVU1+XW7wEAAOQ9Aj4AAACk6+7du5o6darxfVY22AgLC1N0dLQkadGiRWlGhjVo0EC9e/fW9OnTFRcX51DNq1evKigoSGFhYSpYsKDmzJmjgQMHZrpvkvTrr79Kkh5++GGVKVMmSzUyY968eapWrVqan9evX189e/bUkCFD1KZNG/3xxx9auHChhgwZkqrd0qVLjfbbtm2Ts3Pqt/RPPvmkXnnlFf3999+pfp4bvwcAAJA/sAYfAAAA0rh48aJ+/PFHBQYGKiIiQlJyuBcQEJDpWjExMcZx06ZN023n7OysokWLZljv/PnzatasmcLCwuTq6qrly5dnOdyLjY3VnTt3JCXvJHw/2Ar3UnryySfVsWNHSVJISEia89bHs1GjRmnCvZSKFy9u8zopZ34PAAAg/yDgAwAAgN59911jkwonJyeVLl1aLVu2VFhYmNzd3fXKK69o0aJFWapdtmxZ4zjlendZcerUKQUEBOiXX36Rh4eH1q9fr86dO2e53vXr143jIkWKZKtvWXXx4kX9+eefOnz4sPFVqlQpSdIvv/ySpr318VyzZo0uXbrk8O3k5O8BAADkLwR8AAAAsOvxxx/XSy+9lOUNNgICAlSlShVJ0qhRo+Tv768pU6YoLCxMCQkJDtc5evSoGjdurMjISJUoUUJbt25VixYtstQnK09PT+P45s2b2aqVGWFhYerVq5dKlCih0qVLy9f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}, "metadata": { "image/png": { "width": 636, "height": 469 } } }, { "output_type": "stream", "name": "stdout", "text": [ "Class balance (%):\n", " Class 0: 33.5%\n", " Class 1: 33.2%\n", " Class 2: 33.2%\n" ] } ] }, { "cell_type": "markdown", "source": [ "The three classes are well balanced, each containing approximately 33% of the data.\n", "No class is under-represented, so the dataset does not suffer from class imbalance.\n", "Therefore, accuracy is a reliable metric for evaluating the classification models,\n", "and there is no need to focus on F1 score or apply resampling techniques." ], "metadata": { "id": "FkQXDvjZoqaw" } }, { "cell_type": "code", "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "# Features — same engineered dataset from Part 4\n", "X_cls = df.drop(columns=['diagnosed_diabetes', 'diabetes_risk_score'])\n", "\n", "# Target — the new class labels\n", "y_cls = y_class\n", "\n", "# Train-test split\n", "X_train_cls, X_test_cls, y_train_cls, y_test_cls = train_test_split(\n", " X_cls, y_cls, test_size=0.2, random_state=SEED, stratify=y_cls\n", ")\n", "\n", "print(f\"Training set: {X_train_cls.shape}\")\n", "print(f\"Test set: {X_test_cls.shape}\")\n", "print(\"Data ready for classification!\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "CFdnN95IIEpe", "outputId": "264e143d-730a-4704-fbb7-aa61ba67650e" }, "execution_count": 73, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Training set: (77837, 36)\n", "Test set: (19460, 36)\n", "Data ready for classification!\n" ] } ] }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "75xPnIjfqHEh" } }, { "cell_type": "markdown", "source": [ "# Part 8: Train & Eval Classification Models\n", "\n" ], "metadata": { "id": "Ii0otL-qqHOt" } }, { "cell_type": "markdown", "source": [ "#### 8.1 Answer the following here, and later mention it in your presentation.\n", "\n" ], "metadata": { "id": "co-38v1UsPd2" } }, { "cell_type": "markdown", "source": [ "In the context of your dataset/task, explain what would be more importatnt - precision or recall.\n", "\n" ], "metadata": { "id": "1XM_xVUGsfon" } }, { "cell_type": "markdown", "source": [ "In the context of diagnosing diabetes risk levels, I believe recall is more important than precision.\n", "Missing a high-risk patient (False Negative) is far more dangerous than a false alarm.\n", "Therefore, I prioritize recall to ensure I catch as many true high-risk cases as possible." ], "metadata": { "id": "pIuQGJaMGHUL" } }, { "cell_type": "markdown", "source": [ "In the context of your dataset/task, explain what would be more critical - False Positive or False Negative.\n" ], "metadata": { "id": "xbrqOTcBsf2Q" } }, { "cell_type": "markdown", "source": [ "In my dataset, a False Negative is more critical than a False Positive.\n", "If I predict that a high-risk patient is low-risk, they won't receive the necessary medical attention,\n", "which can lead to serious health consequences.\n", "A False Positive, while inconvenient, would only result in unnecessary follow-up tests." ], "metadata": { "id": "uNGyCa9lGca4" } }, { "cell_type": "markdown", "source": [ "#### 8.2: Train **three** different kinds of classification models.\n", "\n", "\n", "Go to SKlearn to find different classification models. And use them." ], "metadata": { "id": "8nZOjcjZsocr" } }, { "cell_type": "code", "source": [ "from sklearn.linear_model import LogisticRegression\n", "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n", "\n", "# Model 1: Logistic Regression ---\n", "log_reg = LogisticRegression(max_iter=1000, random_state=SEED)\n", "log_reg.fit(X_train_cls, y_train_cls)\n", "y_pred_log = log_reg.predict(X_test_cls)\n", "\n", "# Model 2: Random Forest Classifier ---\n", "rf_cls = RandomForestClassifier(n_estimators=100, random_state=SEED)\n", "rf_cls.fit(X_train_cls, y_train_cls)\n", "y_pred_rf_cls = rf_cls.predict(X_test_cls)\n", "\n", "# Model 3: Gradient Boosting Classifier ---\n", "gb_cls = GradientBoostingClassifier(n_estimators=100, random_state=SEED)\n", "gb_cls.fit(X_train_cls, y_train_cls)\n", "y_pred_gb_cls = gb_cls.predict(X_test_cls)\n", "\n", "print(\"All three classification models trained successfully!\")" ], "metadata": { "id": "6MIie1Rws3pE", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "4e408bf5-9848-4afb-e719-b0a0804cc4dc" }, "execution_count": 74, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "All three classification models trained successfully!\n" ] } ] }, { "cell_type": "markdown", "source": [ "#### 8.3: Evaluation" ], "metadata": { "id": "wELPknwqsOG_" } }, { "cell_type": "markdown", "source": [ "- Evaluate the Classification Models.\n", "\n", "- For each print the `classification report` (precision, recall, F1-score, support), and show a `confusion matrix`. (use SKlean built tools) Comment on what types of mistakes the model makes (based on the confusion matrix).\n", "\n", "- Identify which model performs best and try explain **why**.\n", "\n" ], "metadata": { "id": "bEzxJLmVsvVx" } }, { "cell_type": "code", "source": [ "from sklearn.metrics import classification_report, ConfusionMatrixDisplay, confusion_matrix\n", "\n", "models = {\n", " 'Logistic Regression': (log_reg, y_pred_log),\n", " 'Random Forest': (rf_cls, y_pred_rf_cls),\n", " 'Gradient Boosting': (gb_cls, y_pred_gb_cls),\n", "}\n", "\n", "for name, (model, y_pred) in models.items():\n", " print(f\"\\n{'='*50}\")\n", " print(f\"Model: {name}\")\n", " print(f\"{'='*50}\")\n", "\n", " # Classification Report\n", " print(classification_report(y_test_cls, y_pred,\n", " target_names=['Low Risk', 'Medium Risk', 'High Risk']))\n", "\n", " # Confusion Matrix\n", " fig, ax = plt.subplots(figsize=(6, 5))\n", " ConfusionMatrixDisplay.from_predictions(\n", " y_test_cls, y_pred,\n", " display_labels=['Low Risk', 'Medium Risk', 'High Risk'],\n", " cmap='Blues', ax=ax\n", " )\n", " ax.set_title(f'Confusion Matrix — {name}')\n", " plt.tight_layout()\n", " plt.show()" ], "metadata": { "id": "Rozrn2petFKA", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "14ed8e1d-40e3-49cf-9741-7af552862a24" }, "execution_count": 75, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "==================================================\n", "Model: Logistic Regression\n", "==================================================\n", " precision recall f1-score support\n", "\n", " Low Risk 0.83 0.83 0.83 6523\n", " Medium Risk 0.74 0.77 0.75 6470\n", " High Risk 0.82 0.78 0.80 6467\n", "\n", " accuracy 0.80 19460\n", " macro avg 0.80 0.80 0.80 19460\n", "weighted avg 0.80 0.80 0.80 19460\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 588, "height": 452 } } }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "==================================================\n", "Model: Random Forest\n", "==================================================\n", " precision recall f1-score support\n", "\n", " Low Risk 0.94 0.94 0.94 6523\n", " Medium Risk 0.88 0.90 0.89 6470\n", " High Risk 0.96 0.94 0.95 6467\n", "\n", " accuracy 0.93 19460\n", " macro avg 0.93 0.93 0.93 19460\n", "weighted avg 0.93 0.93 0.93 19460\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "image/png": { "width": 588, "height": 452 } } }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "==================================================\n", "Model: Gradient Boosting\n", "==================================================\n", " precision recall f1-score support\n", "\n", " Low Risk 0.96 0.95 0.95 6523\n", " Medium Risk 0.90 0.93 0.92 6470\n", " High Risk 0.97 0.95 0.96 6467\n", "\n", " accuracy 0.94 19460\n", " macro avg 0.94 0.94 0.94 19460\n", "weighted avg 0.94 0.94 0.94 19460\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 588, "height": 452 } } } ] }, { "cell_type": "markdown", "source": [ "Logistic Regression: The model struggles most with the Medium Risk class, often confusing it with Low or High Risk. This is expected since logistic regression assumes linear boundaries, which may not capture the complexity of the data.\n", "\n", "Random Forest: Significantly fewer errors across all classes. Most mistakes are between adjacent classes (e.g., Low vs Medium), which is natural since they share similar feature values.\n", "\n", "Gradient Boosting: Similar performance to Random Forest but slightly better overall, achieving the highest accuracy of 0.94 and F1-score across all three classes.\n", "\n", "Best Model: Gradient Boosting is the winner for classification. It outperforms both Logistic Regression (0.80) and Random Forest (0.93) by building trees sequentially, each correcting the errors of the previous one." ], "metadata": { "id": "ZeWbQ0jNJ1N5" } }, { "cell_type": "markdown", "source": [ "### **Bonus:** Cross Validation" ], "metadata": { "id": "yYehPH4QyBri" } }, { "cell_type": "code", "source": [ "from sklearn.model_selection import cross_val_score\n", "\n", "# Cross Validation on a sample for speed\n", "X_sample = X_cls.sample(10000, random_state=SEED)\n", "y_sample = y_cls[X_sample.index]\n", "\n", "cv_scores = cross_val_score(\n", " GradientBoostingClassifier(n_estimators=100, random_state=SEED),\n", " X_sample, y_sample,\n", " cv=5,\n", " scoring='accuracy'\n", ")\n", "\n", "print(\"Cross Validation Results (5 folds, sample of 10K):\")\n", "print(f\" Scores: {cv_scores.round(4)}\")\n", "print(f\" Mean Accuracy: {cv_scores.mean():.4f}\")\n", "print(f\" Std Deviation: {cv_scores.std():.4f}\")\n", "\n", "plt.figure(figsize=(8, 5))\n", "plt.bar(range(1, 6), cv_scores, color='mediumpurple', edgecolor='black')\n", "plt.axhline(cv_scores.mean(), color='red', linestyle='--',\n", " label=f'Mean: {cv_scores.mean():.4f}')\n", "plt.title('Cross Validation Accuracy — Gradient Boosting (sample 10K)')\n", "plt.xlabel('Fold')\n", "plt.ylabel('Accuracy')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 574 }, "id": "RoMxqdKByIRS", "outputId": "54ca0d48-6ad3-41ec-abe1-1c059474c799" }, "execution_count": 76, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Cross Validation Results (5 folds, sample of 10K):\n", " Scores: [0.934 0.928 0.9265 0.9295 0.9325]\n", " Mean Accuracy: 0.9301\n", " Std Deviation: 0.0028\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "image/png": { "width": 790, "height": 488 } } } ] }, { "cell_type": "markdown", "source": [ "### **Bonus:** Learning Curve" ], "metadata": { "id": "I0Ge27GZ4MKF" } }, { "cell_type": "code", "source": [ "from sklearn.model_selection import learning_curve\n", "\n", "# Using a sample for speed\n", "X_sample = X_cls.sample(10000, random_state=SEED)\n", "y_sample = y_cls[X_sample.index]\n", "\n", "train_sizes, train_scores, val_scores = learning_curve(\n", " GradientBoostingClassifier(n_estimators=100, random_state=SEED),\n", " X_sample, y_sample,\n", " cv=3,\n", " train_sizes=np.linspace(0.1, 1.0, 5),\n", " scoring='accuracy',\n", " n_jobs=-1\n", ")\n", "\n", "train_mean = train_scores.mean(axis=1)\n", "val_mean = val_scores.mean(axis=1)\n", "\n", "plt.figure(figsize=(9, 5))\n", "plt.plot(train_sizes, train_mean, 'o-', color='mediumpurple', label='Training Accuracy')\n", "plt.plot(train_sizes, val_mean, 'o-', color='coral', label='Validation Accuracy')\n", "plt.title('Learning Curve — Gradient Boosting Classifier')\n", "plt.xlabel('Training Set Size')\n", "plt.ylabel('Accuracy')\n", "plt.legend()\n", "plt.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(f\"Final training accuracy: {train_mean[-1]:.4f}\")\n", "print(f\"Final validation accuracy: {val_mean[-1]:.4f}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 540 }, "id": "vXAwt85L4NcS", "outputId": "57c0b852-18ac-496f-bd2a-abfd33690efb" }, "execution_count": 77, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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w8OBBZGdnQ61W45133kFQUBBatGiRb10fffQRfvrpJ/G1o6Mj2rdvj8qVKyMuLg6HDh1CVFQUunXrZtEntw8dOgRBEMTXgwcPtljdz4NCocCbb76J8+fPw8rKCq1atUKNGjWgUCjEz97HxwcdOnTAvn37xJ58hb2HKpUKmzZtEl8PGzbMaLmffvoJH330kfgeOjs7o2XLlvD394darcb169dx7tw5CIKAv//+GyEhIQgNDYW9vb1l3oBy4NneDwMGDHgu2928eTM+/vhjANp0na1bt4aLiwuio6ORnJxsUDY8PByAdsy+evXqoVatWnB1dYVMJkN8fDzOnj2LqKgoCIKA+fPnQ6FQYMmSJQVuf/jw4diwYYP42tXVFe3bt4eHhwfCw8Nx+PBh3LhxA127dsWbb75psf3OzMxEly5dDMYrrFGjBpo0aQI3NzckJycjNDQU0dHRyM7OxqRJk5CWlobPP/+80LqLe83r3bs3GjRogDNnzuDs2bMAgODgYKOpBgu6XlrauXPn8ODBA/F127Zt8y0bFxeH1q1b4/79++K8GjVqoHnz5rCxscGNGzdw+vRpAMDdu3fRvn17/PPPP2jdunW+df7www+YNm2a+NrGxgbt2rVDlSpVkJKSgkOHDiE5ORlqtRrz589HeHg4/vrrL6PfiQsWLDDoAenp6YkWLVrAx8cHEokEycnJuHXrFm7evAm1Wp1n/REjRiApKQkHDhwQe7S99tprqFu3bp6yxU0RmZGRgddffx3Xrl2Dvb092rZti4CAAKSnp+PQoUOIj48HAKxcuRJ16tTBJ598km9d27Ztw9ChQ8V9kslkaN26NWrVqoWMjAyEhoYiMjISb7/9tkGK6eJ69OiRwbFTWt+hEREREAQBEokEderUQZ06deDh4QFra2skJSXh4sWL4jG7ceNGpKWlib+1npWeno6OHTsiIiICgDZ9ZaNGjfDSSy/B0dERWVlZiIqKwuXLl5GYmJhvm6ZNm2bwW1L/t6dGo0FSUhJu3LiB27dvF3m/dccrAPz888/i/Pfee6/Ideo7evQoevTogbS0NADa9KjBwcGoVasWrK2tERYWhuPHjyMnJwe3b99Gq1atcPLkSbz00kuF1v3BBx+IqaiDgoLwyiuvwNraGnfu3GHKUCIiejGUYjCRiIiIyOIs1UPvyy+/FOupXLmysGXLFqM98DZt2mTQO+DPP/80Wt+pU6eEzz//XLh69Wq+24yLixOGDRsm1vXaa6/lW1a/h56VlZUAQAgKChKuXLmSp2xOTo4gCIZPOcvlckEikQg1atQQTp8+bXS/rK2txfKrV6/Oty3m9tCzsbERZDKZ8OOPPwoqlcqgXHh4uNCgQQOxbPv27fPd7v79+/P0mHj8+LFBmfT0dGHkyJHidnVli9tDb8yYMWJd3t7exarLmJLuoac7Ztq1a2f0M9MdM6tXrxbXadKkSaHt2Llzp1i+WrVqRs+Z/fv3iz0q5XK58N133xnt9XDx4kWhXr16Yn0TJkwodPsVyahRowyuQSVJ/xy2srIS5HK5sHz58jyfn+640Pn000+FTZs25TnvdDQajbBz507By8tLrP/YsWP5tmPNmjUG5/TEiROFrKwsgzLR0dFChw4dxOOnsOu9qT30hg8fLparXbu20d4nubm5wpIlS8RriUwmE06cOGG0vpK45pnSI7E4zPn+PHPmjBAYGCiW7927d4Hl33jjDbGsg4ODsGHDhjxlzp49a9BrKyAgQEhJSTFaX2hoqEFvujfeeEOIjY01KJOTkyNMmzbN4Jj68ccf89SlUqkET09Pscy3334rKJVKo9tNSkoSfv/9d+H77783utzca7ep6+h/9rrjb8SIEUJSUpJBuczMTGHQoEFiWUdHRyEjI8NonfHx8YKHh4dYtlGjRsKdO3cMymg0GmHhwoWCTCYz+A4tbg+9tWvXGnwuBfXQKgpTe+j973//E1auXCkkJCTkW+bo0aNCzZo1xfrWrl1rtNz8+fPFMrpexMZoNBrhzJkzwoQJE4Tw8HCDZYmJieL3s0wmE1atWpVv9ofo6Ghh4cKFwm+//WZ0uam96fQ/h8KYUmdMTIzg7e0tlhs+fLgQHR2dp1xsbKxBZomgoCCjvWj1P0vdOR8QECAcPXo0T9lnv6OIiIgqIgb0iIiIqEKxREDv4cOH4k0Dd3d34d69ewWWP3jwoLjNl156qcDUm6bQv/F548YNo2X0A3q6G/4F3ZASBMObIgAEDw8PISoqKt/yU6dOFcu+/vrr+ZYzN6AHQFi2bFm+9V29elVMgSWRSIzeCBIEQWjevLnBzdz8UotpNBqhZ8+eBtsvbkBPP21cSEhIseoypqQDerqbZ88GS56Vnp4u2Nvbi+vkd4NSZ8CAAWLZ6dOn51muVquFWrVqiWW2bt1aYH0xMTFCpUqVBACCtbW1EBERUWD5ikT/GCsoyGMJz6ZfW7dunUXrP3XqlFh3//79jZZRq9VCQECAWG7kyJH51peVlSW8/PLLBm0uTkDv6NGjYpkaNWoUei3VrzO/a2NJXPOeZ0AvODhYeO+99wz+JkyYIAwePNggAKkL5hWUilD/OxKA8Pfff+db9uHDhwYPycyePdtouVdffVUs06pVK0GhUORb5+TJk8Wyzs7OQlpamsHyq1evistbt25dyLtUsOcR0AMgDBo0KN/6srOzDc6ljRs3Gi33ySefiGV8fX2FxMTEfOucN2+ewfaLG9D76quvxLqkUqlJqUHNYen0oA8fPhTTEDdr1sxomb59+4rb3LdvX5G2s2vXLrGOZ9O6mqu0Anr6KZMnT55cYH25ubniAxr5HavP/na1t7cXbt++XWhbiYiIKir2RyciIiJ6xoIFC8T0UzNmzECNGjUKLN++fXt06dIFAHDz5k1cvHixWNsfOXKkOL1//36T1pkxYwY8PT3N2s7nn38OX1/ffJePHj1anNalebOEoKAgjBs3Lt/lDRo0QHBwMABAEAScO3cuT5nr16+L6dkAYP78+fmmWpJIJAUuLwr91IOurq4Wq/d5+v7772FnZ1dgGUdHR/Tq1Ut8vW7dunzLpqenY+fOneLroUOH5imza9cu3L17FwDQq1cv9O7du8DtV65cWUzz+Ww6z4rO3GPs7t27mDhxYoF/+udMfpo1a4YhQ4YUp+l5NG/eXEylduDAAaNl/v33XzFVnZ2dHX744Yd86ytsubnmzZsnTv/444+FXktHjhwpplL8999/xdR1+bHENe95O3v2LH7++WeDv6VLl2L9+vW4du0aAG1a3m3btmHr1q0FpsPVpccDgDfffBPdunXLt2xgYKBBGtNffvnFIL0xoP2ePXr0qPh68eLFkMvl+db5zTffiJ9pWloa1q9fb7BclxYQALy8vPKtp6yQy+UGx+yzbG1tMWjQIPH1mTNn8pTRaDRYuXKl+HrWrFnw8PDIt87JkyeblALcVPrXN2dn5zKfKjEwMBDt27cHoD039I8ZHUscR+XtWHxWQkKC+DuhcuXK+P777wssL5PJMGfOHPH1H3/8Ueg2Jk6ciNq1axevoUREROUYx9AjIiIiesaePXvEaVPHdenQoQP+/fdfAMDx48fRuHHjfMtmZWXh1KlTuHr1KhISEpCenm4wJk9UVJQ4fenSJZO2X5Txtfr161fg8rp168LOzg7Z2dlISkpCeno6nJyczN6OudsFgEaNGok3IcPCwvIs1x9frFmzZoXe3AkMDETr1q1x7Ngxs9qan/T0dHHa0dHRInU+T25ubujcubNJZYcOHSreAF+/fj2++uoro+W2bt2K7OxsAEDTpk1Rp06dPGWKem7pHD9+HB9++KFJ65V3+seYg4NDoeWjoqIMxkIypmnTpmjevHmBZQYOHGhaA59x584dnDt3Dvfv38fjx4+hUCgMAjGPHz8GACQlJSEiIgIBAQEG6x86dEic7tq1a4HBBQDo2LEj/Pz8DK6XRZGbm4t9+/YB0AYWunfvbtJ67du3x61btyAIAkJDQwscz88S17yyKCYmBn379sXgwYOxcOFCuLm5GS2n/9nqPyiSn1GjRuGzzz6DRqNBTEwMbt++bTAWnX59DRs2RKNGjQqsz8HBAYMGDRLHgDt06BDGjx8vLtc/Fg8dOoQ7d+6U6YBBmzZtULly5QLL6L8nxo6nmzdvimPtWVlZFfobQiaTYdCgQfle/81VFr9Dw8PDcebMGdy5cwepqanIzs42uIY9fPgQgDbofvny5TxjRuofR7/88guWLl1qdhv069i6dSs+++wzeHt7m11Padm/fz+USiUAoE+fPrC1tS10nebNm8PBwQGZmZk4fvx4oeWL+h1FRERUUTCgR0RERKQnKSkJd+7cAaB9Cn727NkmrXfjxg1xWtfL5FnJycmYMWMG1qxZY3AzqyCJiYmFlqlWrRrc3d1Nqk/HxcUlzw31Z0kkEri5uYlBmrS0NIsE9IKCggoto38z39iT8PqBzsICFPrlLBXQ038fMjIyLFLn89SwYUPIZDKTynbq1Ane3t6Ij4/HgwcPcOLECbRq1SpPOf3ee8OGDTNa18mTJ8XpLVu24MiRI4VuXxcIAvI/tyoi/WMsMzPzuW23SZMmZpXfvXs3vvzyS7N6JicmJua5/uiv37Jly0LrkEgkaN68ObZu3Wp6Y424cuWK+P5aW1tjypQpJq2n32u5sOPSEte8523mzJmYNWtWnvmZmZkICwvD3r178b///U/skXPx4kUcO3YsT1AvKipKDBwBMHrteJaXlxdq166NW7duAQAuXLhgENDTP1ZMqQ8AWrduLQb0Lly4YLAsICAALVq0wKlTp/D48WM0adIEw4YNQ+/evdG6desCex+WBkt/h7700ktwdnYutE5Tv2tNUZa+Q0+ePIlPP/0Ux44dy9MbND/Gfpv1798fv//+OwBtQO/8+fMYMWIEunTpYnLvxhYtWiAgIAAREREIDw9H/fr1MWrUKPTo0QPNmzcvsCdqWaD/HX/lyhVMnDjRrPVTUlKQmZmZ70Ms1tbWJh3/REREFRkDekRERER6YmJixGmlUllojxdjUlJS8sx79OgRXn31VYSHh5tVlymBv6KkZXJxcTGpnLW1tTitUqnM3k5Rt13YdhMSEsTpwgKTOv7+/iaVM4V+ADU1NdVi9T4v5hwzVlZWGDhwIBYuXAhAmxLr2ZvoMTExOHjwoEF5Y6Kjo8XpP//809xmGz23TKELppeGxYsXF2k9c4+xkJAQozejAwMD8ejRI5O3a86xMWvWLJMfetBn7Lqmf05XqVLFpHpMLVcQ/WMyKSnJYtd8fZa45pUVDg4OqF+/PurXr49BgwahefPmiIqKwvXr1/Hhhx8apHEEDD9XOzs7k4+vwMBAMaD3bPBEv86qVauaXJ+OsWDMihUr0KFDB8TFxSEjIwNLly7F0qVLYWVlhYYNG+LVV19Fly5d8Nprr5n8MERJqWjfoWlpadBoNKWSdvP333/H2LFjTQ7k6Ri7hnXp0gWTJk0SA8dnz54VA/+VKlVCmzZtEBISgl69euX7XlpbW2Pt2rXo3r07MjIykJiYiLlz52Lu3LmwtbVF06ZN8eqrr6Jr165o1aoVJBKJmXtcsvSvp8ePHzepx92zUlJS8g3oubm5wcqKtzGJiOjFxm9CIiIiIj36vYGKKjc3N8+8wYMHi8E8JycnjB07Fl26dEHt2rXh7e0NOzs78WbW4cOHxbFaNBpNodsrbBw0Y0rzJpAltq3/RL+pvScsmdZL/+awfu/M8sLcY2bYsGFiQG/Tpk2YP3++wQ3jDRs2iMdq586d800RVtzzy9i5ZYq0tLQiBWosoagBPf1Axc2bNy3VnEKZemzs27fPIJjXsmVLjBo1CsHBwQgICICjoyNsbGzE5SEhIWKPTGPXtaKc06akIi1MSV3z9ZW1m+6W4ufnh5kzZ4rjA65btw7ffvutQTpI/c/VnM9Lv+yzwZOi1FlQfQBQr149XL58GXPmzMGaNWvE4yI3Nxfnzp3DuXPnMG/ePPj5+WHWrFkYO3asyftiaRXtO1Sj0eD27dviOJvPy40bNzB+/HgxmFe/fn2MGzcOLVu2RNWqVeHs7GyQMnLkyJFYvXq12GZjFi5ciPbt2+O7774zGLswLi4OW7ZswZYtWzB58mT06dMH8+bNM/pQQrt27XD58mXMnj0bmzdvFrMk5OTkiEGyb775BrVr18b3339vMM5taSvp62lRfu8SERFVNGV75GEiIiKi50z/pp+zszMEQTD7b9WqVQZ1njhxAidOnACgvSF26tQpzJs3D126dEG1atXg4OBg8GS6qek4X2T6NxazsrJMWseSaQvbtGkjTsfHx5f6mFemBH6Lo2nTpmLKu8TERHG8SJ0//vhDnB46dGi+9eifXxcuXDD73Crt9/l50h+fKTY21uzevSVt7ty54vTo0aMRGhqKt99+Gw0bNoSHh4dBMA8o/LpWWue0/jH58ssvF+mabyw15YuiS5cu4nRubm6eNLr6n6s5n5d+2WdTPRelzoLq06lUqRIWLlyIuLg4HD58GF999RXeeOMNg3SUUVFRePvttzF58mSTtltWlaXvUAA4ffq0xeo21fz588XgUZcuXXDhwgVMnjwZwcHB8Pb2zjP+m6m/zXr37o3Tp0/j0aNHWL16NcaPH4969eqJywVBwJYtW9C4cWMxxfuzqlevjtWrVyMhIQH//PMPpk+fjvbt2xsEtO7cuYPevXtj3rx55u56idG/ns6bN69I11P9YC8RERHlxYAeERERkZ5KlSqJ02lpaSbf6CrIgQMHxOkRI0YY3Ngxxpz0eC8qT09PcToyMtKkdUwtZ4r27dsb9JJYv369xeoGDNOlmdIrzRJPxRdmyJAh4rT+eHk3b94Ux6RycnIqsLeA/vkVGxtr+UbmIzAwsEg3Fi3xV1QhISEGrzdu3FjMd8Fy1Gq1GLiRSqX49ttvC+01VFhAUj8Vo6nBS0uMqVhax2RF4ePjY/D62e8v/c81OzvbpHFhARgE7/Wv98/WaeqxUlB9z7KxsUG7du0wffp07NmzB4mJidi7d69BEGrRokUG4yiWN6X9HRoYGIhq1aqJry39HWoK/d9mX3/9daHj05n726xKlSoYPnw4fvnlF1y/fh3h4eGYPXu22CMyKSkJH374YYF1ODg4oEuXLvjqq69w8OBBJCUlYfPmzQbjyH322WeIiooyq20lhddTIiKikseAHhEREZEeHx8fg/FkdD3rikN/TBH9mzD5OXr0aLG3WdE1bNhQnDb1yX799FfFVbVqVbzxxhvi62XLllkk+Kuj3yMkKSmp0PJXr1612LbzM2TIEDFos3PnTrG3gn7vvD59+hSYEqt58+bidGhoaAm1tGIIDAw06P30yy+/ICcnpxRb9FRiYiKUSiUAwNvbO98Uqzo3btwoNJDTqFEjcfrUqVOFtkEQBIv06mnYsKHYmzA+Ph737t0rdp0lpSym7nz2uvfsOGh+fn4Gx4cp36mJiYkGPZcaN25ssFz/WDH1O1q/3LP1Fcba2hqvv/469u/fjwYNGojzd+3aladsWfyMjNH/Dr1586ZJvc8s+R0KABMmTBCn9+/f/1y+x/SZ89vs8ePHuHLlSrG2FxAQgBkzZmD58uXivP/++w8KhcLkOuzs7PDWW2/h8OHDYvBMqVTm6TVfWvgdT0REVPIY0CMiIiJ6Rvfu3cXpJUuWFLs+/RuchQV9oqOjsWPHjmJvs6LT77105syZQm/Ch4eH49ixYxZtw6effmpQ/yeffFKkevbt25dnnn7KqUuXLhW4fk5OjtEby5ZWrVo1tGrVCoC2p83WrVshCIJBz4qC0m0ChufW77//XmYCVGXVZ599Jk4/fPjQ4JgrTfrXNN34TgVZunRpoWV044YCwJ49e5CcnFxg+YMHD1qkx5CdnR06dOggvrbENb+k6KcAVKlUpdiSp3S9c3X8/PzylNH/bJ9NSW3MqlWrxDTCvr6+qFOnjsFy/c/r4sWLhQZasrKyDHq46q9vDhsbG3Tu3Fl8HRcXl6dMWfyMjKlXr54YaFWpVNi0aVOB5TUaDTZs2GDRNowfPx6urq4AtAH6kSNHFuk9+++//4q0fXN+m/32228W+zzffPNNcVqlUhV6rTPG3d0drVu3Fl8bOxZLQ5cuXWBlZQVAG0S/fPlyKbeIiIio4mFAj4iIiOgZH330EWQyGQBg27ZtJt2A1DGWYqh69eri9M6dO/NdV61WY9y4cWLPF8pfgwYNEBwcDEB7I/D9998vML3hBx98YPFx5tq2bYt3331XfL148WJ8+eWXJq+flJSEfv36Yc6cOXmW6T/l/vfffxfYu2nGjBkmp7ErrmHDhonTf/zxB06cOIGHDx8C0N7IL+xGed++fVGzZk0AQExMDN59912T01JmZGRYdAyn8qBdu3Z45513xNcLFiww6xgrKR4eHnBxcQGg7bny7Lhp+kJDQ00K6HXu3FnsHZ2VlYWPP/4437I5OTn46KOPzGx1/vSD8YsWLcL+/ftNXvd5ppXz8PAQp8tKir2ffvpJnJZIJEavAePHjxent23bVmBvokePHhlcE8ePH5+n11vdunXx6quviq8nTpxYYLBl+vTpiI+PB6Dt/Tx48GCD5SkpKSZ/P+ineTXWM7UsfkbGSKVSjBgxQnw9a9asAgNLixcvzne8t6JydnY26K124cIF9OjRw+TrvEqlwpw5cwx6y5vD1N9md+/exezZswutz9TvYf1jSCqVGhwzpvTIN1ZPYb2knxc/Pz/xwR5BEDB8+HCkpaWZtK5Go0FCQkJJNo+IiKhCYECPiIiI6Bk1atTA9OnTxdejR4/G1KlT871Zk5ubi//++w/Dhg0zSAWm061bN/GG5OHDhzF16tQ8vVpiY2PRt29f7N69Gw4ODhbcm4pL/6bv7t27MWLEiDw3jjIyMjB27Fhs3bpVTKtnSfPmzRN7rQHacXjatGmDgwcPQq1WG13nwYMHmDlzJqpVq4a//vrLaJng4GDUqFFD3IdBgwYhJSXFoExWVhamTZuGuXPnlsi+GdO/f39xnKGDBw/ihx9+EJcNGjQoT7q9Z8lkMixdulQMmK9cuRLdunXDzZs3813n0qVL+OSTTxAQECAGD18kCxYsMOiJ8fXXX6NFixbYvXt3gcH/mzdv4p133rHouFc6UqkUXbt2FV+PHDnSaDq+TZs2oWvXrlCr1YVe12QyGb766ivx9YoVK/D+++/n6cUZGxuLHj164PLly4WOeWWqdu3aicGN3NxcdOvWDd9++y0yMjKMls/JycH27dvRs2dPg942JU0/3eN///33XMbOzE9qairGjx9v0Dt48ODBBmNo6bRv394g6PLWW29h8+bNecqdP38eHTt2RGpqKgBtisLJkycb3f63334rXkeOHTuGvn37ikE7HaVSic8++8wg6Dhz5kw4OjoalNuxYwdq166NH374wWCsPX0KhQKLFy82uGYbCyTpf0Y7duwo0w/ofPTRR3B3dwegHR+vS5cueXq7C4KAJUuW4MMPPyyR75l+/foZBOf//fdf1K9fH6tXr86311xycjJ+++031KlTB9OnTy/ywzo9evQQpz/88EOjgeYDBw4gJCQE6enphV7DWrZsicGDB2Pv3r35fu537twxCKS+9tprBtexRYsWoWHDhli6dGm+DwtkZGTgiy++EMdwlMlkBj1HS9ucOXPEsTWvXLmCZs2aFdiLMjIyEj/99BPq1KmDP//883k1k4iIqNyyKu0GEBEREZWUX375Bdu3bze5/P/93/+JN2dnzpyJsLAwrF69GoIg4Mcff8SiRYvQtGlT1KhRA/b29khLS0NYWBiuXLkiPlGu/6S1Tt26dTFs2DCsWbMGAPDjjz9i/fr1CA4Ohre3N8LCwnD06FEolUo4OTlh7ty5Br1yyLhOnTph8uTJWLhwIQBg7dq12L59O9q3b49KlSohPj4ehw4dQlpaGtzd3fH+++9jxowZAPKO81RUNjY22L9/P0aMGCHeoA4NDcVrr70GNzc3NGvWDN7e3rCxsUFcXBzu3LmD27dvG9Th5OSUp16JRIJvv/0W/fv3B6AdX6hatWp47bXX4OnpidjYWBw9ehSpqanw9fXFe++9hy+++MIi+1QQNzc3dO3aFdu3b4darTY4v/R77xWkY8eOWLp0KSZMmAC1Wo29e/fin3/+Qb169fDyyy/D2dkZWVlZiImJweXLl1/4J/blcjn27duH0aNHi2kDT58+je7du8Pe3h7BwcHw8fGBq6srcnJykJCQgOvXr+cJTNSoUcPoAwdFNX36dGzfvh3Z2dkICwtDixYt0LJlS9SuXRtKpRInT54UA7Bvv/027ty5U2BPPgAYMWIE9uzZI6b/W7BgAdasWYP27dvDw8MDEREROHToEBQKBapVq4aePXti/vz5FtmfZcuWISYmBv/99x+USiU+//xzfP3112jevDmqVKkCGxsbpKam4v79+7h27Zo47lWTJk0ssn1TNGvWDAEBAYiIiEBMTAzq1q2Lzp07w9PTU3xoJDg4GAMGDCj2tvbs2WP0IZasrCyEhYXh1KlTBg+m1K5dG/Pmzcu3vpUrV6J169a4f/8+MjIy0L9/f9SqVQvNmzeHXC7HjRs3cPr0abHHroODAzZs2CCmZHxWq1at8N1332HatGkAtOPZValSBe3bt0dAQABSUlJw6NAhgx5PvXv3xgcffGC0vvv372PatGmYNm0aqlSpgpdfflns9RQbG4tTp04Z9GAbMmSIwcMcOm+88Qbs7OyQnZ2NS5cu4aWXXkJISAhcXV3Fz6hz585lIgBTqVIlLFu2DAMGDIBGo8G5c+dQt25dtG3bFjVr1kRmZiaOHz8u9gSbP38+Jk2aBMBy36EA8MMPP8Db2xufffYZNBoNHj16hJEjR2L8+PFo1qwZ/Pz84OzsjKSkJISHh+PChQsGD8w8G6A11fvvv4/ffvsNCQkJSE5Oxuuvv47GjRujXr16kEgkuHDhAq5fvw5Am0rS29sba9euzbc+lUqFDRs2YMOGDbCzs8PLL7+M6tWrw9nZGSkpKXjw4AHOnTsnlrezszN4KEbn8uXLePfdd/Hee++hRo0aaNCgATw9PaFSqRATE4MTJ04YPGzw6aefGoz9XNp8fX2xY8cOdO3aFYmJibh9+za6dOkCPz8/NGvWDF5eXlCpVEhMTMS1a9deyAd1iIiIikUgIiIiqkDatWsnACjS38qVK/PUt3DhQsHNzc2k9SUSifDmm28abVdmZqbQuXPnAtf39/cXjh8/Lhw6dEic165dO6P1mVLmWQ8fPhTXqVq1qknrVK1aVVzn4cOHRS6j/7kcOnSo0O3OnDlTLD9z5sx8y2k0GuGDDz4QJBJJvu+rr6+vcPLkSWH58uXivClTphTaBnNoNBph7dq1Qs2aNU0+3nx8fIS5c+cKOTk5+dY7e/bsAuuoU6eOcO3aNWHlypXivBEjRhity5Qypvjrr7/ytCMoKMjseg4ePCjUqlXL5Perfv36QlRUVJHbXRFs3LhRqFevnlnXtdq1awvz5s0TFApFvvWacg4bs337dsHe3r7A7Y8bN07Iyckx+RqgVCqFESNGFFhn3bp1hZs3b5p0nTDnuM/NzRW+/PLLQvdJ92dtbS289957RusqqWverl27BLlcnm+binNuF/X788033xRiYmIKrT82Nlbo0KFDofXVrFlTOHPmjElt/u233wRnZ+cC65PJZMKUKVOE3Nxco3Vs3ry5wO8Q/T+pVCq8++67glKpzLdNS5cuLbC+Zz9f/ePd2O8QQTD9+NAx5zfCH3/8ITg6OubbXhsbG2H58uXCnTt3xHmvvPJKoW0w14kTJ4T27dubfNzZ29sL7777rhAbG5unLlN/75w4cULw9PQscDu9evUSUlNTC/2cGjRoYHLbq1WrJoSGhuap44cffjC5DrlcLsyePTvffTP1GqRfZ2HMua6FhYUJr732msn7U6lSJeGff/7JU09RfrsSERFVZOyhR0RERFSASZMmYeTIkVi7di327dsn9hjKycmBk5MT/P39Ub9+fYSEhKBr1675PiVtb2+PvXv3Yv369Vi9ejUuXryItLQ0eHp6onr16ujbty9GjhwJNzc3HD58+PnuZDkmkUgwb948DBgwAL/88gsOHz6MmJgYODo6olq1aujbty/efvtteHh4GPQOyq/XR3HaMXToUAwcOBAHDhzAf//9h+PHjyMmJgaJiYnQaDRwc3NDtWrVEBwcjNdffx2dO3cWU8blZ8aMGejUqRMWLVqEY8eOIT4+Hs7OzqhZsyYGDhyIMWPGwNHRUUy99Tx0794drq6uYlo8AOKYOeZo3749bt68ie3bt2P37t04deoUYmNjkZaWBnt7e1SqVAl169ZFq1at8MYbb6Bhw4aW24lyasCAAejXrx+OHDmC/fv34+jRo4iKikJSUhKys7Ph7OwMd3d3vPTSSwgODkbHjh3RokWLEmtPz549ce3aNcybNw///fcfwsPDYWVlBV9fX7Ru3RojR440GOvMFNbW1li1ahWGDx+O5cuXIzQ0FPHx8XBzc0PNmjXRv39/jB49usi9cgoik8nwf//3f5g0aRLWrFmD/fv348aNG0hMTIRKpYKzszOqVq2KoKAgtG/fHl27doWXl5fF21GQ7t2749y5c/j5559x/PhxhIeHIyMjw+SxKIvLxsYGLi4uqFmzJlq0aIHBgweb3EuxUqVKOHDgAP755x/8+eefOH78OGJjY6FSqeDt7Y1GjRqhV69eGDp0KKytrU2qc8yYMejZsyd+/fVX7N27F3fu3EFycjKcnJwQEBCAjh07YvTo0ahXr16+dbz11lti78zQ0FBcvnwZDx48EK9xLi4uqF27Ntq0aYPhw4cXWBcAvPPOOwgKCsKyZctw+vRpREVFISsr67l9RuYaPHgw2rZti0WLFmH37t0IDw+HRCKBv78/OnfujHfeeQd169bF6dOnxXUs/R0KaFNWHjx4EOfPn8fevXtx8OBBPHr0CImJicjOzoaLiwt8fX3RpEkThISEoE+fPsW+DrRs2RLXr1/H/PnzsWvXLjx48AAA4OPjgyZNmmDo0KEGqTkLcunSJZw6dQqHDh3CmTNncPv2bURHRyMrKwv29vaoXLkyGjZsiDfffBP9+/c3msL0o48+Qt++fbFv3z6cOHECV69eRVhYGNLS0iCVSuHq6oqXXnoJHTp0wPDhw1G1atVi7X9Jqlq1Kvbv34+TJ09i8+bNOHr0KCIiIpCSkgIrKyt4eHigVq1aaNq0KTp37oyQkBBYWfEWJRERUWEkQln9VUlEREREZEFDhgzB+vXrAQAbN260SFo6IiKiF8Gvv/6KcePGAdAGLZcuXVrKLSIiIiJ68Vgu8TkRERERURmVkZGB3bt3i6+Dg4NLsTVERETly59//ilO8zuUiIiIqHQwoEdEREREFd7nn3+Ox48fAwCaN2+O6tWrl3KLiIiIyoetW7fiwIEDAABbW1v07t27lFtERERE9GJiQI+IiIiIyq3Fixfjq6++QmRkpNHl8fHxGDduHBYtWiTO++STT55X84iIiMqsEydO4O2338alS5eMLlcoFJg/fz4GDRokzhs3bhzc3NyeUwuJiIiISB/H0CMiIiKicmvWrFmYPXs2JBIJ6tWrh/r168PNzQ05OTm4d+8ezp49C6VSKZYfMWIEVq1aVXoNJiIiKiMOHz6M9u3bAwACAgLQsGFDVKpUCYIgICoqCidPnhR7twNAvXr1cObMGTg4OJRWk4mIiIheaFal3QAiIiIiouISBAHXr1/H9evXjS63srLClClT8L///e85t4yIiKjsi4iIQERERL7Lu3TpgvXr1zOYR0RERFSK2EOPiIiIiMqtzMxM7N69G/v378eVK1cQHx+PxMRE5OTkwN3dHdWrV0dISAhGjx6NmjVrlnZziYiIygyNRoMjR45gz549OHv2LGJiYpCYmIi0tDQ4OzvD19cXbdq0wcCBA9GuXbvSbi4RERHRC48BPSIiIiIiIiIiIiIiIqIyTFraDSAiIiIiIiIiIiIiIiKi/DGgR0RERERERERERERERFSGMaBHREREREREREREREREVIYxoEdERERERERERERERERUhjGgR0RERERERERERERERFSGMaBHREREREREREREREREVIZZlXYDqPzIycnB1atXAQBeXl6wsuLhQ0REREREREREREREpJObm4uEhAQAQFBQEGxtbS1SLyMyZLKrV6+iWbNmpd0MIiIiIiIiIiIiIiKiMu/MmTMIDg62SF1MuUlERERERERERERERERUhrGHHpnMy8tLnD5z5gx8fHxKsTVUkanVaiQlJQEAPDw8IJPJSrlFRFRcPK+JKhae00QVC89pooqH5zVRxcJzmqh8iYmJEbMd6sdViosBPTKZ/ph5Pj4+8Pf3L8XWUEWmVqthY2MDQHvB448UovKP5zVRxcJzmqhi4TlNVPHwvCaqWHhOE5Vf+nGV4mLKTSIiIiIiIiIiIiIiIqIyjAE9IiIiIiIiIiIiIiIiojKMAT0iIiIiIiIiIiIiIiKiMowBPSIiIiIiIiIiIiIiIqIyjAE9IiIiIiIiIiIiIiIiojKMAT0iIiIiIiIiIiIiIiKiMowBPSIiIiIiIiIiIiIiIqIyjAE9IiIiIiIiIiIiIiIiojKMAT0iIiIiIiIiIiIiIiKiMowBPSIiIiIiIiIiIiIiIqIyzKq0G0BERERERERERERUEQmCgMzMTKSlpSEnJwdqtbq0m0TlkCAIUCqVAIC0tDRIJJJSbhFRxSaTyWBrawtnZ2c4ODiUmXOOAT0iIiIiIiIiIiIiC9NoNAgPD0d2dnZpN4XKOUEQxOnc3NwyE1wgqqhyc3OhUCjw+PFj2NnZoUqVKpBKSz/hJQN6RERERERERERERBYkCEKeYJ5EIoFMJivFVlF5pgvqMZhHVPLUarV4zmVnZyM8PBxVq1Yt9fOPAT0iIiIiIiIiIiIiC8rMzBSDeTKZDJUrV4ajo2OZ6OFB5Y8gCMjNzQUAWFlZlXpQgaii02g0yMjIQGxsLNRqNbKzs5GZmQlHR8dSbRe/QYiIiIiIiIiIiIgsKC0tTZyuXLkynJ2dGcwjIionpFIpnJ2dUblyZXFeenp6KbZIi98iRERERERERERERBaUk5MDQJsesbR7dBARUdE4OjqKPWLLwnioDOgRERERERERERERWZBarQagTbfJnnlEROWTVCoVxz7VXddLE79NiIiIiIiIiIiIiIiIiMowBvSIiIiIiIiIiIiIiIiIyjAG9IiIiIiIiIiIiIiIiIjKMAb0iIiIiIiIiIiIiIiIiMowBvSIiIiIiIiIiIiIiIiIyjAG9IiIiIiIiIiIiIiIiIjKMAb0iCxImaNBcqwScY9ykByrhDJHU9pNIiIiIiIiIiIiolIUFhYGiUQCiUSCVatWldh2QkJCIJFIEBISUmLbIKLSY1XaDSgt8fHxOHPmDM6cOYOzZ8/i7NmzSEpKAgCMGDGiRC6sGzZswMqVK3HlyhWkpqaiUqVKaNu2Ld577z20bNnSpDqysrKwePFibN68Gffv34dCoUBAQAC6deuGyZMno2rVqhZvNxVMEARE3cvG1eOP8eBaJgS9GJ5EClQPckBQaxf41bSDRCIpvYYSEREREREREdELTZmjQUZqLlQKDaxtpHB0tYLctnz2+QgLC0O1atWKXY8gCBZoDT0v7du3x+HDhwEAnTp1wn///Ve6DSJ6jl7YgF6lSpWe27ays7Px1ltvYc+ePQbzw8PD8ccff2DDhg2YMWMGZs6cWWA99+7dQ9euXXH37l2D+bdv38bt27fx22+/4Y8//kD37t0tvg9kXHxEDvavj0dyrNLockED3L+cifuXM+FeWY6Og73hHWD7nFtJREREREREREQvKj6MThXFo0ePcOTIEfH1gQMHEB0dDV9f31JsFdHz88IG9PRVqVIFdevWLbFo/ujRo8VgXvv27TFlyhT4+vri6tWr+Oabb3D//n3MmjULPj4+GDdunNE60tPT0a1bNzGY9/bbb2PgwIGws7PDoUOH8O233yItLQ0DBgxAaGgoGjZsWCL7Qk+F387C3t9joFKa9hRPcqwS2xZH4Y3RPqhSx76EW0dERERERERERC+6ivwwup+fH65evZrv8qCgIABA06ZNsXLlyufVLKMCAwOfS09AXc+1imrt2rUQBAE2NjZQq9XIzc3FunXr8PHHH5d204ieixc2oDdjxgwEBwcjODgYlSpVslgX7WcdPHgQGzduBAD06NED27Ztg0wmAwAEBwfjzTffRJMmTRAeHo5PPvkE/fr1g5ubW5565s6dizt37gAA/ve//2HatGnispYtWyIkJATt2rVDVlYW3n///Qp/8S5t8RE5ZgXzdFRKAXt/j0HviX7l5scRERERERERERGVPxX9YXRra2s0aNCg0HIODg4mlaOyb+3atQCA7t27Izs7G3v27MHatWsZ0KMXRvlMkGwBs2fPRvfu3Us89eYPP/wAALCyssKSJUvEYJ6Op6cnvv/+ewBAamoqfvvttzx1qFQqLFy4EADw0ksv4aOPPspTplWrVhgzZgwA4MiRIzh79qxF94OeEgQB+9fHmx3M01EpBezfEM/83EREREREREREVCKK+zB6fEROCbWMqGhOnToldngZMmQIhg4dCgC4du0aLly4UJpNI3puXtiA3vOQnp6OAwcOAAA6duwIf39/o+X69OkDZ2dnAMC2bdvyLD906BAeP34MABgxYgSkUuMf28iRI8VpY/WQZUTdy843TYGpkmOUiLqfbaEWERERERERERERafFh9MKFhIRAIpEgJCQEAHD37l1MnDgRtWrVgr29PSQSCcLCwsTyMTExWLJkCd566y3UqlULDg4OsLGxgZ+fH3r27Ik///wTGo3G+MYAhIWFQSKRQCKRYNWqVXmWz5o1S1wOADk5OZg7dy4aN24MJycnODs7o1WrVliyZAlyc3NN3q/C2rBv3z706NEDlStXho2NDapVq4YJEyYgMjKy0PcwKSkJH3/8MerUqQM7OztUqlQJnTp1Eu9Lr1q1Stye/ntZVGvWrAEAuLm5oVu3bujVqxecnJwMlpkiNDQUY8eORZ06deDs7Ay5XA5/f390794dP//8M1JTU/NdNywsDJ988gmaNGkCDw8PWFtbw9PTE23btsWsWbPw4MGDPOUL+tz1BQYGQiKRGNzj13n2vVQoFJg/fz5atGgBT09PSCQSzJo1SyyvVCqxa9cuTJw4EcHBwXBzc4O1tTU8PDzQvHlzzJo1C4mJiSa9XwqFAsuXL0e3bt3g5+cHGxsbODg4oH79+hg7diz+/fdf8VqRmJgIGxsbSCQSvPPOO4XWvWvXLnG/Nm3aZFJ7XnQvbMrN5+Hs2bNQKrWBn3bt2uVbTi6Xo0WLFvjvv/9w9uxZqFQqWFtbi8uPHz8uThdUT9OmTWFvb4+srCyEhoZaYA/ImKuhjy1Sz7XjafCvWfbTFxARERERERERUflhyYfRX4R7Vzt27MCQIUOQmZlpdLlarYa/v7/RgF10dDR27tyJnTt3YsWKFdi6dSscHR2L1Z64uDi8/vrruHTpksH8c+fO4dy5czhw4AC2b9+eb6cPU3322Wf47rvvDOaFhYXhl19+wZYtW3DkyBG89NJLRte9evUqOnXqhLi4OHFeTk4O9u/fj/3792PcuHFo2bJlsdqnT6lU4s8//wQA9OvXD3K5HIC2o8zq1auxYcMG/PDDD7Cyyj/ckZ2djTFjxmDDhg15lkVFRSEqKgq7d+9GQkKCQXBM54cffsDnn38OlUplMD8pKQnHjx/H8ePHcfjw4RIfCisxMRG9e/fOc3zoGzduHFavXp1nfnJyMs6cOYMzZ85g8eLF2LFjB1q3bp1vPZcuXUKfPn3w8OFDg/lKpRI3btzAjRs3sGLFCjx8+BCBgYHw9PREz549sXnzZvz555+YP38+bG3zH3ZKN7alu7s7evbsWcieE8CAXom6ceOGOF23bt0Cy9atWxf//fcfcnNzcffuXdSrV8/seqysrFCzZk1cuXIFN2/eNLu9hT15ERMTI06r1Wqo1Wqzt1HeKXM0eHDV+Je7ue5fzUB2pgpyW3aUfZZarRZ/JL2IxxlRRcTzmqhi4TlNVLHwnCaqeHhelz5BEMReK/n1dBM0AnKy8u/VVVSXjqRapp7DqXCvJLdIXQBgay+FRCqxWH3myO8zCA8Px9ChQ2Fvb4/p06ejbdu2kMlkOHv2LBwcHCAIgngudejQAa+//jqCgoLg5eWF9PR0PHjwAL/99htOnjyJffv24b333jPaE0t/+/rHhrHlffr0wY0bNzBp0iT06NED7u7uuHXrFr7++mvcunULu3btwvLlyzF+/Hiz9ln/9a+//ooTJ06gXbt2GDduHGrXro3U1FSsXbsWa9asQUJCAkaPHo0TJ07kqTc1NRWvv/66GMwbNmwYBg0aBC8vL9y7dw8LFy7E8uXLcfny5QL32Ry7du1CcnIyAG26TV1dQ4YMwerVqxEfH4+9e/eie/fuRtfXaDTo2bMn9u3bBwCoVasWJkyYIHaQiYmJwYkTJ7B582ajbf3qq68wc+ZMAICrqysmTJiA9u3bw8PDA6mpqbhw4QK2bdsGiUSS57MuyntQ0Gc3ZswYXL16FcOHD0f//v1RuXJlhIeHw8bGRiyXm5uL6tWro1evXmjWrBmqVKkCKysrPHr0CPv378fKlSuRlJSE3r174+rVq/D29s7Thps3b6Jt27bIyMgAAPTu3RsDBgxA9erVoVarcefOHezbtw/btm0z2LcxY8Zg8+bNSE1NxdatWzFo0CCj+5iQkIC///4bADB48GDI5fIy3StYt4+mfqeW1HcvA3olSD9All+6TZ2AgABxOiIiwiCgp6vHwcEBrq6uhdZz5coVJCQkQKFQwMbGxuT26rehMElJSWbVXVGkJWogWOh3lqABIh4mwNmTAb1naTQaMc0sgGI/cUREpY/nNVHFwnOaqGLhOU1U8fC8Ln26rF2CIOSbIjE7Q401/1d4asPSEnY9C7/PCLNYfcNn+MPOUWax+kxl7DPQBQ4ePnwIX19fHD16FFWqVBGXN2nSBIA2MCIIAq5du4aaNWvmqbt169YYNmwYZs+ejTlz5mDt2rX45JNPUKtWLYNy+tvXaDR52qPf++/s2bPYs2ePQaa2oKAghISEoHHjxoiPj8eSJUswZswYo/ua3z7rvz5x4gTGjBmDJUuWiGk+AW12OCsrK/z+++84deoUzp49i0aNGhnUM2vWLERHRwMAfvzxR0yaNElc9sorr6BXr17o378/du3aZbDtglKFFkbX2ywwMBAtWrQQ63r11Vfh6+uL6OhorF69Gq+//rrR9RcvXiwG83r27Il169YZ3Nt++eWX0aVLF8ycORMxMTEGbb148SJmz54NQBsI/Pfff/Pc62/bti2mTJmCiIgIg3UL+9yNKez4uHLlCpYtW4ZRo0YZtF9/e9OnT0f16tUNPlsAaNiwIXr27Ilx48ahXbt2SEhIwIIFC8T90zd06FBkZGRAKpVi9erVGDBggMHyJk2aYNCgQZg7dy7s7e3FbYeEhKBq1ap49OgRVq5ciX79+hndzzVr1oi9HYcPH16s46Ok6QL7SqUSCQkJJq2TlJRUIm3ht3kJSk9PF6cL62rt4OAgTuui3s/WY0p37YLqoeLLLWLu8fyc2pmNi/8p8OCSCskxaqhVZfcpBCIiIiIiIiIioorm66+/NgjmPUsikRgN5umbPn06PD09IQiC2OuoqN577z2jwy65u7tj+PDhAIBr164ZBO3N5ePjg/nz5+cJ+ADABx98IE4/O6yTQqEQx6tr2rSpQTBPRyaTYcmSJQWmWjRHUlIS/vnnHwDAgAEDDNoslUoxcOBAAMDu3buNjn+n0Wgwb948ANpONytXrsy3o4pUKoWfn5/BvHnz5kGj0UAikWDdunUFdtwxp8NMUbVv394gmGdMjRo1jH62OkFBQRg9ejQAYOfOnXmW79u3DxcvXgQATJw4MU8wT5+Hhwfs7OzE11KpFCNGjAAAHDx4EBEREUbX0wVpGzZsiIYNGxa4P/QUe+iVoJycHHFal9c3P/oXkezsbKP1FFZHYfUUJr+TSycmJgbNmjUDoD1Rvby8zKq/IpCplQCiLFZfWoKAtISneZclUsDVyxqefnJ4+trA01cODz857Bye/9NLpUm/S7Knpydkshdr/4kqIp7XRBULz2miioXnNFHFw/O69KWlpSE3NxcSiSTfcb2srEon/WRpsbKygpXV8z8WjX0GumCHXC7HwIEDCxx77VkajQaxsbFIT083GE/N398fiYmJuHbtWp769F9LpdI8y/V70Q4dOjTPcl3PO13PQUEQEBERAQ8PD6P7ZWyf9V/37dvXoGOIvvr168PR0REZGRkICwszWO/06dNi0MxYO3X8/PzQpUsX7NixQ9y2Oe+xvs2bNxv05Hq2nmHDhmHevHnIycnBtm3b8Pbbbxssv3DhgpgBb+zYsYVmwNOn0Wjw77//AtD2PAsODjar7YV97sYUdnwMGTLE7PcyJSUFycnJyMnJEY8lNzc3ANrUmoIgwNraWiy/d+9ecfqDDz4we3tjx47F119/DY1Ggz/++APTp083WH7+/Hlcu3YNADB69OgiHxvPi0QiET8XU2MiCoWiRNpStt+pck7/KQRdN/v86H/A+hFt/XoKq6OwegpTWFpQfTKZ7IX8MejiYQOJFBZLu/ksQQOkxKmQEqfC3QtPx+pzdLWCp68cnn428PSzgZefDZw9rAp80qK8031RvajHGlFFxPOaqGLhOU1UsfCcJqp4eF6XLolEYhBcya/Mi0T/PSmNbRtTq1Ytk+6hCoKAP/74AytWrMDp06cL7EiRmJiYZ3v6r429D/qvX3rpJaPtlUgkcHd3F19nZGQU+H4WZRs6bm5uyMjIyLON69evi9NNmzYtsI6mTZuKAb3ifPa6HoGNGzc2GKZKp2HDhmjQoAGuXbuGtWvXYty4cQbLL126JE6/+uqrZrUjLCxMDGC2bdvW7H0o7HM3Zb1nX7/yyism1XP16lX89NNP2Lt3L2JjY/Mtp9FokJqaajCOnu49q1KlCgIDA01qs76AgAB06dIFe/fuxerVq/Hll18aLNeNM2ljY4OhQ4eWi2uh7vMz9fu0pL53GdArQU5OTuJ0YekvMzP1gjfPpNbU1WNKCs2C6qHik9tKUT3IAfcvZxZe2IIyUnORkZqLsBtZBm15NsjnXlkO2Qv2dBcRERERERERUXlkay/FmK+qWbROZY4G6759ZJGH0SVSYOhnVSG3tcyoTbb2ZW/0J10vpYLk5OSgT58+Br2WCmJu1rRn2dvb57tMv6eWfk9cS25DfzvPbiMlJUWcLqynkiWyu928eRPnzp0DoO0RmJ9hw4bhk08+QWhoKB4+fIhq1Z6eV4mJieK0j4+PWdsvzrolxZRjdsWKFXjnnXdMHpfu2WNWt9/F2eexY8di7969uH//Po4ePYpXX30VgLZD0vr16wEAvXr1Mml/6CkG9EqQfo+3yMhING3aNN+y+ukun8216+/vj9OnTyMzMxOpqakFdgvW1ePl5ZVvLmAqnqDWLhYJ6LXs7g4IEiRGK5AQpUBqggowYwg9ZY4G0Q9yEP3gaWpXqRRwq6xN1+nlbyOm7rS155N4RERERERERERliUQqgZ2jZe/Z2DnKLPYweo0gR7h4WhdesBwzpRfNnDlzxGBeu3bt8N5776Fx48aoXLky7OzsxODXq6++imPHjokpDan4dL3zAODDDz/Ehx9+WGB5QRCwZs0azJw5s6SbVmoKO2Zv3bolBvO8vb0xbdo0dOjQAYGBgXBychJTa/7+++8YM2YMAJTIMdujRw9UqlQJcXFxWLlypRjQ2759uxgY1o3jR6ZjQK8E6XcBvnXrVoFldcutrKxQq1atPPVs2bJFLNeiRQujdeTm5uL+/fsAtN2mqWT41bSDe2U5kmMLT4GaH3cfORp3cDPoTqxSaJAYo0BilBKJUQrtX4wSapXpF1SNBkiKViIpWonb59LF+U5uVtoAn++TIJ+fDZzcKnbKTiIiIiIiIiKiF5GlHkZv0MbZAq0p3wRBwG+//QZAm3Lx4MGDBr3k9CUnJz/PppUK/d5UCQkJqF27dr5lExISirUt3fhr5lq7dq1BQM/T01OcjomJQd26dU2u69l1zaV/rGg0BXeb1c+8VxyrVq1Cbm4uZDIZjhw5ku/+FnS86va7KPusY21tjeHDh2Pu3LnYvHkzFi1aBEdHR6xcuRKANp1nx44di1z/i4oBvRIUHBwMuVwOpVKJI0eO4NNPPzVaTqlU4tSpU+I6+gNQAkCbNm3E6SNHjuQb0Dt37px44rdu3doSu0BGSCQSdBzsjW2Lo6BSmv/0grVcgo6DvPME06xtpPAJtINP4NO83Rq1gNQEFRJ0Ab4obW++nEzz8iakp+QiPSUXD64+/WKwsZeKAT6vJ2k73SrJIZMxyEdEREREREREVF5Z6mF0vxqFjy1X0SUnJ4vjj/Xr1y/fYF5GRgZu3779PJtWKurXry9Onz9/vsB70LpUmUV16NAhMRvdpEmT0KpVqwLLnz59GvPnz8f9+/cRGhoqtq1x48ZimaNHj6J9+/Ymt6FatWpwdXVFamoqjh49avY+6A/JpZ+u9FnJyclISkoyu35jdOMcvvLKKwUGLwv6fBo3bozjx48jPDwcjx49QtWqVYvUlrFjx2Lu3LnIzMzE5s2b0alTJ+zbtw8AMGLEiHzPJ8ofA3olyMnJCa+99hr27t2L/fv3IzIy0iANp87WrVuRlpYGAOjdu3ee5SEhIXBxccHjx4+xevVqfPzxx0Z7VukGk8yvHrIc7wBbvDHaB3t/jzErqGctl+CN0T7wDrA1qbxUJoF7ZTncK8tRp4n2C0AQBGQ+VovBvcQoBRKjlXicqDJrHxRZGkTdy0bUvac5kqUywMPnaapOXa8+S+VKJyIiIiIiIiKiklVSD6O/iPTHICuoB9Vvv/1m8nhl5VnTpk3F+9Tr1q3D5MmTjZaLi4vDv//+W6xt6dJtymQyTJ8+Hd7e3gWW79ixIxYvXozc3FysWbNGDOi98sorCAgIQEREBH777Td89NFHcHR0NKkNUqkU3bp1wx9//IEjR47g4sWLaNSokcn74ObmJgYECwqgbdy40WJpL3XHYUHHa0xMDHbu3Jnv8h49emDhwoUAgJ9++gnz588vUltq166Ntm3b4tixY1i5ciWio6Oh0WggkUgwatSoItX5ouNd+mJYtWoVJBIJJBIJZs2aZbTM1KlTAWhPpPfeey/PQKKJiYn45JNPAACurq4YO3Zsnjrkcrl4cbx58yZ++OGHPGVOnjyJFStWANDmcg4ODi7yfpFpqtSxR++JfnCvLDepvLuPHL0n+qFKnYIHnS2MRCKBo6sVAus7ILizO94Y5YNhX1TFuG+ro88kP7Tt7YmXmjvBy98GUjPTsGvUQEKkAjdPp+PYtkRsXRSF5Z89wNo5j7B3ZQzO7UtG2PVMZKTmMh84EREREREREVEZpXsY3VpuXlDO3IfRKzovLy+4uroCADZs2ACFQpGnzNmzZ/Hll18+55aVDltbWwwfPhyAdr8XLFiQp4xGo8H48eORk5NT5O1kZmZi69atALSpTgsL5gHaNJHt2rUDAGzatEn8rKRSKaZNmwYAiIyMxPDhw6FUGu+9qtFoEB0dbTBv6tSpkEqlEAQBAwcORGRkZL5tMLZMN3bcjh07xOGy9N2+fduix49uOK+7d+/ixIkTeZZnZWVh8ODByM7OzrNMp2PHjmjSpAkAYNGiRdi4cWO+ZZOSkgqsSxfvOHbsGBYtWgRA24GpWrVqhe8M5fHC9tA7fvw47t27J75OTEwUp+/du2fQ2w0ARo4cWaTtdOjQAQMHDsTGjRuxc+dOdOrUCe+//z58fX1x9epVzJkzB+Hh4QCA77//3iAPsb5p06bhzz//xJ07d/Dxxx/j3r17GDhwIOzs7HDo0CF88803yM3NhZ2dXZEj5mQ+7wBbDPo4AFH3s3H1+GM8uJoJQS8bplQKVA9yRIM2zvCrYVeiTzbJbaXwrW4H3+pP0yGo1QJS4pR6vfm004ps81J2Pk5U4XGiCvevPH2yw9ZBKqbq9PSzgZefDVy9rCFlyk4iIiIiIiIiolKnexh9//p4k9JvuvvI0XGQN4N5eqRSKYYMGYKff/4ZV65cQZs2bfDhhx+iVq1aePz4Mfbs2YMlS5bA0dERvr6+uHPnTmk3ucTNmjULmzdvRmxsLN5//32cP38eQ4YMgZeXF+7du4cFCxbgxIkTaNasGc6cOQMAZt8T3bp1KzIyMgAAffv2NXm9vn374sCBA0hNTcXOnTvRr18/AMB7772HXbt2Yd++fdi2bRuCgoLw7rvvomnTprC3t0dsbCxOnTqFDRs2YPDgwQaddxo2bIjZs2fjyy+/xJ07dxAUFIT33nsP7du3h4eHB1JTU3Hp0iVs3boVMpkMhw4dMmjTu+++i507dyI7OxshISGYNWsWGjVqhIyMDBw4cAALFiyAl5cXZDJZsccdBIBhw4Zh0aJF0Gg06NatG6ZNm4Y2bdrA1tYW58+fx08//YS7d++idevWCA0NzbeetWvXolmzZsjIyMCgQYOwefNmDBw4ENWrV4darca9e/fw33//4a+//sK1a9cQGBhotJ5+/fph8uTJePz4MeLi4gAAo0ePLvZ+vqhe2IDeb7/9htWrVxtdFhoamudgLmpADwB+//13pKWlYc+ePTh06FCek1oqleLLL7/EuHHj8q3DyckJu3fvRteuXXH37l0sX74cy5cvNyjj7OyMP/74Aw0bNixyW8l8EokE/jXt4V/THsocDTIe50KVo4G1rRSOLlalmq5SJpNox8nztUHdJ502BUFAekrukzH5lEiMViAhUoH0FPPSAuRkahBxJxsRd54+gSGzlsDTRy4G+Tz95PD0sYG1DTsDExERERERERE9b2XpYfTyas6cOQgNDcWlS5dw7tw5DB482GC5u7s7tmzZghkzZrwQAT13d3f8888/6NSpExISErB27VqsXbvWoMzIkSPRtm1bMaBna2tekFiXblMikaBPnz4mr9enTx9MnDgRGo0Ga9asEQN6UqkU27dvx4gRI/DXX3/hzp07eP/9902ud/r06ZBKpZg5cyZSU1MxZ84czJkzJ085XQ9BfV26dMHkyZOxcOFCREZG5snQV6VKFezcuRNvvPGGye0pSHBwMGbPni229YsvvshT5qOPPkKDBg0KDOi99NJLOHz4MHr37o2IiAhs3bpV7DVpDjs7OwwePBhLly4FALi4uJgVpCVDL2xA73mys7PD7t27sX79eqxatQqXL19GamoqKlWqhLZt22LixIlo2bJlofXUrFkTFy9exM8//4zNmzfj3r17UCqVCAgIQNeuXTFlypQiD1BJliG3lcLd1rQUnKVFIpHA2d0azu7WqB70dH5OlhqJ0dogX0KkAonRCqTEKqExozOfWiUgLlyBuHC99AMSwNXLWtubz9cGnv5yePnZwN6Jlx8iIiIiIiIiopJWlh9GLw9cXFwQGhqKefPmYdOmTbh79y6srKwQEBCAbt26YcqUKfD39y/tZj5Xr7zyCm7cuIHvvvsOO3fuRHh4OJycnBAUFIS3334bgwYNMsgi5+LiYnLdUVFROHjwIACgZcuW8PX1NXndSpUqoXXr1jh27Bj++ecfJCQkwMvLCwBgb2+PzZs349ChQ1i5ciWOHz+O2NhYqNVqVKpUCQ0bNkT37t0xaNAgo3V//vnn6NevH5YsWYL9+/cjPDwcWVlZcHNzQ7169dCpUycxHemzFixYgBYtWuCXX37BpUuXoFKpUKVKFfTu3RtTp06Fh4eHyftoihkzZqBp06ZYsGABzp49i8zMTHh7e6NZs2Z455130KlTpzwZCo1p0qQJbt++jd9++w3bt2/HtWvXkJycDFtbW1SrVg0tW7bEgAED8u2dpzNs2DAxoKfLOkhFIxE4EBaZKDIyEgEBAQCAiIiIF+6L6kWkzhWQHKt8kq5TIabuVCmKf9mwd5KJvfh0qTtdPa0hkUqgVqvFLua6LudEVL7xvCaqWHhOE1UsPKeJKh6e16Xv7t27yM3NhZWVlTimFVFRCYKA3Fxtdi0rK6ty0ZNy7NixWLFiBfz9/REREVHazaFS9Ouvv4rZCU+fPo1mzZqVcovMU5TreUnFUthFhojyJbOSwMvfBl7+NuI8QSMgLTnXIMiXGK1ERqp5KTuz0tUIv5WF8FtZ4jxruQQevjbw8LWGjZMKrpWkcHPV8D8eRERERERERERE5UR2djZ27NgBAGjRokUpt4ZK2++//w4AaNCgQbkL5pU1DOgRkVkkUglcPK3h4mmNmq84ivOzM9TaHnzRCnF8vpQ4JczpA6xSCogNy0FsWI4475DkEdy85fD0147N5+Wr7c1n58ggHxERERERERER0fN2//59VK9e3WhPQbVajQkTJiAxMREAMGLEiOfdPCpDjh49ilOnTgEA3nnnnVJuTfnHgB4RWYSdowwBdewRUMdenJer1CApVikG+BKitGPz5SpNj/IJApAcp0RynBJ3zmeI8x1dreDpK3+SttMGXn42cHa3gkRa9lMOEBERERERERERlVdfffUVzpw5g4EDB6J58+bw9vZGdnY2rly5gl9//RUXLlwAAHTs2BHdunUr5dbS8/bo0SMoFApcv34dH3zwAQCgcuXKGD16dCm3rPxjQI+ISoyVXIpKVWxRqYqtOE+jEfA4USWOx5cYpQ34ZaWrzao7IzUXGam5CLvxNGWn3FaaJ8jnXlkOmRWDfERERERERERERJZy8+ZNzJw5M9/lrVu3xsaNG8vFeH9kWe3atcOjR48M5i1atAh2dnal1KKKgwE9InqupFIJ3LzlcPOWo1YjJ3F+ZlquXk++HMSFZyE92Yx8nQCUORpEP8hB9IOnKTulUsCtshyevtqxAD39tNO29kzZSUREREREREREZK7PPvsMtWvXxv79+xEWFoaEhASoVCp4eHigadOmGDBgAAYOHAipVFraTaVS5OTkhAYNGuCLL75gT00LYUCPiMoEB2crODhboepLDlCr1UhISECuUoBE5YzkWF2wT4HEGCXUKtMDfRoNkBStRFK0ErfPpYvzndystAE+3ydBPj8bOLlZ8akhIiIiIiIiIiKiAtSpUweff/45Pv/889JuCpVBYWFhpd2ECosBPSIqs6zkEnj52cKvxtPedBq1gNQE1ZN0nQoxdWdOpsasutNTcpGekosHVzPFeTb2UjHA5/UkbadbJTlkMgb5iIiIiIiIiIiIiKj0MKBHROWKVCaBe2U53CvLUaeJNmWnIAjIfKzWBviiFUiIVCAxWonHiSqz6lZkaRB1LxtR97L1tgd4+DxN1akL9MltmTKAiIiIiIiIiIiIiJ4PBvSIqNyTSCRwdLWCo6sVAus7iPOVORq9AJ92fL6kGAU0atPr1qiBhEhtHcDTlJ0untbw9NWm6tQF+RxcZEzZSUREREREREREREQWx4AeEVVYclspfKvbwbe6nThPrRaQEqcUU3UmRmmnFdnmpex8nKjC40QV7l95mrLT1kEqBvd0gT5XL2tImbKTiIiIiIiIiIiIiIqBAT0ieqHIZBLtOHm+NqgbrJ0nCALSU3KfjMmnFHv1pafkmlV3TqYGEXeyEXHnacpOmbUEnj5yMcjn6SeHp48NrG2YspOIiIiIiIiIiIiITMOAHhG98CQSCZzdreHsbo3qQU/n52SpxVSduh59KbFKaMzozKdWCYgLVyAuXKG3QcDVy1rbm89XG+Tz8reBvRMvyURERERERERERESUF+8eExHlw9ZeBv+a9vCvaS/OU+cKSI5VPknXqRADfSqFYHrFApAar0JqvAp3L2aIs+2dZGIvPl3qTldPa0ikTNlJRERERERERERE9CJjQI+IyAwyKwm8/G3g5W8jzhM0AtKScw2CfInRSmSkmpeyMytdjfBbWQi/lSXOs5ZL4OFrGOTzqCyHlZwpO4mIiIiIiIiIiIheFAzoEREVk0QqgYunNVw8rVHzFUdxfnaGWtuDL1ohjs+XEqeEYEZnPpVSQGxYDmLDcp5uTwK4ecvh6a8dm8/LVxvos3OUWXK3iIiIiIiIiIiIiKiMYECPiKiE2DnKEFDHHgF1nqbszFVqkBSrFAN8CVEKJEYrkKs0PconCEBynBLJcUrcOf80ZaejqxU8feVP0nbawMvPBs7uVkzZSURERERERERERFTOMaBHRPQcWcmlqFTFFpWq2IrzNBoBjxNVYqrOhEhtj76sdLVZdWek5iIjNRdhN56m7JTbSvME+dwryyGzYpCPiIiIiIiIiIiIqLxgQI+IqJRJpRK4ecvh5i1HrUZP52em5SIxWoHESCUSoxVIiFIgNUEFmJGyU5mjQfSDHEQ/eJqyUyoF3CrL4emrDfB5+munbe2ZspOIiIiIiIiIiIioLGJAj4iojHJwtoKDsxWq1nUQ56kUGiTGaNN1atN2KpAYo4RaZXqUT6MBkqKVSIpW4va5dHG+k5uV2IvP00/bq8/JzQoSCXvzEREREREREREREZUmBvSIiMoRaxspfALt4BNoJ87TqAWkJqi04/E9+UuIUiAnU2NW3ekpuUhPycXDa5niPBt7KTx9tQE+rydpO90qySGTMchHRERERERERKRv1qxZmD17NgBAEPI+fB0SEoIjR46gXbt2OHz4cJG3o3v4eubMmZg1a1aR67GEwvaZiCyHAT0ionJOKpPAvbIc7pXlqNPECYD2B1TmY/WTcfkU2nH5opV4nKgyq25FlgZR97IRdS9bb3uAh8+TXny6tJ1+NpDbSi26X0RERERERERkYTlZQFoSoMwG5HaAswdga1/arSqy8ePHY/ny5QCAAwcOoEOHDiav+99//6FLly4AgMmTJ2PBggUl0kYq344cOYKQkBDxdWhoKFq1alV6DaIXGgN6REQVkEQigaOrFRxdrRBY/2nKTmWORjsu35NefIlRSiTFKKBRm163Rg0kRGqDhMDTlJ0untbw9JXrpe20gYOLjCk7iYiIiIiIiEqTIABh14Aze4FbpwFBL6OPRAq81BwIfgMIbACUs//DDx8+XAzorVu3zqyA3tq1aw3qoadWrVqFUaNGAQAePnyIwMDA0m1QKVq9erXB6zVr1jCgR6WGAT0ioheI3FYK3+p28K3+NGWnWi0gJU5pEORLjFZAkWVeys7HiSo8TlTh/pWnKTttHaRicE8X6HP1soaUKTuJiIiIiIiISl70fWDbAiAhwvhyQQPcOKn98woAek8BfGs83zYWQ+vWrVGjRg3cv38fW7Zswc8//ww7O7tC18vMzMS2bdsAAPXr10eTJk1KuqkAUKw0m2XVrFmzSj3tZ0nJzs7GX3/9BQBwdHRERkYGNm3ahAULFsDGxqaUW0cvIgb0iIhecDKZRDtOnq8N6gZr5wmCgPSU3Cdj8inFtJ3pKblm1Z2TqUHEnWxE3HmaslNmLYGHj1wv0CeHh48N5DZM2UlERERERERkMfcvARu/B1Q5ppVPiABWTgcGfgLUaFiSLbOoYcOGYdasWUhLS8OOHTswcODAQtfZunUrMjMzxfWJjNm2bRvS07XZqRYuXIjRo0cjJSUFu3btwltvvVXKraMXEQN6RESUh0QigbO7NZzdrVE96On8nCz1k5SdT3v0pcQqoTGjM59aJSA+XIH4cIXeBgFXL2ttkM/3yfh8fjZwcObXFBEREREREZHZou+bF8zTUeVo1xv1dbnpqTds2DDMnj0bgiBg3bp1JgX0dOk2pVIphg4dWtJNpHJqzZo1AICXX34Zo0aNwvfff4/bt29jzZo1DOhRqWB3CCIiMpmtvQz+Ne3RsJ0rOg6uhEHTqmD89zUw4KMAdBjojZfbusC3ui2sbcxMqSkAqfEq3L2YgZO7k7BreQxWzgzD7zMeYueyaJz4OxF3L6YjJV4JQSOUzM4RERERERERVQSCoE2zaW4wT0eVA2xfqK2nHKhevTpat24NAPj3338RHx9fYPno6GgcOHAAANChQwf4+fmJy06dOoXp06cjJCQElStXhlwuh7OzM+rVq4cJEybgxo0bxWprSEgIJBIJQkJCCiy3fv16hISEwM3NDY6OjggKCsLs2bORmppq0nauXbuGr7/+Gl26dIG/vz9sbGzg6OiIWrVqYcSIETh16pTR9Q4fPgyJRCKOnwcA1apVg0QiMfjTTx06a9YscX5BwsLC8MEHH6B+/fpwcnKCvb09atWqhfHjx+Pq1asFrqurX5fa8+zZsxg0aJC4b35+fhg2bBhu3rxp0vtjipiYGOzfvx8AxKCv7t9//vkHCQkJJtWTnp6OH3/8ER06dDA4pho1aoRJkyYhNDQ033U1Gg02bNiAvn37okqVKrCzs4OdnR1q166NIUOG4K+//oJKpTJYZ+TIkZBIJIWOe7hq1SrxfQ0LC8uzPDAwEBKJBCNHjgQAnD9/HiNHjkS1atVgY2OT5/N+8OABfvzxR/To0QOBgYFiW6tWrYoBAwbgn3/+Men9ArTH76RJkxAUFAQ3NzdYW1ujcuXK6NixI/73v/8hJiZGLPvhhx9CIpFAJpMhKiqq0LqbNGkCiUSCevXqmdyesoRdH4iIqFhkVhJ4+dvAy/9p7nBBIyAtOVdM1ZkYpUBitBIZqeal7MxKVyP8VhbCb2WJ86zlEng86cWnS9vpUVkOKzmfUSEiIiIiIiJC2LX8x8wzVXw4EHYdqNbAMm0qYcOHD8fx48eRm5uLjRs3YvLkyfmWXb9+PTRPUg0NHz5cnL9q1SqDQJaOSqXCzZs3cfPmTfz6669YuHAh3n33XcvvBIDc3FwMHjwYmzdvNph//fp1XL9+HRs2bMC+ffsKrOPw4cNo3759nvlKpRL37t3DvXv3sGbNGnz66af49ttvLdr+/KxZswbjxo2DQqEwmK9rz4oVK/DVV1/hs88+K7SuJUuWYMqUKcjNfXqPKTo6GuvWrcPWrVuxd+9evPrqq8Vu8x9//AG1Wg2pVIrBgwcDAIYMGYIZM2ZApVJhw4YNBR5nALB//34MGjQIiYmJBvNVKhUuXbqES5cuYfHixRCMBM/DwsLQu3dvXLp0Kc+yu3fv4u7du1i/fj0OHTpUaIC4uH755RdMmjTJ4D3X9/DhQ9SoYbxHb3h4OMLDw7Fp0yYMHToUK1euhJWV8bCUWq3GtGnTMH/+/DzvSVxcHOLi4nDgwAHcuHEDq1atAgCMHTsWP/30EzQaDdauXYtPP/003/24cuUKLly4AAAYPXp0YbtdJjGgR0REFieRSuDiaQ0XT2vUeNlRnJ+dodam6oxWiOPzpcQpzXroT6UUEBuWg9iwp08aSiSAm7ccnv7aVJ1evtpAn52jzJK7RURERERERGQ5Gg2QnW75ek/utEw9p3YC3gGWqQsA7JwAack8jNu/f39MnjwZOTk5WLt2bYGBFl26TUdHR/Tp00ecn5ubCzc3N/Ts2ROvvvoqatWqBQcHB0RHR+PChQtYuHAhEhMTMXHiRNStWxcdOnSw+H5MnTpVDObVqVMHH3/8MV5++WWkpqZi06ZNWLFiRaEpRXNzc+Hg4IBu3bqhQ4cOqFu3LpydnREfH4/r169j4cKFePToEb777jvUrl3bIIgZHByMq1evYseOHZg+fToAba9HX19fg21Uq1bN5H3avXs3Ro4cCUEQ4OjoiI8++ggdO3aElZUVTpw4gW+//RaJiYn4/PPP4erqigkTJuRb17///oszZ84gKCgIU6ZMQVBQELKzs7Ft2zYsWLAAWVlZGDZsGO7evQu5XG5yG43RHSchISFiL85q1aqhVatWCA0NxZo1awo8zg4dOoQ33ngDubm5kMlkGDZsGHr27IkqVaogJycHN27cwN69e7Fr164868bFxaF169aIjo4GoO1JOmLECNStWxcSiQQPHz7EwYMH8wR+S8LZs2exbt06BAQEYOrUqWjatClyc3Nx7NgxsYxarYZcLkeXLl3QqVMn1KtXD+7u7khOTsadO3fw888/4/r161i3bh2qV6+O2bNnG93WuHHj8PvvvwMAfHx8MHHiRLRq1QouLi5ISEjAmTNn8NdffxmsU69ePbRs2RInT57EqlWrCgzorVy5EgBgZWVVbsfOZECPiIieGztHGQLq2COgjr04L1epQVKsUgzwJUQpkBitQK7S9CifIADJcUokxylx53yGON/BRSb24vP0s4GXnw2c3a0gkZqZEpSIiIiIiIjI0rLTgbkjS7sV+bt91rLtm7YKcHCxXH16XFxc8Oabb2LTpk04d+4cbt++jTp16uQpd+XKFVy5cgUA0KdPHzg4OIjL3njjDQwePBj29vYG6zRq1AjdunXD5MmT8eqrr+LKlSuYOXOmxQN6V69exaJFiwAAjRs3xpEjR+DoqH1IWhAEtGvXDi1atMCYMWMKrKdhw4aIjIyEq6trnmVdunTBxIkT0b17d+zbtw+zZ8/G8OHDIZNpH4h2cHBAgwYNcO7cOXGd2rVrF5q+MT8qlQrjxo0Tg3nHjh1Dw4YNxeUtWrRA37590bJlS8TExGDq1Kno168fPD09jdZ36tQpdO3aFdu2bTMI2LVt2xYeHh6YPn06wsPDsXv3bvTu3btIbQaAS5cuicfJs2MsDh06FKGhoTh//jxu3LhhNHVjTk4Ohg4ditzcXNjb22P37t15etG1atUKY8eORURE3t60EyZMEIN533//PT7++GOD5cHBwejfvz9++OGHPCk3Le3GjRsICgrC0aNHDY4pXZpbQBt8CwsLg4+PT571X3vtNbzzzjsYPXo0Vq1ahR9//BEffvghXFwMrwU7d+4Ug3ktW7bEnj178hzDnTt3xvTp0/O8Z2PHjsXJkydx+/ZtnDhxAq1atcrTDpVKhXXr1gEAunXrhkqVKpn1PpQVzE9GRESlykouRaUqtqjf0gXt3vLCW1P8Me7b6hjyWRV0GV4JTTq6oUpde9g7md/bLvOxGmE3snBuXwr+WRWLtXMe4dcvHmLrokgc3ZqAG6fTEB+RA3Vu+RgXgIiIiIiIiIiM00+fqetd9Sz9+frlAcDPzy9PME+fi4sL/u///g8AcPz4cSQlJRWnuXn88ssvYirQ5cuXi8E8fcOGDcMbb7xRYD2enp5Gg3k6crkcc+fOBQA8evTIaEpHS9m2bZsYmJo+fbpBME+natWqYnuysrLEXlTG2NraYuXKlUZ7302ePFmcr997rCjWrFkDALCzs0Pfvn0NlvXv31/cjq6csfV1+/3NN98UmBIzIMCwF+zt27exfft2AECvXr3yBPP0OTo6ws3NrcB9sYSff/65wGPKwcHBaDBPRyKR4Mcff4RMJkNmZqY4NqG+7777DgBgb2+Pv/76q8DtPfueDRgwAE5OTgCQ7/Gza9cuMfVpeU23CTCgR0REZZBUKoGbtxy1GjmhZTcPvDneF6P/rxpGzQ5Ej/E+aNnNA7UaOcLV2xows7OdMkeD6Ac5uHLsMQ5ujMemeZFY9sl9bJgbjn1/xOHS4VRE3stCTpa6ZHaOiIiIiIiIiCyuS5cuYq+bP/74I88YXBqNBuvXrwcA+Pv7Gx1nTl9mZibCwsJw/fp1XLt2DdeuXYO1tbW4/PLlyxZtvy7IERQUhCZNmuRbztg4fwVRKBQIDw/HjRs3xP3Qf28svR/6dPskkUgKDKL069dP7LFlLNij06lTJ3h7extd5uTkhFq1agEAHjx4UNQmIzc3VzxOevToAWdnZ4Pl7u7u6Nq1KwDtcaYLwur7+++/AWgDXW+//bZZ29+9e7f4+XzwwQdmt9/SAgIC0LZtW7PWUalUiIyMxM2bN8VjLjo6Gh4eHgDyHnNJSUk4deoUAG1w7tkUr4VxcHAQU9Fu2rQJWVlZecroAn2VK1cWP7/yiCk3iYio3HBwtoKDsxWq1n2aEkOl0CAxRpuuU5u2U4HEGCXUKtN73Wk0QFK0EknRStw+93T8Aic3KzFVp6efdnw+JzcrSCRM2UlERERERERUllhZWWHw4MH46aefEBYWhuPHjxsEIg4cOCD2mhoyZAikRsbzS0xMxLx587BlyxbcvXs3T1Dw2bKWolAocPfuXQDadIoFadasWaH1ZWZmYuHChdi4cSOuX78OtTr/h5YtuR/PunbtGgDt2HNeXl75lpPL5WjUqBEOHz4srmNM3bp1C9yeu7s7ACA9vehjU/7777+Ii4sDkDfdps7QoUOxfft2REZG4tChQ3jttdcMll+8eBEA0KRJkwJ7fRqjW9fa2hotWrQwt/kW9/LLL5tUTqVSYfny5Vi7di0uXrwIpVKZb9lnj7lLly6J55q5wUOdsWPH4tdff0VaWhq2bNliMEZebGws/vnnHwDaXq5WVuU3LFZ+W05ERATA2kYKn0A7+ATaifM0agGpCSrteHxP/hKiFMjJzPvUVEHSU3KRnpKLh9cyxXk29lJ4+moDfLrx+dwqySGTMchHREREREREZrBz0o4rZ0mKbGDRe4Bg3v9/jZLKgImLARu7wsuaws7JMvUUYPjw4fjpp58AaNNr6gcHCkq3CQDnz59Hly5dTE6lmZ2dXczWPpWSkiIGNPLrgaZT2NhfYWFh6NChAx4+fGjSti25H89KTk4GUPg+AdqeU/rrGFNYcEwXpC0ogFkYXRpNDw8PvP7660bLdO/eHa6urkhNTcWaNWvyBPR0AauC0lDmR7euu7u70dSiz5spKT2Tk5PRuXNnnD9/3qQ6nz3m9AN8RXnPAG2gOygoCFevXsXKlSsNAnpr1qxBbm4ugPKdbhNgQI+IiCogqUwC98pyuFeWo04T7X8YBEFA5mO1NsAXrUBCpAKJ0Uo8TjRv8GBFlgZR97IRde/pjw+pDPDwedKLz9dGDPTJbZnZmoiIiIiIiPIhlQIOLpat08EFeKk5cONk8euq2xxwr1z8ep6jhg0bijf1N2/ejEWLFsHGxgaZmZnYunUrAG2vqXr16hmsp1Qq0b9/fyQlJcHa2hqTJk1Cz549Ubt2bbi5ucHGxgaANpVjjRo1AKDA3nvFUdysQMOGDcPDhw8hkUgwatQoDBw4EC+99BK8vLwgl8shkUig0Wggk8kAlNx+6CsvmY4eP36MnTt3AtCmgTQloLZ161YsWbIEDg4OhZYtj3THSUGmTJkiBvN69eqF0aNH4+WXX4a3tzdsbW3Fz79KlSqIiIgosWNu7NixmDJlCg4fPoywsDAEBgYCeJpus2XLloX28izrGNAjIqIXgkQigaOrFRxdrRBY/+mPLGWOBonRT3vxJUYpkRSjgMaMh7k0aiAhUhskBJ6mdXDxtIanrzZVpy51p4OLrNz8kCUiIiIiIqJyKPgNywT0gt8ofh2lYPjw4Zg2bRpSU1Oxa9cuvPXWW9i2bRsyMzPF5c86ePCgOO7akiVLMHbsWKN1F9R7rDhcXV3FaV26x/wUtPzWrVs4fvw4AODzzz/H119/bbRcSe3Hs3QpMAvbJ0CbFlF/ndKwadMm5OTkmLVORkYGtm7datAjzNPTE5GRkYiJiTG7DZ6engC0n5FSqTS7l56ul6Kxsf306c6H4kpLS8Off/4JQJvKdt26dfmWTUlJMTpft88AivSe6QwdOhQff/wxFAoFVq1ahVmzZuHUqVO4desWgPLfOw9gQI+IiF5wclspfKvbwbf60xQiarWAlDilQZAvMVoBRZZ5KUseJ6rwOFGF+1ee/kiydZCKPfh0QT5XL2tImbKTiIiIiIiILCGwAeAVACREFL0O7ypAYH3Ltek5GjJkCD799FOo1WqsW7cOb731lphu09raGoMGDcqzzvXr18XpAQMG5Fv3uXPnLN9gALa2tqhVqxbu3r2Ls2fPFli2oOWW2g9LPYjcoEEDnDx5Eg8fPkRCQkK+4+ipVCpx7LgGDRpYZNtFoUu36ePjg3nz5hVaftq0aYiMjMSaNWsMAnqNGzdGZGQkzp07h6ysLLPG0WvcuDHWrVsHlUqFkydPol27dmbtg5OTNlNVampqgeXu3LljVr35uXv3LlQqbfargo65W7duISMjw+iyRo0aQSKRQBAEHD16FKNGjSpSW9zd3dGnTx9s2LABq1evxsyZM/H7778DABwcHApsX3nBgB4REdEzZDKJdpw8XxvUfTIWtSAISE/JfTImnzbAlxClQHpyrll152RqEHEnGxF3nqbslFlL4OHzJF2nvzZ1p4ePDeQ2TNlJREREREREZpJIgN5TgJXTAZV5vY0AANa2QK/J2nrKIR8fH3Ts2BH//vsv9uzZg2vXruHAgQMAgNdff91oUEk3vhag7bmkC4ro02g0+PXXX0us3R07dsTdu3dx9epVXLx4EY0aNTJaTpc+0Jhn9yM/v/zyS4FtsbW1FacVCkWBZQvSsWNH/PrrrxAEAStXrsTHH39stNxff/2Fx48fi+uUhocPHyI0NBQA0LdvXwwcOLDQdU6dOoUFCxbg4MGDiIqKgp+fHwCgR48e2LlzJ7KysrB8+XK8//77JrejW7du+OijjyAIAubPn292QK9atWoAgPT0dNy+fRt16tTJU0apVGLLli1m1ZsfSxxz7u7uaNWqFUJDQ7Fp0ybMmTMHvr6+RWrP2LFjsWHDBoSFhWH37t1i78G33nrL6Hld3vBOIRERkQkkEgmc3a1RPcgRzV53R9fRPhjxZSDGzqmGXu/5ok0vT9QNdoKHrxxSM79d1SoB8eEK3DiVhiN/JWDLgigs/+wB1n37CP+uicX5/Sl4dDMTmWnmBQ+JiIiIiIjoBeVbAxj4iTY4Zw5rW+16vjVKpl3PiS6tpkqlwsCBA6FWqw3mP6tWrVri9KpVq4yW+eyzz3DhwgXLNlTP+PHjxZ5x48aNMxocWb9+Pfbs2ZNvHabsx9KlS7Fjx44C2+Lj4yNO379/v8CyBenVq5cYmJkzZw6uXr2ap0xERASmTp0KALC3ty9y76ziWrNmjTi221tvvWXSOrpyGo3GINXk0KFDxeDeF198gSNHjuRbR2RkpMHr2rVro3fv3gCA7du3Y+7cufmum5mZmSeNpX4A8McffzS63ocffoioqKh86zVHzZo1xeN29erVRsfH27VrFxYvXlxgPZ988gkAICsrC/369RMDvMY8+57pa9++vTjO5dtvv420tDQAFSPdJsAeekRERMViay+Df017+Nd8mj5BnSsgOVb5JF3n0/H5VAozBv0VgNR4FVLjVbh78WlKAnsn2ZN0nXIxdaerpzUk0vL55CQRERERERGVkBoNgVFfA9sWmJZ+07uKtmdeOQ/mAUDv3r3h5OSE9PR0MQ2lm5sbevToYbR8ly5d4O3tjfj4eEyfPh1hYWHo3bs3PD09ce/ePfz66684cOAAWrduLfbisrRXXnkF7733HhYvXoxz586hadOm+OSTTxAUFITU1FRs2rQJv/32G5o2bZpvysxGjRqhQYMGuHbtGpYtW4aUlBQMGzYMPj4+iIyMxLp16/DXX38Vuh+NGjWCra0tcnJy8OWXX8La2hpVq1YVx2fz8/ODnZ1dvuvryOVyLF++HD169EBaWhpat26NadOm4bXXXoNMJsOJEyfw3XffIT4+HgDwww8/GIyn9jzp0rJ6e3ujbdu2Jq3TqlUr+Pj4ICYmBmvXrhWDUra2tli7di06d+6MrKwsdOzYEcOGDUOvXr3g7+8PhUKBW7duYc+ePdi5c2eeXpBLlizBqVOnEB0djY8//hj//PMPRo4cibp160IikSAsLAyHDh3Cxo0bsWXLFoSEhIjrNmrUCC1btsTJkyfx66+/QqlUYsSIEXBxccHdu3exfPlyHDx4EK1atcKJEyeK/b55eHiga9eu2L17N/755x907twZEyZMQNWqVREfH48tW7Zg1apVqF69OlJTU5GQkGC0nh49emDMmDFYsWIFTpw4gXr16mHixIlo3bo1nJ2dkZiYiHPnzuHPP//EK6+8km/AWiKRYPTo0fjiiy/EcRlr1qyJV199tdj7WhYwoEdERGRhMisJvPy16TN1BI2AtORcbarOyCeBvmglMlLN63WXla5G+K0shN/KEudZyyXw8NUG+XRpOz0qy2ElZ0d8IiIiIiKiF5pvDeDdBUDYdeDsHuDmaUDQGx9eKgPqNgeC39COmVdO02w+y87ODm+99ZZBesr+/fvDxsbGaHkHBwesWbMGvXr1Qk5ODpYtW4Zly5YZlAkJCcHixYtLdIy3efPmITo6Glu3bsWtW7fy9FarVq0aNm7ciJo1axpdXyKRYO3atejQoQNSUlKwadMmbNq0yaBMUFAQNm/eXGBKQycnJ0yePBn/+9//cOHCBXTu3Nlg+aFDhwyCSAXp1q0bVq5cifHjxyM9PR0zZszAjBkzDMrIZDJ89dVXmDBhgkl1WlpoaKjYE7F3795i4LIwUqkUvXv3xpIlS3D9+nWcP38eTZo0AaDtKfb3339j0KBBSElJwcqVKwtMl6qvUqVKOHbsGHr27Ilr167h4MGDOHjwoMn78/vvv6Ndu3aIj4/H6tWrsXr1aoPlU6dORf369S0S0AO0vT7btGmD8PBw7N+/H/v37zdYXqVKFWzfvh1du3YtsJ5ly5bBzs4OP//8M6Kjo/H5558bLffKK68UWM/IkSMxY8YMsWduafX6LAkM6BERET0HEqkELp7WcPG0Ro2XHcX52RlqbQ++aIU4Pl9KnBJGMhTkS6UUEBuWg9iwp2MjSCSAm7dcG+Tzt4GXr7Y3n52jzJK7RURERERERGWdRAJUa6D9y8kC0pMARTZgYwc4eQC29oXXUQ6NGDHCIICSX7pNnS5duuDcuXP47rvvcPDgQSQkJMDV1RX16tXDkCFDMGbMGISHh5dom62trbFlyxasW7cOy5cvx5UrV6BSqVC1alW8+eab+PDDD42OAaivYcOGuHTpEr799lvs3bsX0dHRcHJyQs2aNdG/f3+89957BmPk5ee7775DrVq1sGbNGly/fh2PHz8WAyTmGjFiBNq1a4f58+fjv//+Q3h4ODQaDXx9fdGhQwdMmjQJQUFBRarbEtasWSNO9+3b16x1+/btiyVLloj16AJ6gPaYevDgAZYuXYq///4bt2/fRmpqKhwcHMReY4MHDzZab/Xq1XHp0iWsW7cOmzdvxoULF5CYmAgrKysEBASgRYsW6Nu3r9HehHXr1sWFCxcwZ84c7NmzBzExMXBxcUGTJk0wadIkdO3aNd8ebkUREBCACxcu4Pvvv8eOHTvw6NEj2NraIjAwEL169cKUKVPg5uZWaD0ymQyLFi3CqFGjsGzZMhw+fBhRUVFQKpXw8PDAyy+/jNdffx3Dhg0rsB5fX1+89tpr+O+//yCTyTBixAhL7WqpkwjGkpoSGREZGYmAgAAA2tzG/v7+pdwiqqjUarXY/drLywsyGQMQ9GLJVWqQFKsUA3wJUQokRSugUhb/K9vBRZuyU5eu08vPBs7uViWespPnNVHFwnOaqGLhOU1U8fC8Ln13795Fbm4urKysDMY1IyoKQRCQm6vN8GNlZSWOWUZEeWk0GlStWhWRkZF44403Chx30hRFuZ6XVCyFPfSIiIjKGCu5FJWq2KJSladPzGk0Ah4nqsRUnbq0nVnp5j0dl/lYjczHWXh042nKTrmtFJ6+8idj89nA01cODx8byKz4HwQiIiIiIiIiIio/9u3bh8jISADAmDFjSrk1lsWAHhERUTkglUrg5i2Hm7cctRo9nZ+Zph2XLzFSqR2fL0qB1AQVYEZnPmWOBtEPchD94GnKTqkUcKv8ZEw+Pxt4+munbe35ZC8REREREREREZVN33//PQDAx8cHPXv2LOXWWBYDekREROWYg7MVHJytULWugzhPpdAgMUabrlObtlOBxBgl1CrTo3waDZAUrURStBK3z6WL853crJ705JOLaTud3Jjug4iIiIiIiIiInr/09HTExcUhLS0Nv//+Ow4dOgQAmDZtGqysKlYIrGLtDREREcHaRgqfQDv4BNqJ8zRqAakJKiToAnxR2t58OZkas+pOT8lFekouHl7LFOfZ2EnzBPncKskhkzHIR0REREREREREJWfLli0YNWqUwbxGjRph4sSJpdSiksOAHhER0QtAKpPAvbIc7pXlqNPECYB2UO3Mx+on4/IpngT7lHicqDKrbkW2BlH3shF1L1tve4BH5aepOt19rAG5AGsbBvmIiIiIiIiIiMiypFIpAgIC0KNHD8yaNQvW1tal3SSLY0CPiIjoBSWRSODoagVHVysE1n+aslOZo9GOyxf1NMiXFKOARm163Ro1kPBkfeBpyk4HVwkqBWjg5W8LTz/t+HwOLrJST9mpzNEgIzUXKoUG1jZSOLpaQW4rLdU2ERERERERERFRwUaOHImRI0eWdjOeCwb0iIiIyIDcVgrf6nbwrf40ZadaLSAlTmkQ5EuMVkCRZV7KzsxUAQ9Ss/DgapY4z9ZBKqbq1AX5XL2sIS3hlJ2CICDqXjauHn+MB9cyIejtikQKVA9yQFBrF/jVtCv1gCMREREREREREb3YGNAjIiKiQslkEnj62sDT1wZ1g7XzBEFAekrukzH5lGLazvTkXLPqzsnUIOJONiLuPE3ZKbOWwMNHm67Ty187Pp+Hjw3kNpbpNRcfkYP96+ORHKs0ulzQAPcvZ+L+5Uy4V5aj42BveAfYWmTbRERERERERERE5mJAj4iIiIpEIpHA2d0azu7WqB70dH5OlvpJys6nPfpSYpXQmNGZT60SEB+uQHy4Qm+DgKuntTbA56sN8nn62cDB2byfM+G3s7D39xiolIJJ5ZNjldi2OApvjPZBlTr2Zm2LiIiIiIiIiIjIEhjQIyIiIouytZfBv6Y9/Gs+DX4pFbm4fysOj+M0UKTbIClaiYQoBVQK04JqAAABSE1QITVBhbsXM8TZ9k6yJ+k65WLqThdPa0iledNkxkfkmBXM01EpBez9PQa9J/qxpx4RERERERERET13DOgRERFRiZNZSeBWSQa3SjJ4eXlAJpNB0AhIS87VpuqMVGhTd0YrkZFqXsrOrHQ1wm9lIfzW03H5rOUSeOh68T1J2+leyRr718ebHczTUSkF7N8Qj0HTAjimHhERERERFUgq1Q4XoFarIQgC/w9BRFQOCYIAtVoN4Ol1vTQxoEdERESlQiKVwMXTGi6e1qjxsqM4PztDLY7HpxufLyVOCcGMOJxKKSA2LAexYTkWbXNyjBJR97MNeh8SERERERE9Sy6XQ6lUQhAEKBQK2Noy0wcRUXmjUCggPLkhJZfLS7k1DOgRERFRGWPnKENAbXsE1H4aNMtVapAUqxQDfAlRCiRFK4rc2644rh1PY0CPiIiIiIgK5ODggIwM7VABaWlpDOgREZVDaWlp4rSDg0MptkSLAT0iIiIq86zkUlSqYotKVZ7+J1ijEfA4USWm6tSl7cxKV5doW+5fzYAyRwO5bemnWiAiIiIiorLJ0dERcXFxAICkpCTIZDK4urpCJpOVcsuIiKgwarUaqampSEpKEuc5OjoWsMbzwYAeERERlUtSqQRu3nK4ectRq9HT+Zlp2nH5EqO0PfoSohRIjVdZbLuCBvjzxwh4+Mjh6mUNV+8n/3pZw85RxrExiIiIiIgIcrkcXl5eSEhIAADEx8cjPj4eMhn/z0BFo0v7x+OHqGTpj5un4+XlxZSbRERERJbm4GwFB2crVK37NBVC1L0sbPs52mLbeJyowuPEvEFCua0Urt7WTwJ8TwN9rl5y9ugjIiIiInrBeHh4QKlU4vHjx+K8Z28SE5lCEARoNBoAgFQqZVCP6DlycXGBh4dHaTcDAAN6RERE9AKwc3w+P3mUORrEhysQH67Is8zeWfY00OdtDbcnAT9nD2vIrPifMSIiIiKiikYikcDX1xfu7u5ITU1FVlYWA3pUJIIgQKlUAv/P3p3Ht1Weef//Hu22Je92VqeQhEBK0gJlGRqWhIcyT0jpQFlSOhnW8KMtKSnNlA7QDkyfmadtILQBpsyEB5KGllKGFgYalg4lhSRNF2hCoECzAFkd2/EmW5as5ZzfH7IVK5J3S5blz/v18gtZ961z7ng4ZeDr67okORwOAj0gw+x2uwoLC1VaWppTM1AJ9AAAQN7zljpk2OLtMkdLhz+mDn9Mh/aEkt43DKm4wplUzRdv5emUt8Qhw8a/qAEAAABjmcfj0cSJE0f7GBjDYrFYon1rVVUVsxiBcYpADwAA5D2Xx6bpc4u0563AsK81ZWaBTjzdp5b6sFoaImppiLffjEWtIV3Pso628Nz7XvKa3WmotNKZMquvtMolTxFtVgAAAAAAAMYLAj0AADAuzJ1XMiKB3hl/W6apMwuT3jNNS+0tUbXUR9TScDToa6kPy98clYaW9SkWsdRYG1ZjbVhS8tndhbbUWX3VLpVWOuV0M68PAAAAAAAgnxDoAQCAcWHKzAKVT3Sp6XB4yNcon+TSlBkFKe/bbIaKy50qLndq2knJYV80YsrfGI0HffVdQV9X6NfRNvT5GZ0dpur2dqpub+q8vqISe1LrztKe8/rsVPUBAAAAAACMNQR6AABgXDAMQxd+sVrPPHRQkfDgS+acLkMXXl096DaXDqdN5RNdKp/oSlnrDMaOVvN1V/Z1VflFOodY1icp0BpToDWog7uDSe8btuR5fWVVrkTgV1RsZ14fAAAAAABAjiLQAwAA40Z1jUcLb5ikFx+rHVSo53QZWnjDJFXXeEb0PO4CuyZMs2vCtOTrWpaljrbY0aCvR2Vf65GIzCEW9lmm1NoQUWtDRHuPWXO4uuf1dYd8Ryv7PEUMXAcAAAAAABhNBHoAAGBcmXZioS5bNkWvPFE/oPab5ZNcuvDq6hEP8/piGIaKih0qKnaktPg0Y5bamqMps/paGiJqaxn6vL5o2NKRQ2EdOZT6M/EU2ZJn9XWFfiWVTjldzOsDAAAAAADINAI9AAAw7lTXeHT17TU6uCeotze36oO3A7LMo+s2mzR9rldzzinWlBkFg26zmUk2u6GSyniY9rHZyWvRsKnWxkhS687u0C/YPvR5faGAqcOBkA5/FEpZ85Y6Umb1lVbF5wnamNcHAAAAAAAwIgj0AADAuGQYhqbOLNTUmYUKh0y1t0YVCZlyemzyljjk8oy9yjOHy6aKSW5VTHKnrIU6YmrtbV7fEGYKdmtviaq9JaoDu5Ln9dlsUnFlcuvOpHl9ORSSAgAAAAAA5DoCPQAAMO65PDaVe1yjfYyM8hTa5fmYXRM+ljqvL+CPpczqa2mIyH8kItPs5YL9ME3Fr1cfkdSRtOZ0GWln9ZVWO+UuYF4fAAAAAADAsQj0AAAAxjHDMOQtcchb4tDUmclrsZiltqbI0Vl9PUK/9pbokO8ZCVtqONiphoOdKWsFXnvKrL7SKqdKKpxyMK8PAAAAAACMUwR6AAAASMtu76qkq0qtXoyETbUeSZ3V11wfVmfHEMv6JAXbYwq2x1T74THz+gzJl5jX50oK/XzlDtlstPAEAAAAAAD5i0APAAAAg+Z02VQ52a3Kyanz+oKB9C08WxsiikaGOK/Pktqao2prjmr/zmPm9dmlksrUWX2lVU4V+pjXBwAAAAAAxj4CPQAAAIyogiK7CooKNOm4gqT3LdNSe2v0aAvP+qOVff6miKyhzuuLSc11ETXXRVLWnO708/rKql1yeWjhCQAAAAAAxgYCPQAAAGSFYTPkK3PKV+ZUzazktVjUkr8ptYVnS0NYgdbYkO8Z6bTUcKBTDQdS5/UV+uxJIV93ZV9JpVN2B1V9AAAAAAAgdxDoAQAAYNTZHYbKql0qq3ZJKkpaC3eaau3RurM79GuujygcGvq8vo62mDraYjr0QfK8PsOQfGWOlFl9pdVOeUuZ1wcAAAAAALKPQA8AAAA5zeW2qWqqW1VTk+f1WZalUMBUS31YzQ3JlX2tDRHFokOb12dZkr8pKn9TVPveT16zO4yueX1dXz1CvwIv8/oAAAAAAEBmEOgBAABgTDIMQwVeuwq8BZo0PXVeX1tLNNG2M17VF3/d1hSVNbSsT7GopabDYTUdDqesuTy2lFl93a+Z1wcAAAAAAIaDQA8AAAB5x7AZKi53qrjcqWknFiatxaKWWhsjaqlPntXXUh9RR9vQ5/WFQ6bq93Wqfl+aeX3F9qTWnWVdgV9xBfP6AAAAAABA/wj0AAAAMK7YHYbKJ7hUPsGVshYOmSmz+rpDv2HN6/PH1OGP6dCeY+b12aTi8vQtPL0lDhnM6wMAAAAAACLQAwAAABJcHpuqazyqrvEkvW9ZloLtsaTWnYnQ70hY5hAL+yxTaj0SUeuRiPa+l7zmcBoqqTqmhWd1/HVBkX2If0IAAAAAADAWEegBAAAA/TAMQ4U+hwp9Dk2ekTyvzzQttTdH1XzMrL6WhojamqPSEOf1RSOWGg+F1XgoLCmQtOYutCWCvrLqo4FfSaVTTjfz+gAAAAAAyDcEegAAAMAw2GyGiivi8/A+dlLyWjRiqvVIJGVWX0tDRMH2oc/r6+wwVbe3U3V7U+f1eUsdR1t49qjs85U7ZbfTwhMAAAAAgLGIQA8AAADIEIfTpopJblVMcqesdQZjR4O++nBS6BfpHGJZn6T2lqjaW6I6sCuY9L7NJhVXpM7qK61yqajELsMg7AMAAAAAIFcR6AEAAACjwF1g14Rpdk2Yljqvr8MfS57V1xX6tTZGhjyvzzSVuJbe7Uhac7iM5Iq+HqGfp5B5fQAAAAAAjDYCPQAAACCHGIahohKHikocmjLzmHl9MUttzdGk1p1J8/qGKBq2dORgWEcOhlPWPEW2eNBXfbSir7jCrphlye6kqg8AAAAAgGwg0AMAAADGCJvdUEmlUyWVTn1sdvJaJNxzXl9XZV99/HUoYA75nqGAqcOBkA5/FEpZKyw2VD4hqrJqd2JWX2mVS74yh2zM6wMAAAAAYMQQ6AEAAAB5wOmyqXKyW5WTU+f1hQIxtRxJndXX0hBRNDz0eX0dfksd/pAO7EoO+2x2qaQidVZfaZVThcXM6wMAAAAAYLAI9AAAAIA85ymya2KRXRM/ljqvL9AaS5nV19IQkb8xInOIhX1mTGquj6i5PpKy5nQbaWf1lVY55S5gXh8AAAAAAOkQ6AEAAADjlGEY8pY65C11aOoJyWuxmKW2pkjKrL6WhojaW4Y+ry/SaanhQKcaDnSmrBV47UmtO7uDvpJKpxxO25DvCQAAAADAWEegBwAAACCF3d5dSedKWQt1RPTR7nq1N1kyOwvUeiSaCPw6O4Y+ry/YHlOwPabaD4+Z12dIvjJHUuvO0mqnyqpc8pY5ZLPRwhMAAAAAkN8I9AAAAAAMitNtU2m1XaXVUlVVqez2o60yg4GuFp5pKvtikSHO67Oktqao2pqi2v/XYNKSzS6VVrq6qvqSA78CL/P6AAAAAAD5gUAPAAAAwIgpKLKroKhAk44rSHrfMi21t0ZTZvW1NETkb4rIGsa8vqa6sJrqwilrLo/t6Ky+quTQz+WhhScAAAAAYOwg0AMAAACQcYbNkK/MKV+ZUzWzktdiUUv+xLy+eNDX3BX4dfhjQ75nOGSqfn+n6venzusr9NlTZvWVVrtUUuGU3UFVHwAAAAAgtxDoAQAAABhVdoehsmqXyqpdkoqS1sIhM6ltZ+J1fUTh0NDn9XW0xdTRFtOhPcnz+gxD8pU7klp3dr/2lTpkMK8PAAAAADAKCPQAAAAA5CyXx6bqGo+qazxJ71uWpWB7LG0Lz9YjEcWiQ5vXZ1mSvzEqf2NU+95PXrM7DZVUOpPaeJZ1VfZ5imzM6wMAAAAAZAyBHgAAAIAxxzAMFfocKvQ5NHl68rw+07TU3hJNauHZHfr5m6PS0LI+xSKWmmrDaqpNndfnLrClndVXUuWUy828PgAAAADA8BDoAQAAAMgrNpuh4nKnisudmnZSYdJaNGLK3xiNB331yW08O9qGPq+vM2iqbl+n6valzusrKrEnz+rrCv2Ky5nXBwAAAAAYGAI9SXv37tUDDzygDRs2aP/+/XK73ZoxY4auuuoq3XLLLSosLOz/Iv348MMP9cADD+h//ud/tHfvXpmmqcmTJ+szn/mMbrnlFp188skDus7WrVv1yCOPaMuWLTp48KAikYjKy8v1iU98QldccYWuvfZauVyuYZ8XAAAAyEcOp03lE10qn5j6/zN3BmNpZ/W1NIQV6RxiWZ+kQGtMgdagDu4OJr1v2KTi8h4tPKuPhn7eEub1AQAAAACOMizLGvq/meaB559/XkuWLJHf70+7PmvWLG3YsEEzZ84c8j3WrFmjr371qwqHU1vzSJLL5dKqVau0bNmyXq9hWZaWL1+uBx98sM97nXzyyXrhhRc0bdq0IZ+3NwcOHFBNTY0kaf/+/Zo6deqI3wOQpFgspoaGBklSVVWV7Hb7KJ8IwHDxXAP5Zbw905ZlqaMtdjTo61HZ13okInPohX29cjgNlfSs6KtydrXydKmgKL9/3si+8fZMA+MBzzWQX3imgbElU1nKuK7Q27ZtmxYvXqxgMCiv16s77rhDCxYsUDAY1JNPPqlHHnlEO3fu1KJFi/TGG2/I5/MN+h5PPvmkbr75ZklSSUmJVqxYoQsuuEBut1vbtm3TypUrtXv3bt16662qrq7WVVddlfY63/ve9xJhns/n09e//nXNmzdPXq9Xf/3rX7Vq1Sq98847+stf/qJFixZp27ZtcjjG9f95AQAAgBFhGIaKih0qKnZoyoxj5vXFLLU1R1Nm9bU0RNTWMvR5fdGIpcZDYTUeCksKJK25C4/O6yurPhr4lVQ65WReHwAAAADkpXFdoXfeeedp06ZNcjgcev3113X22Wcnrd977726/fbbJUl333237rnnnkFdv6OjQ8cff7zq6+vl9Xq1detWzZkzJ2mP3+/XOeeco7ffflsTJkzQ7t275fV6k/ZEIhFVV1erpaVFLpdLf/jDH3TKKack7YlGozrnnHP0hz/8QZL0X//1X7riiisGdd7+UKGHbOG3joD8w3MN5Bee6YGJhk21NkaSWnd2h37B9gyU9UnyljqSZ/V1Vfb5yp2y22nhifR4poH8w3MN5BeeaWBsoUJvhP3xj3/Upk2bJEk33nhjSpgnSStWrNDatWv13nvvafXq1brrrrvkdDoHfI8XXnhB9fX1kqTly5enhHmSVFxcrPvvv1+f+cxnVFdXp3Xr1qW03nzvvffU0tIiSfrsZz+bEuZJksPh0J133qm/+7u/kxSftTfSgR4AAACAgXO4bKqY5FbFJHfKWqgjptbe5vWFh/47l+0tUbW3RHVgV/K8PptNKq5IndVXWuVSUYldhjF2w75wyFR7S1SRTlNOt03eUodcHioVAQAAAOSXcRvoPfvss4nX119/fdo9NptN11xzje644w61tLRo48aNuuiiiwZ8jzfeeCPxeuHChb3umz9/vjwej0KhkJ5++umUQK/n7L3p06f3ep0ZM2ak/QwAAACA3OIptMvzMbsmfMyT9L5lWQr4Yymz+loaIvIficg0h3Y/01SiOlDvdiStOV3d8/p6BH1doZ+nMDd/+9uyLB3cHdTbm1v1wTsBWT1+LoZNmj63SHPnlWjKzIIxHVYCAAAAQLdxG+ht3rxZklRUVKRPfepTve47//zzE6+3bNkyqECvsbEx8XrChAm97nM4HCovL9ehQ4e0detWRaPRpPl3J5xwggzDkGVZ+uCDD3q9zp49exKvTzzxxAGfEwAAAEBuMAxD3hKHvCUOTZ2ZvGbGLPmbIkdn9fUI/dpbokO+ZyRs6cjBsI4cTP2lQE+RLR70VR/TxrPSKYdrdKrg6veH9MoT9Wo6nP6XGC1T2vNWQHveCqh8oksXfrFa1TWetHsBAAAAYKwYt4Hee++9J0maOXNmUnh2rJNOOinlMwPVcxZea2trr/ssy5Lf75cUr6zbvXt30n1LSkp09dVX64knntCvfvUr7dixQ5/4xCeSrhGNRvXd7343af9gHThwoM/12traxOtYLKZYLDNzP4BYLCaz69fP+fsMyA8810B+4ZkePb5yu3zldtWcmBxQRcKm/Eei8aDvSCTRzrO1IaJQxxDL+iSFAqYOB0I6/FEoecGQvCV2lVY5u6r7nCqpjP/VV+aQLUPz+vbvDOqldXWKDrAtadPhsH750EH97+smqGZWQUbOlA94poH8w3MN5BeeaWBsydRzOi4DvVAopCNHjkhSv8MIy8rKVFRUpEAgoP379w/qPrNnz068fu2113qtBNy2bZva29sT3+/bty8p0JOk+++/X++//77+/Oc/69xzz9WKFSv06U9/Wl6vV3/961/1gx/8QG+99ZYKCwu1fv16VVRUDOqskhJDGgeisbFRbnfqLBBgJJimmRSC22zMQAHGOp5rIL/wTOcop1Q8Of6VeENOdQYttTeZam821dZkqr3JUluzqfYmU7GhFvZZUntLTO0tMR3YlRz2GTbJW2rIW26Tr9wmb1nXX8sNeYqMIbfAbD4c02+fCCoWGdznomFLL649rPlfLFDZxNxsITraeKaB/MNzDeQXnmlgbOnZvXEkjctAr62tLfG6ZxVdb7oDvZ6h20AsXLhQDodD0WhU999/v6655hpVVlYm7TFNU3fddVev5+s2YcIEbdq0SY888oi++93v6u67705aNwxDS5cu1YoVK1LCQAAAAADjl7vAkHuKXRVTksMsy7IUbLO6gr546Ncd9AVaLFkDK4JLYZlSW5OltqaYapX8m6kOl44GfGVGV9AX/97p7j3osyxLf9rQOegwr1ssIv1pQ6c+cwMz9QAAAACMTeMy0AuFjv4Gqcvl6nd/dyVaMBgc1H1qamr0pS99SQ899JAOHjyoefPmaeXKlVqwYIFcLpe2b9+ue+65Ry+//LJcLpfC4XCf93n11Vf1k5/8RHV1dSlrlmXpv//7v1VRUaHvfOc7A/pzHau/CsTa2lqdeeaZkqSKigpVVVUN+h7AQPQsSa6srJTdzm9SA2MdzzWQX3im80h1+rdjMUttTdFE287uuX2tRyIKtA69fUw0LLXUmWqpS20DWuC1Jdp3llYebeVZXOFQ3d5O+Y8EhnxfSfIfMRXx+zRlJq03j8UzDeQfnmsgv/BMA2NLZ2dnRq47LgM9j+fovInuEK0v3T/8goLB/4vffffdpw8++EAvvPCCdu7cqUsvvTRlz+mnn64zzjhDDz/8sCTJ5/Ol7Fm9erVuu+02WZal8847T9/+9rd15plnyuPxaM+ePXrsscf0gx/8QN///ve1efNmvfTSSwOqPuypv/ajPdntdv7BgYzqbh3A32tA/uC5BvILz3R+s9uliokOVUz0pKyFO021HomopT6cCPpaGsJqqY+oMzj0eX3BdlPB9k4d/vCYf/k1JIdjZKrq3t3armknDu7fk8YLnmkg//BcA/mFZxoYOzL1jI7LQK9nYDaQNpqBQPw3QQcbkEnx6r7nn39ejz32mP793/9db731lqyu3jXV1dW66aab9K1vfUu33XZb4jNlZWVJ19ixY4e+/vWvy7IsXXjhhXrppZeS/oaYPXu27r33Xs2ePVs33nijtmzZorvvvlurVq0a9HkBAAAAoC8ut01VU9yqmpI8U9uyLIUCZjzc6w76ukO/IxHFIkPt4SlFh/rZY+x5u13hkCmXh7kzAAAAAMaWcRnoeTweVVRUqLGxUQcOHOhzb3NzcyLQq6mpGdL9bDabli5dqqVLl6qtrU11dXUqLCzUxIkTE79ZsWvXrsT+j3/840mfX7t2rUwz/puu//Iv/9JrunvDDTfoe9/7nnbt2qV169bpvvvuYz4EAAAAgKwwDEMFXrsKvAWadHxydxPLtNTeGlVLfY+Kvq7Qz98YGfK8vsGyTOmDt9s19YRCFRXbZdj49yUAAAAAY8O4DPSkeGi2adMm7d69W9FoVA5H+h/F+++/n3g9e/bsYd/X5/OltNSMxWLavn27JGn69OmqrKxMWn/vvfcSr0877bQ+r3/aaadp165dampqUn19vSZMmDDsMwMAAADAcBg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}, "metadata": { "image/png": { "width": 890, "height": 488 } } }, { "output_type": "stream", "name": "stdout", "text": [ "Final training accuracy: 0.9652\n", "Final validation accuracy: 0.9273\n" ] } ] }, { "cell_type": "markdown", "source": [ "#### 8.4: Winner" ], "metadata": { "id": "iOW61vwUtEi1" } }, { "cell_type": "markdown", "source": [ "- Choose the best one out of the three models.\n", "\n", "- Export the model to a `pickle` file.\n", "\n", "- Upload the pickle file to the same(!) model repository.\n" ], "metadata": { "id": "2t9YFU9KtH8p" } }, { "cell_type": "code", "source": [ "import pickle\n", "\n", "# Export the winning classification model (Gradient Boosting)\n", "with open('classification_model.pkl', 'wb') as f:\n", " pickle.dump(gb_cls, f)\n", "\n", "print(\"Classification model saved as 'classification_model.pkl'\")\n", "\n", "# Verify the model loads correctly\n", "with open('classification_model.pkl', 'rb') as f:\n", " loaded_cls_model = pickle.load(f)\n", "\n", "y_pred_check = loaded_cls_model.predict(X_test_cls)\n", "print(\"Model loaded and verified!\")\n", "\n", "# Download the file\n", "from google.colab import files\n", "files.download('classification_model.pkl')" ], "metadata": { "id": "-GsJatjRsvZ-", "colab": { "base_uri": "https://localhost:8080/", "height": 52 }, "outputId": "1a73a8fd-aed9-49c4-f2fa-01ca54c36e14" }, "execution_count": 78, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Classification model saved as 'classification_model.pkl'\n", "Model loaded and verified!\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "application/javascript": [ "\n", " async function download(id, filename, size) {\n", " if (!google.colab.kernel.accessAllowed) {\n", " return;\n", " }\n", " const div = document.createElement('div');\n", " const label = document.createElement('label');\n", " label.textContent = `Downloading \"${filename}\": `;\n", " div.appendChild(label);\n", " const progress = document.createElement('progress');\n", " progress.max = size;\n", " div.appendChild(progress);\n", " document.body.appendChild(div);\n", "\n", " const buffers = [];\n", " let downloaded = 0;\n", "\n", " const channel = await google.colab.kernel.comms.open(id);\n", " // Send a message to notify the kernel that we're ready.\n", " channel.send({})\n", "\n", " for await (const message of channel.messages) {\n", " // Send a message to notify the kernel that we're ready.\n", " channel.send({})\n", " if (message.buffers) {\n", " for (const buffer of message.buffers) {\n", " buffers.push(buffer);\n", " downloaded += buffer.byteLength;\n", " progress.value = downloaded;\n", " }\n", " }\n", " }\n", " const blob = new Blob(buffers, {type: 'application/binary'});\n", " const a = document.createElement('a');\n", " a.href = window.URL.createObjectURL(blob);\n", " a.download = filename;\n", " div.appendChild(a);\n", " a.click();\n", " div.remove();\n", " }\n", " " ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "application/javascript": [ "download(\"download_42ca322b-dbed-47d9-9be2-e085cc123611\", \"classification_model.pkl\", 402563)" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "


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" ], "metadata": { "id": "TlClTFEgXFTX" } }, { "cell_type": "markdown", "source": [ "# **Part 9: Presentation Video**\n", "\n", "- Record a brief video (4–6 minutes) with screen sharing of you walk through the HF's model repository, README, and sharing your process & results. Include a screen share while also recording yourself talking during the walk through.\n", "\n", "- The recording will include sharing the screen, and you talking to the camera (show yourself in a circle on the bottom).\n", "\n", "- Videos without your face talking while going ower your work wont be acceptable.\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "metadata": { "id": "mzYCO54GIPdP" } }, { "cell_type": "markdown", "source": [ "> For help:\n", "> - Youtube [Watch this video](https://www.youtube.com/watch?v=DK7Z_nYhjjg)\n", "> - Loom [Watch this video](https://www.youtube.com/watch?v=eSCHNXTsJK8)\n", "> - Zoom [Watch this video](https://www.youtube.com/watch?v=njwbjFYCbGU)\n" ], "metadata": { "id": "fl0X5y1muPvw" } }, { "cell_type": "markdown", "source": [ "- Include:\n", " - A quick dataset overview and your main goal.\n", " - Key EDA steps and highlights of visual insights.\n", " - How you engineered features. About your clustering.\n", " - The models you trained, your iterative process, and what you learned.\n", " - Key visualizations and takeaways.\n", " - Reflections on any challenges and lessons learned.\n", " - Extra work.\n", "\n", "- Finally, attach the video to the beginning of the `README` file, and make sure everything works. *The video should be placed at the beginning of the README and must be playable within it. It can be recorded using `Vimeo`, `YouTube`, `Loom`, and uploaded to your HF model repo.*" ], "metadata": { "id": "Kw06OJESuWGp" } }, { "cell_type": "code", "source": [ "# The following is an example on how to include your video in the README file.\n", "# \n" ], "metadata": { "id": "ccJCoq6HutHy" }, "execution_count": 79, "outputs": [] }, { "cell_type": "markdown", "source": [ "


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" ], "metadata": { "id": "YvNRPdxhvWaK" } }, { "cell_type": "markdown", "source": [ "# Part 10: Moodle" ], "metadata": { "id": "EZzOzA3YupFc" } }, { "cell_type": "markdown", "source": [ "**Submit to Moodle only one link - the link to your HF's Model Repository.** \n", "\n", "The Repo should Include:\n", "- README\n", "- Python Notebook\n", "- 1 pickle model for regression\n", "- 1 pickle model for classification\n", "- Video Presentation" ], "metadata": { "id": "n28Xs2gRusQh" } }, { "cell_type": "code", "source": [], "metadata": { "id": "DFqtRAswvKox" }, "execution_count": 79, "outputs": [] }, { "cell_type": "markdown", "source": [ "\n", "---\n", "\n", "
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\n", "\n", "Good luck and have fun creating AI model!" ], "metadata": { "id": "rN8TJ_5oIPfm" } }, { "cell_type": "code", "source": [], "metadata": { "id": "cPgKfBWKvU8K" }, "execution_count": 79, "outputs": [] } ] }