{ "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", "import kagglehub\n", "\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "# " ], "metadata": { "id": "H9ZazAMOc5jC" }, "execution_count": 1, "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": 2, "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": 3, "outputs": [] }, { "cell_type": "markdown", "source": [ "Warnings" ], "metadata": { "id": "UwSXkPGvecLK" } }, { "cell_type": "code", "source": [ "import warnings\n", "warnings.filterwarnings('ignore')" ], "metadata": { "id": "Nk9C78G3d7vp" }, "execution_count": 4, "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": [], "metadata": { "id": "GFaHgQJyKwa5" } }, { "cell_type": "code", "source": [ "path = kagglehub.dataset_download(\"martinfrederiksen/danish-residential-housing-prices-1992-2024\")\n", "csv_file = [f for f in os.listdir(path) if f.endswith('.csv')][0]\n", "data = pd.read_csv(os.path.join(path, csv_file))\n" ], "metadata": { "id": "OI0MZzohKwfE", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "597e9137-3fe1-4a63-ae3a-bd7cda79a8a0" }, "execution_count": 5, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Downloading to /root/.cache/kagglehub/datasets/martinfrederiksen/danish-residential-housing-prices-1992-2024/3.archive...\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "100%|██████████| 36.2M/36.2M [00:00<00:00, 118MB/s]" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Extracting files...\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "\n" ] } ] }, { "cell_type": "markdown", "source": [], "metadata": { "id": "Lgum4x_tKwjL" } }, { "cell_type": "code", "source": [ "data.head()" ], "metadata": { "id": "SWIrnfSLKwnE", "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "outputId": "bd2fe85a-0633-4bf5-cf71-d3a2c0b4097a" }, "execution_count": 6, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " date quarter house_id house_type sales_type year_build \\\n", "0 2024-10-24 2024Q4 16 Villa regular_sale 1997 \n", "1 2024-10-24 2024Q4 13 Apartment regular_sale 1885 \n", "2 2024-10-23 2024Q4 60 Villa regular_sale 1949 \n", "3 2024-10-23 2024Q4 29 Villa regular_sale 2001 \n", "4 2024-10-22 2024Q4 92 Apartment regular_sale 1965 \n", "\n", " purchase_price %_change_between_offer_and_purchase no_rooms sqm \\\n", "0 6500000 -3.0 5 142.0 \n", "1 3400000 0.0 2 46.0 \n", "2 4550000 -4.0 4 112.0 \n", "3 1630000 -12.0 4 186.0 \n", "4 1975000 -10.0 3 82.0 \n", "\n", " sqm_price address zip_code city \\\n", "0 45774.650 Spættevej 16 2680 Solrød Strand \n", "1 73913.050 Jakob Dannefærds Vej 10B, 4. th 1973 Frederiksberg C \n", "2 40625.000 Vestre Plantagevej 3 2680 Solrød Strand \n", "3 8763.440 Toftebjerg 3 4400 Kalundborg \n", "4 24085.365 Ryttergårdsvej 20, 1. 113 3520 Farum \n", "\n", " area region nom_interest_rate% dk_ann_infl_rate% \\\n", "0 Capital, Copenhagen Zealand 3.1 NaN \n", "1 Capital, Copenhagen Zealand 3.1 NaN \n", "2 Capital, Copenhagen Zealand 3.1 NaN \n", "3 Other islands Zealand 3.1 NaN \n", "4 North Zealand Zealand 3.1 NaN \n", "\n", " yield_on_mortgage_credit_bonds% \n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN " ], "text/html": [ "\n", "
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datequarterhouse_idhouse_typesales_typeyear_buildpurchase_price%_change_between_offer_and_purchaseno_roomssqmsqm_priceaddresszip_codecityarearegionnom_interest_rate%dk_ann_infl_rate%yield_on_mortgage_credit_bonds%
02024-10-242024Q416Villaregular_sale19976500000-3.05142.045774.650Spættevej 162680Solrød StrandCapital, CopenhagenZealand3.1NaNNaN
12024-10-242024Q413Apartmentregular_sale188534000000.0246.073913.050Jakob Dannefærds Vej 10B, 4. th1973Frederiksberg CCapital, CopenhagenZealand3.1NaNNaN
22024-10-232024Q460Villaregular_sale19494550000-4.04112.040625.000Vestre Plantagevej 32680Solrød StrandCapital, CopenhagenZealand3.1NaNNaN
32024-10-232024Q429Villaregular_sale20011630000-12.04186.08763.440Toftebjerg 34400KalundborgOther islandsZealand3.1NaNNaN
42024-10-222024Q492Apartmentregular_sale19651975000-10.0382.024085.365Ryttergårdsvej 20, 1. 1133520FarumNorth ZealandZealand3.1NaNNaN
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "data", "summary": "{\n \"name\": \"data\",\n \"rows\": 100000,\n \"fields\": [\n {\n \"column\": \"date\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 11254,\n \"samples\": [\n \"2003-05-29\",\n \"2007-02-10\",\n \"2020-10-28\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"quarter\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 130,\n \"samples\": [\n \"2010Q3\",\n \"2014Q2\",\n \"2020Q1\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"house_id\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 434890,\n \"min\": 13,\n \"max\": 1507901,\n \"num_unique_values\": 100000,\n \"samples\": [\n 1135851,\n 1203442,\n 288126\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"house_type\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"Apartment\",\n \"Farm\",\n \"Summerhouse\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sales_type\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"family_sale\",\n \"auction\",\n \"regular_sale\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"year_build\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 45,\n \"min\": 1000,\n \"max\": 2024,\n \"num_unique_values\": 344,\n \"samples\": [\n 1865,\n 1871,\n 1805\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"purchase_price\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1777832,\n \"min\": 250200,\n \"max\": 45955000,\n \"num_unique_values\": 14100,\n \"samples\": [\n 3351000,\n 427000,\n 666250\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": 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\"samples\": [\n 15532.995,\n 26737.969,\n 11931.818\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"address\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 92463,\n \"samples\": [\n \"Linkenk\\u00e6rsvej 65\",\n \"Gadholtvej 17\",\n \"Ulsh\\u00f8jsvej 23\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"zip_code\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2369,\n \"min\": 1051,\n \"max\": 9990,\n \"num_unique_values\": 862,\n \"samples\": [\n 1672,\n 1800,\n 2720\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"city\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 607,\n \"samples\": [\n \"Bagenkop\",\n \"Lundby\",\n \"L\\u00f8sning\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"area\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 8,\n \"samples\": [\n \"Other islands\",\n \"East & mid jutland\",\n \"Capital, Copenhagen\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"region\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"Fyn & islands\",\n \"Bornholm\",\n \"Zealand\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"nom_interest_rate%\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2.0480777639825294,\n \"min\": 0.0,\n \"max\": 9.5,\n \"num_unique_values\": 31,\n \"samples\": [\n 6.25,\n 4.0,\n 4.75\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"dk_ann_infl_rate%\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.6384401657806427,\n \"min\": 0.25,\n \"max\": 7.7,\n \"num_unique_values\": 30,\n \"samples\": [\n 1.99,\n 1.3,\n 2.9\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"yield_on_mortgage_credit_bonds%\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2.1944277448691816,\n \"min\": 1.1,\n \"max\": 10.14,\n \"num_unique_values\": 33,\n \"samples\": [\n 8.16,\n 5.5,\n 6.27\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 6 } ] }, { "cell_type": "code", "source": [ "data.shape" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "OErc4NP4uArF", "outputId": "73225b6b-0d94-4d92-930f-05c5483ac969" }, "execution_count": 7, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(100000, 19)" ] }, "metadata": {}, "execution_count": 7 } ] }, { "cell_type": "code", "source": [ "data.info()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "XJSw3Rf6uCcd", "outputId": "582f0e3d-c9bd-4285-928e-03263bca0c4d" }, "execution_count": 8, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "RangeIndex: 100000 entries, 0 to 99999\n", "Data columns (total 19 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 date 100000 non-null object \n", " 1 quarter 100000 non-null object \n", " 2 house_id 100000 non-null int64 \n", " 3 house_type 100000 non-null object \n", " 4 sales_type 100000 non-null object \n", " 5 year_build 100000 non-null int64 \n", " 6 purchase_price 100000 non-null int64 \n", " 7 %_change_between_offer_and_purchase 100000 non-null float64\n", " 8 no_rooms 100000 non-null int64 \n", " 9 sqm 100000 non-null float64\n", " 10 sqm_price 100000 non-null float64\n", " 11 address 100000 non-null object \n", " 12 zip_code 100000 non-null int64 \n", " 13 city 99989 non-null object \n", " 14 area 100000 non-null object \n", " 15 region 100000 non-null object \n", " 16 nom_interest_rate% 100000 non-null float64\n", " 17 dk_ann_infl_rate% 99923 non-null float64\n", " 18 yield_on_mortgage_credit_bonds% 99923 non-null float64\n", "dtypes: float64(6), int64(5), object(8)\n", "memory usage: 14.5+ MB\n" ] } ] }, { "cell_type": "markdown", "source": [ "**Target Variable and research goal:**\n", "\n", "* The target variable is **purchase_price**.\n", "* The research question is- **\"Evaluating the Predictive Power of Structural Characteristics on Residential Real Estate Pricing in Denmark.\"**\n", "\n", "\n" ], "metadata": { "id": "qB_TFnrVuKqT" } }, { "cell_type": "markdown", "source": [ "


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" ], "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": "code", "source": [ "#Chaking for missing values\n", "data.isnull().sum()" ], "metadata": { "id": "fUEbi2wOhssS", "colab": { "base_uri": "https://localhost:8080/", "height": 680 }, "outputId": "b30df692-d4cd-42b5-85aa-1780234a97d7" }, "execution_count": 9, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "date 0\n", "quarter 0\n", "house_id 0\n", "house_type 0\n", "sales_type 0\n", "year_build 0\n", "purchase_price 0\n", "%_change_between_offer_and_purchase 0\n", "no_rooms 0\n", "sqm 0\n", "sqm_price 0\n", "address 0\n", "zip_code 0\n", "city 11\n", "area 0\n", "region 0\n", "nom_interest_rate% 0\n", "dk_ann_infl_rate% 77\n", "yield_on_mortgage_credit_bonds% 77\n", "dtype: int64" ], "text/html": [ "
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" ] }, "metadata": {}, "execution_count": 9 } ] }, { "cell_type": "markdown", "source": [], "metadata": { "id": "w69eaRq6hr9K" } }, { "cell_type": "code", "source": [ "#chaking for duplicate entries\n", "data.duplicated().sum()" ], "metadata": { "id": "Qe5k-9DLK07M", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "e902c1eb-72b0-4606-d1c1-a34821e53fbe" }, "execution_count": 10, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "np.int64(0)" ] }, "metadata": {}, "execution_count": 10 } ] }, { "cell_type": "code", "source": [ "#droping 'house_id' ,'address' and 'sales_type' coulmS - there is no use for this data\n", "data.drop(columns='house_id', inplace=True)\n", "data.drop(columns='address', inplace=True)\n", "data.drop(columns='sales_type', inplace=True)\n", "data.shape\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "O3sXwpxFvNuC", "outputId": "0e394903-20c7-42e6-8deb-f93162e50b3b" }, "execution_count": 11, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(100000, 16)" ] }, "metadata": {}, "execution_count": 11 } ] }, { "cell_type": "code", "source": [ "#understanding that 'city','dk_ann_infl_rate%','yield_on_mortgage_credit_bonds%' coulms have a missing values, dropping missing values by using 'dropna'.\n", "data = data.dropna()\n", "data.shape\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ZI9OMqQbzlJ9", "outputId": "1510117d-226a-4017-e3ed-e4f44da0f391" }, "execution_count": 12, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(99912, 16)" ] }, "metadata": {}, "execution_count": 12 } ] }, { "cell_type": "code", "source": [ "#Division into two - numeric and categorical\n", "numeric_columns = ['year_build','purchase_price','%_change_between_offer_and_purchase','no_rooms','sqm','sqm_price','nom_interest_rate%', 'dk_ann_infl_rate%', 'yield_on_mortgage_credit_bonds%']\n", "categorical_columns = ['quarter','house_type','zip_code','city','area','region']\n", "variables = numeric_columns + categorical_columns" ], "metadata": { "id": "pI2XOi3F0eU7" }, "execution_count": 13, "outputs": [] }, { "cell_type": "code", "source": [ "#finding outliers in each coulmn\n", "for feature in variables:\n", " plt.figure(figsize=(10, 4))\n", " sns.boxplot(x=data[feature].dropna())\n", " plt.title(f'Outliers in {feature}')\n", " plt.xlabel(feature)\n", " plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "H1-9ZY7A2KV9", "outputId": "7de12a03-01f9-48ee-8530-0ccf63c3ec37" }, "execution_count": 14, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" 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1wuaiqKgoO2tU165do2HDhhvdZ40nDw0bNoxu3brV9MPCRmnXrl1st912uS4Dai2vEaiY1wisn9cJVMxrBCrmNQLr53VCbVcdU10VZ9orAAAAAAAgKcIPAAAAAAAgKcIPAAAAAAAgKcIPAAAAAAAgKcIPAAAAAAAgKcIPAAAAAAAgKcIPAAAAAAAgKXmZTCaT6yIAAAAAAACqiys/AAAAAACApAg/AAAAAACApAg/AAAAAACApAg/AAAAAACApAg/AAAAAACApAg/AAAAAACApAg/AAAAAACApAg/AAAAAACApAg/AAAAAACApAg/AAAAAACApAg/4P+bOnVq/O53v4u+ffvGdtttFw0aNIitttoqunTpEqeddlpMmjQp1yVCrXXxxRdHXl5e9t/48eNzXRLk3KeffhpDhgyJ7373u9G6deto2LBhdOzYMbp37x6DBw+Ot956K9clQs4UFhbG7bffHocccki0a9cu+3fXLrvsEqeddlpMnjw51yVCtfviiy/i8ccfj8GDB8ehhx4arVq1yv7tNHDgwCr399RTT0X//v2z712222676N+/fzz11FPVXzzUkOp4nSxbtiweeuih+NnPfhbdunWL5s2bR7169aJly5ZxwAEHxNChQ2POnDmb9kRgE6nu3yXFLVu2LHbaaadsfzvssEO11Ay5lJfJZDK5LgJyrUePHjFx4sT1tjv11FPjtttui/r169dAVbB5eP3116Nbt25RVFSUvW/cuHFRUFCQu6Igx2688ca49NJLY+nSpeW2Oe+88+L666+vuaKglpgxY0Ycfvjh8fbbb1fYbtCgQXHDDTdEXl5eDVUGm1ZFP8sDBgyIkSNHVqqf1atXx1lnnRV33HFHuW3OOOOMuOWWW6JOHd93ZPOysa+T//73v3HggQfG119/XWG7pk2bxq233honnnjihpQJOVNdv0vKcsEFF8S1116bvd2pU6f45JNPNrg/qA3yc10A1AazZs2KiIj27dvH8ccfH927d4/tt98+Vq1aFS+88EJce+218fnnn8fdd98dK1eujFGjRuW4Yqgd1r75LioqijZt2sQXX3yR65Ig5y6//PK47LLLIiKiS5cuceaZZ0a3bt1im222iS+//DJee+21GD16tA+k2CKtXLmyRPDx7W9/O371q1/FLrvsEkuWLIlJkybFtddeG0uXLo0bb7wx2rdvH5dcckmOq4bqt/3228euu+4aTz/9dJWP/c1vfpMNPvbee++46KKLonPnzjFt2rT4/e9/H6+99lrcfvvt0bp167jyyiuru3SoMRvyOlm8eHE2+DjwwAOjX79+8d3vfjdatmwZ8+bNi4ceeihuu+22WLx4cZxyyinRtGnTOPTQQzfVKcAmtTG/S9b12muvxfXXXx8NGzaMevXqxZIlS6qhQsg9V35ARPTr1y9OPfXUOPbYY6Nu3bql9s+fPz8OPPDA+OCDDyIiYsKECdGjR4+aLhNqneuvvz5++ctfxq677hr9+/ePq666KiJc+cGWa+zYsdGnT5+IWHO14O233x716tUrs21hYaErCdniPPjgg3H88cdHRMQBBxwQEydOLPW31yuvvBIHHHBArFy5Mpo1axbz5s2L/Hzf2WLzN2TIkOjWrVt069Yttt122/jkk09ixx13jIjKf1v3gw8+iD322COKioriu9/9bjz33HPRqFGj7P5ly5ZFz549Y+rUqZGfnx/vvvtufOtb39pUpwTVbmNfJ5MnT44bbrghhgwZErvvvnuZbR555JHo379/ZDKZ6Ny5c3z44YeuMmSzUR2/S9a1atWq+N73vhevvPJK/O53v4s77rgjZsyY4coPkuArhxARjz/+eJxwwgllBh8REa1atSpx6d+DDz5YU6VBrfXpp59mv93+t7/9zYe4bPFWr14dP/vZzyIiYq+99oo77rij3OAjIrxm2CIVX8vj0ksvLfNvr3333Tf69esXERGLFi2Kd999t8bqg01p2LBh0a9fv9h22203uI/rr78+O9XojTfeWCL4iIho3Lhx3HjjjRERUVRUFNddd92GFww5sLGvk+9///vxwAMPlBt8REQcddRRccwxx0RExLRp0+K1117boMeCXKiO3yXruuGGG+KVV16JXXbZJS6++OJq6xdqA+EHVFKvXr2y29OmTcthJVA7/PznP4+vv/46BgwYED179sx1OZBzTz/9dHz44YcREXHxxRf7pjqUobCwMLu90047lduuc+fOZR4DW7JMJhOPPPJIRETsuuuusf/++5fZbv/9949ddtklItZ8w91kD1Ca9/ewxowZM2Lw4MER4UuNpEn4AZW0YsWK7HZ5V4jAluIf//hHPP7449GiRYv44x//mOtyoFb45z//GRFrFiFc+631iIgFCxbEhx9+GAsWLMhVaVBrrP1ANiLi448/Lrfd2g+i8vLyYuedd97kdcHmYPr06dm1Ctf3xZO1+z///HNTlkAZvL+HNc4999xYunRp/OQnPzF1NUkSfkAlTZgwIbu922675bASyK1FixbFeeedFxER11xzTbRq1SrHFUHtMGXKlIiI2GGHHWLrrbeOUaNGRdeuXaNly5bRpUuXaNmyZeyyyy7xxz/+scQbbtiSnHTSSdG0adOIWPM7ZNWqVaXavPbaa/HEE09ERMTJJ5+cbQ9bunfeeSe7veuuu1bYtvh+U8dBad7fQ8T9998fTz75ZDRv3rzEVO+QEuEHVMLq1avj6quvzt4+4YQTclgN5NZFF10Uc+bMiQMPPDBOP/30XJcDtcLq1avjvffei4g160Sdd955ccopp8Rbb71Vot0HH3wQF154YRx88MGxaNGiHFQKudWqVau45557onHjxvH8889Ht27d4u67744pU6bEM888E8OGDYuePXtGYWFh7LPPPt6IQzGfffZZdnu77barsG3Hjh2z2zNnztxkNcHm6I033siG7F27dhV+sEVauHBhnH/++RERcfXVV0fr1q1zWxBsIsIPqITrrrsuXnrppYiIOOaYY2LffffNcUWQGxMnTozbb7898vPz429/+1vk5eXluiSoFb766qtYvXp1RES8+eab8ec//znatWsX9957byxYsCCWLVsWEyZMyM7PPnny5PjpT3+ay5IhZ4488sh45ZVX4owzzojXX389BgwYEAcccED84Ac/iKFDh0bjxo3j+uuvj4kTJ1brYp6wuVuyZEl2e6uttqqwbZMmTbLbX3/99SarCTY3K1asiDPOOCN75eEVV1yR44ogNy688MKYO3duHHDAAXHmmWfmuhzYZIQfsB4TJkyISy65JCIi2rRpEzfffHOOK4LcKCwsjLPOOisymUz88pe/jD333DPXJUGtsXTp0uz28uXLo3HjxjFu3Lg45ZRTonnz5tGoUaPo0aNHPPvss7HXXntFRMTo0aPjxRdfzFXJkDOFhYVx9913l7sQ89y5c+Pee++NZ555JgfVQe21fPny7Pb6FqRt0KBBdvubb77ZZDXB5uYXv/hFTJ06NSIiBgwYEEcccUSOK4Ka99xzz8WIESN8qZEtgvADKvD2229H//79o6ioKBo2bBj//Oc/o02bNrkuC3LiyiuvjPfeey+23377GDJkSK7LgVqlYcOGJW6fccYZJRZ2XqtRo0YlvmH4wAMPbPLaoDZZunRp9OnTJ6666qpYsGBBXHTRRfHuu+/GihUr4quvvoqnn346DjrooJg6dWocffTR8ac//SnXJUOtUfx3TWFhYYVti68t1ahRo01WE2xOrrrqqrj99tsjIqJbt25x00035bgiqHkrVqzIfqnxvPPOi29/+9u5Lgk2KeEHlGP69OnRt2/fWLhwYdStWzfuv//+6NGjR67Lgpx477334qqrroqIiBtvvLHEVApAxNZbb13idt++fctt27t378jPz4+IiJdffnmT1gW1zdChQ2PixIkREXHHHXfENddcE7vuumvUr18/mjZtGj/4wQ9i3Lhx0atXr8hkMnHhhRfGG2+8keOqoXYo/rtmfVNZFb8icX1TZMGW4JZbbolf//rXERGx6667xpNPPuk9DVukK664It5///3o2LFjDBs2LNflwCaXn+sCoDaaNWtW9OnTJ2bNmhV5eXkxYsSIOOqoo3JdFuTMddddF4WFhbHTTjvFsmXL4v777y/VpvjCzs8++2zMmTMnIiKOOOIIbyxIXoMGDaJ169Yxb968iCi50Oy6GjZsGK1atYo5c+Zk28OWIJPJxIgRIyIiokuXLjFgwIAy2+Xn58fw4cPjoIMOitWrV8fIkSPjuuuuq8lSoVYqvsh58cXPy1J8kfOKfifBluC+++6Lc889NyIiOnXqFGPGjIlWrVrluCrIjWuuuSYiIvr06ROPPfZYmW3WBuhLly7Nvvdv06ZNHHzwwTVTJFQj4QesY/78+fGDH/wgPv7444hY8y33U089NcdVQW6tnTrh448/jpNOOmm97YcPH57dnj59uvCDLcIee+wR48ePj4jILqJZnrX7114BAluCuXPnxoIFCyIiYu+9966w7b777pvdfu+99zZpXbC52H333bPb63tdFN+/2267bbKaoLZ79NFH49RTT43Vq1dHu3btYuzYsSWCRNjSrJ028c4774w777yzwrbz58/Pvv/v2bOn8IPNkmmvoJivvvoqDjnkkHjnnXciIuLqq6+On//85zmuCoDNQfGpEdcG6GVZvHhxzJ8/PyIiOnTosMnrgtqieNhXVFRUYduVK1eWeRxsyXbcccdo3759RERMmDChwrbPPfdcRKz5PbPDDjts6tKgVho7dmyccMIJUVRUFC1btowxY8ZE586dc10WADVI+AH/37Jly+Lwww+PV199NSIifvOb38TFF1+c46qgdhg5cmRkMpkK/xVfBH3cuHHZ+73hZktx7LHHZrdHjx5dbrvRo0dHJpOJiIju3btv8rqgtmjRokU0bdo0IiJeeOGFCgOQ4h/s7rjjjpu8Ntgc5OXlZafife+992LKlClltpsyZUr2yo+jjjoq8vLyaqxGqC0mT54cRx11VKxYsSK22Wab+M9//hN77LFHrsuCnFvf+/pMJhOdOnWKiDXTxK29b+0V7rC5EX5ArLnsr3///vH8889HRMR5550Xl19+eY6rAmBz8u1vfzsOPfTQiFgzt/TYsWNLtZkzZ0789re/jYiI+vXrx2mnnVajNUIu1alTJw4//PCIWLO+2hVXXFFmu4ULF5b4Akq/fv1qpD7YHJx//vlRt27diIgYNGhQfPPNNyX2f/PNNzFo0KCIWHPV1Pnnn1/TJULOvf7663H44YfH0qVLo0mTJvHEE0+UmE4RgC2Ha8ghIk466aR4+umnIyLi4IMPjtNPP73E4s3rql+/fnTp0qWmygNgM3H99dfHCy+8EIsWLYp+/frF+eefH4cddlg0atQoXnrppbjqqquyi9QOHz7ctFdscQYPHhyPPPJILFu2LIYOHRqvvPJKDBgwIHbaaadYvnx5TJkyJa6//vr49NNPIyKid+/e0bdv3xxXDdVj0qRJ8dFHH2Vvr50CMSLio48+ipEjR5ZoP3DgwFJ9dOnSJS688MK4+uqrY+rUqXHggQfGxRdfHJ07d45p06bFNddcE6+99lpERFx44YWx8847b5JzgU1lY18n06ZNi0MOOSQWLVoUERGXX355bLPNNhW+v2/Tpk20adNmo2uHmlAdv0tgS5KXWTvvAmzBqnopeKdOneKTTz7ZNMXAZmro0KExbNiwiFgz7VVBQUFuC4IcmTRpUhx33HExd+7cMvfn5eXFb37zmxg+fHgNVwa1wzPPPBMnnXRSiTfrZTn44IPjwQcfjObNm9dQZbBpDRw4MO66665Kty/vrfrq1avjzDPPjBEjRpR77Omnnx633npr1Kljsgc2Lxv7Ohk5cmSVr6wdMmRIDB06tErHQK5U1++Siuywww4xY8YMn32RBFd+AABUo4MOOijefvvtuPHGG+Phhx+O6dOnR2FhYbRr1y4KCgpi0KBBsffee+e6TMiZPn36xHvvvRd33HFHPPXUU/H222/HokWLIj8/P9q2bRvdunWLk08+OY488khrFUAZ6tSpE3fccUcce+yxceutt8bLL78c8+fPj1atWkW3bt3i7LPPzk7DCACwJXPlBwAAAAAAkBTXwAIAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAAAAAAEkRfgAAQA4NHTo08vLyIi8vLyIili9fHn/4wx9in332ia233jq23nrr2G+//eIvf/lLFBUVVdjXJ598Er/85S9jjz32iK233joaN24cO++8c5x99tnx5ptvVnvtn3zySbb2kSNHRkTEQw89FIcddli0b98+8vPzo6CgoNRxjz32WBx33HGx3XbbRYMGDaJly5ZxwAEHxNVXXx1ff/31eh939erVce+998Zhhx0Wbdu2jfr160fr1q2jV69e8de//jUKCwvLPXbd53vx4sUxdOjQ6Nq1a2y11VbRpk2bOOyww2Ly5Mkljvviiy/it7/9beyxxx7RpEmTaNmyZRx11FHx2muvVVjrokWL4oorrogDDjggmjdvHvXq1YvWrVvH7rvvHv3794+bb7455s6du95zBgAAqiYvk8lkcl0EAABsqYYOHRrDhg2LiIg5c+bED3/4w3j99dfLbHvEEUfEww8/HHXqlP4O09133x1nnXVWrFixosxj69atG8OHD49LL7202mr/5JNPYscdd4yIiBEjRsS4cePinnvuKdGmZ8+eMX78+IhYE+ycfPLJMXr06HL7bN++fTzxxBPxne98p8z9CxYsiCOPPDKef/75cvvYbbfd4qmnnopOnTqV2lf8+f7000+jT58+8cEHH5RqV7du3bjvvvvi+OOPj//+979x2GGHxeeff16qXYMGDeKpp56KXr16ldr37rvvRp8+fWLWrFnl1hoRceONN8YvfvGLCtsAAABV48oPAACoJY455ph455134n/+539izJgx8corr8SoUaNit912i4g1V0zcdtttpY574oknYuDAgbFixYrYaqutYsiQITFx4sR44YUX4tprr41WrVrFqlWr4te//nXcfPPNm6T266+/Pu65557o3r17jBo1KqZOnRrPPPNM/OQnP8m2GTBgQDb42GuvveLuu++Ol19+Of7zn//EaaedFnl5eTFr1qzo3bt3mUHDqlWrol+/ftngo2fPnvHPf/4zpk6dGo8++mgcffTREbEmdOjdu/d6ryI5/vjj47PPPotLL700JkyYEC+//HJcd9110bRp01i1alWcfvrpMX369OjXr1988803ccUVV8SkSZPixRdfjGHDhkX9+vVjxYoVMXDgwDKvNvnJT34Ss2bNinr16sW5554bjz32WLz88svx4osvxr/+9a+48MIL41vf+taGPuUAAEAFXPkBAAA5VPxKhHr16sXTTz9daqqoBQsWxO677x5z586Nb3/72/HGG29k961cuTJ22GGHmDVrVmy11VYxceLEUldNzJgxIw444ICYPXt2NG7cOGbMmBGtWrXa6NqLX/kREXHqqafGyJEjs1NKFffEE09Ev379IiKid+/e8eSTT0b9+vVLtLntttvirLPOioiIE044IR544IES+2+66absFRLlPdZvfvObuPLKKyMi4qKLLoprrrmmxP7iz3eDBg1iwoQJ8b3vfa/cWlu3bh2ZTCamTJkSnTt3LtHur3/9a/z85z+PiDXTffXv3z+77+OPP862r+jKjkwmE4sWLYrmzZuXuR8AANgwrvwAAIBaYtCgQWWukdGiRYs47bTTIiLizTffjK+++iq7b/To0dlplX7729+WOV1Up06d4g9/+ENERCxbtizuvPPOaq+9WbNm8Ze//KXM4CNiTXARsSbgufPOO0sFHxERZ555ZvTp0yci1oQJs2fPLrOP1q1bl/tYw4YNi1133TUi1oQp5U0DFhFx/vnnlwo+IiIOP/zw7JRZ8+bNi+HDh5cKPiIiTjvttGjYsGFEREycOLHEvjlz5mS3e/ToUW4NeXl5gg8AANgEhB8AAFBLnHLKKeXu23fffSNizZUC06dPz97/zDPPRMSaD9F/+tOflnv88ccfH9tss02JY6rTEUccEVtvvXWZ+4qKimLChAkREdG3b9/o2LFjuf2ceeaZ2WPWrhUSETFr1qx49913I2LNVSHlPVZ+fn42KFq4cGG8+uqr5T7Wj370o3L3ffvb346INc/riSeeWGabRo0axc477xwRa670KK5du3bZ7bWLwQMAADVH+AEAALXE2isWytKiRYvs9pIlS7Lbb731VkRE7LjjjtG6detyj69fv37svffeJY6pTmvDgrJ8/PHHsWzZsoiIMq+0KK74/uJ1Ft/e0D7W1aVLl3L3NWvWLCIiWrVqVeGVGWvbFR+TiDXj0b1794iIuO6662KPPfaIwYMHx7PPPpt9LgAAgE1H+AEAALVE48aNy91Xp87//em+atWq7PaCBQsiIqJNmzbr7b9t27YljqlOFQUExR9vfXWurXHd46qjj3VV5vmuqE3xdsXHZK377rsvDjjggIiIeOedd2L48OHRu3fvaNasWfTo0SP+9re/xfLlyyvsHwAA2DDCDwAASEB5a23UlLp161aqXXXUmetzrawOHTrE5MmT45lnnolzzz039thjj8jLy4uVK1fGxIkT42c/+1nsueee8cEHH+S6VAAASI7wAwAANmNrp8OaO3fuetuuXYS7+BRaNaH4462vzuILhRc/rjr6yJXevXvHTTfdFG+99VbMmzcv7r///jj44IMjImLatGnlrikCAABsOOEHAABsxvbcc8+IiJg+fXrMmzev3HYrV66M1157rcQxNWWnnXbKTh/14osvVtj2pZdeym4Xr7P49ob2URu0bNkyTjzxxBg7dmwceeSRERHx+uuvx4cffpjjygAAIC3CDwAA2Iz16dMnIiIymUzceeed5bZ78MEH46uvvipxTE3Jz8+Pnj17RkTEmDFj4rPPPiu37e233549pqCgIHt/+/btY7fddouIiH/84x/x9ddfl3n8qlWrYuTIkRGxZh2SffbZpxrOYNPo3bt3dnv+/Pk5rAQAANIj/AAAgM3Y0UcfHe3bt4+IiCuuuCLefPPNUm1mzpwZF1xwQUSsWcD7tNNOq9EaIyJ+/vOfR0REYWFhnH766bFy5cpSbUaMGBFPP/10REQcc8wx0a5duzL7mDdvXvzP//xPmY8zbNiweOeddyIi4swzz4wGDRpU2zlUxeuvvx6vv/56ufszmUw888wzEbFmDZMddtihZgoDAIAtRH6uCwAAADZc/fr149Zbb40jjjgiFi9eHAceeGBceOGF0bt376hbt25Mnjw5rr766vjiiy8iIuKPf/xjtGrVqsbrPPzww+P444+Pf/7zn/H000/H/vvvH7/61a9i1113jYULF8b9998fI0aMiIg163T86U9/KtXHOeecE3//+9/jhRdeiDvvvDNmzJgR5557buy4444xe/bsGDFiRDz00EMREdG5c+e47LLLavQci3v99dfjtNNOi27dusURRxwR++yzT7Rt2zZWrlwZ06dPjzvvvDPGjBkTERFHHnlkqaAHAADYOMIPAADYzB1++OFx5513xtlnnx1LliyJwYMHx+DBg0u0qVu3bgwfPjx+9rOf5ajKiLvvvjuKiopi9OjR8eqrr8aPf/zjUm3at28fTzzxRHTo0KHUvrp168bjjz8eRx55ZDz//PPx7LPPxrPPPluq3W677RZPPfVUbLXVVpvkPKri5Zdfjpdffrnc/d///vfjjjvuqMGKAABgyyD8AACABAwYMCB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\n" 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\n" 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\n" 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\n" 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YR9WqVTOPPvpoqa/Nd999lznllFPKvPZmzZpl3n333XLfh5L6zMJ/I0yePDmz0047lfoZf+zYsZlMJpMZOXJkpl69eiWWa9CgQeaDDz4o9XoAtjcb0t9lMmv7tBo1amQiInPRRReVWXbOnDnZ+7U///nPi+wr/Pv7P//5T4l927qf9Y/dGE888US2vssuu2yT60tRuE8uyWWXXVbu59hGjRoVO668vjHlM3fVqlUzf/3rX0tte0W+P5dffnmpxzZp0iTz1ltvFfm7Y31Tp07NNGvWrNxruueee8psx6bYLkeqzJ07N3r06BGrVq2KiIj777+/yDeFCstkMtG9e/d49NFHIyLixBNPjAcffDBef/31eOONN+Luu++O733ve7F06dLo3r17TJo0qVgdq1evjtq1a0ePHj3ib3/7W4wZMybeeeedeOmll+L222+PVq1aRUTErbfeGkOGDNmoa1q9enXsvPPOcfHFF2fb9/bbb8fTTz8dV155Zeywww6xbNmyOOuss8r9xmx+fn5069YtqlSpErfeemuMGzcuJk6cGHfccUd2rZrf/va3xb65s06/fv3i8ccfj4iIPffcM/7f//t/8dZbb8Urr7wSF110UUyfPj169uy5UdcJwP+ebt26xZQpU6Jv377Z56ZMmVLsp3nz5sl1rl69Otq1axfXXHNNDB8+PN58882YMGFCDBs2LM4444yoUqVKfP7559GtW7dyv5X08ssvxyWXXBL77rtv3HffffHWW2/Fa6+9FpdffnlUqVIlli1bFmeffXaJ3yhevXp1nHDCCdm+uWvXrjF8+PCYNGlSPPXUU9GlS5d4+eWX49prr02+NgC2bv/5z3/iX//6V0REHHzwwdG0adMi+9esWRMnnHBCvP766xGxdh2Wxx9/PCZNmhTPPvtsdOvWLSIiPvroozj66KPLHbXRvXv3+Oqrr+KSSy6JESNGxKRJk+KRRx6JPffcs1jZU089NaZOnRqXXnppjBgxIt5+++345z//GXvvvXdErB09cu+995Z5vilTpsRZZ50VTZs2jQEDBsSECRPijTfeiP79+0deXl6sWbMmLrzwwpgzZ06Jx/fq1SuGDx8eERH7779/PPDAA/HWW2/Fyy+/HOeee27k5OTErFmz4uijj07+tmpJli1bFqecckqsXLkybr755nj99ddjwoQJ0b9//6hevXosXbo0zj777Jg2bVp069Yt6tSpE3fffXdMmDAhxo0bF5dffnnk5OTEggUL4mc/+9lGtwNge9ewYcM49dRTI2LtOiXfffddqWUffvjh7P3a0qbcWrZsWZx44okxb968uPbaa2PMmDExadKkuPfee6NFixYREfHXv/41Xn755U1q98knn5zt/+6+++7sveHK8q9//SvuuuuuiIjYb7/9YtCgQTFmzJh49913Y/To0TFgwIDo1q1b1KhRY4PrXr16dTRo0CB69+4d9913X4wdOzbeeeed+Ne//hW///3vo3HjxrFmzZr4xS9+Ue5ImE19f+6666648847IyKiWbNmcc8998Sbb74Zr776alx55ZWxaNGiOP3002PZsmWltuHss8+OWbNmRbVq1eLiiy+O5557Lt566614880348knn4xf//rXsfvuu2/w67RBNltcU0kKCgoyxxxzTDaR+tWvflVm+cGDB2ciIlOtWrXMiy++WGKZ+fPnZ/bdd99MRGQOO+ywYvvnzJmTWbBgQannWLFiReZHP/pRNs1bvXp1sTLlfcv3888/z6xcubLUc8yYMSPTvHnzTERkfvrTn5ZYpvC3dlu1apWZOXNmsTJjx47N5OTkZCIic+mllxbb//7772eqVKmSiYjMAQcckPn222+Llbn//vuLpIJGqgBs+zbnSJV1yvvWTmHljVT5+OOPyzx+xIgR2f7sH//4R4llCvdlxx13XGbFihXFytx0003ZMiWNFh0wYEB2/4UXXljiec4777wi5zJSBWDrVLgv7Nu3b2bKlCnZn/fffz/z2muvZf74xz9mR0bUq1cv88YbbxSrp3DfcM4552QKCgqKlbn66quzZa688spi+wv3mVWqVMm8/PLLpba7cNlq1aqV2M/Mmzcv07Rp00xEZPbbb78S61n3jdGIyBx44IGZRYsWFSvz0EMPZcvccccdxfb/61//yu4/+uijS+xb131Gj4hMjx49iu1PHakSEZnGjRtnpk2bVqxM4fegSZMmmTZt2mRmz55drNyvf/3rbLl33nmnxNcFYHtTVn+3/s8333yTyWTWjvhbd8zDDz9cat37779/JiIy+++/f7F9hX9/16tXr8RRgp988kkmLy8vExGZk046aZOv9cYbb8yes3r16qXeG64oZX3mPfvss7OfcUu637rOvHnzij1XXt84c+bMzNKlS0utc+HChZn99tsvExGZww8/vMQyFfH+fPPNN9mRrq1atcrk5+cXKzNy5Mgis0SsP1Ll008/TRqJUlBQkJk/f36p+zfVdheq/P73v8++sIceemhm1apVpZYtKCjI7LbbbknhywsvvJCtt7wbNSWZPHly9vhJkyYV2596Q6osd911VyYiMnXr1i3xD/PCoUppU5llMpnMwQcfnImITIcOHYrtu/jii8u8jnV+/OMfC1UAtiPbWqiSolu3bpmIyJxwwgkl7l/Xlry8vOyHhfUtXrw4U7169UxEZC6//PJi+/fZZ59MRGSaNm1a6h+x3377baZJkyZCFYCtXOq0z1WqVMn06dMn89///rfEetZNCdmkSZPM4sWLSyyzatWqzF577ZWJWDv91PLly4vsL9xnnnfeeWW2u3DZK664otRyv/nNbzIRkcnJycksXLiw2P7Cocp7771XYh0FBQXZ6ThOOeWUYvvXfU6sVq1a5ssvvyy1LV26dMlERCY3Nzcza9asIvs2JFQZNGhQifUvW7Yse9MnIkq9iVZ4Wuu777671PYCbE9S+7vCnw0L32Pt0qVLifW+/fbbZf5OLfz7+y9/+Uup7Vu3hEPDhg036Tr/+Mc/ZnJycjJ5eXmZXXbZJfvZb+TIkZtUb1nK+sy77gv5JfWf5Smvb0zx9NNPZ+uYO3dusf0V8f786U9/ytbxxBNPlFpH3759Sw1VXn/99XL/HtkStqvpv0aOHJldTLZx48YxbNiwIosOrW/q1KnZRee6d+9eZt1HHnlkdvuNN94os+yKFSviyy+/jKlTp8YHH3wQH3zwQWQymez+9957r7xLKdfixYvj888/jw8//DB7jlq1ahXZV5r69evH8ccfX+r+Aw88MCIiPvvss2L7XnnllYiIaNeuXbZcSUobwgcAlWHOnDnxySefZPvMDz74IJo0aRIR5ffLP/rRj2LHHXcscV+dOnWiTZs2EVG838zPz88u9tejR49sP72+HXbYIXr06LFB1wPA1qugoCAeffTRGDRoULFF6mfNmpWdErJHjx5Rp06dEuvIzc2Nc889NyIiFixYEO+8806p5/vJT36S3Layyq77fJfJZMr8PNmuXbvYb7/9StyXk5MTHTp0iIji/eLq1avj1VdfjYi102G2bNmy1HNccMEF2WPGjBlTarmy5OTklNq/1qxZM9t/N2jQII455pgSy+2yyy7Z96ikz8cArJWTk5O9Fzhq1Kj48ssvi5VZtyRC9erVy+yPcnJy4qyzzip1/7r+av78+bFw4cKNau8DDzwQV111VeTk5MQTTzwRr776arRq1SqWL18eJ510UowbN67E4wYOHJhdaH7WrFkbde7S7LzzzhER8dprr2XvV28uS5cujenTpxe5r1ytWrXs/rI+I2/K+7PuvnKDBg3i5JNPLrWOsu4rr3udIiKGDh1aarnNbbsJVWbNmhVnnXVWFBQURE5OTjz44IPZedxKU3h9lEMOOST7P0VJPzvssEO27Ndff12srqVLl8Ytt9wS+++/f9SuXTtatWoV++67b7Rr1y7atWuX/cMyYu2aLxvjiy++iEsuuSRat24d9erVi1133TXatm2bPceFF16YdI42bdpElSqlv/UNGzaMiIhvv/22yPMrVqyITz75JCIiDjrooDLb2rFjx3KvBwA2p9dffz169uwZjRo1ih133DH22GOPbJ/Zrl277Jzx5fXLe+21V5n7S+s3p0yZkt3WbwJsX66//vrIrJ35IfuzbNmyeP/99+PXv/51LFmyJO66667o0qVLkTnBP/jgg+z2D37wgzLPUXh/4ePWV1rAUZKy+rR1/VlE8T4ttY7C9axfx2effZZ9LSrq2svSuHHjIte0vnXrie6+++6Rk5NTbrmyXhOA7VVJ/V3hn3Vfbo+I6N27d1StWjUKCgri/vvvL1LPihUr4p///GdErF3LpFGjRqWes3HjxmXuT+2vSvP1119Hnz59IiLil7/8ZRx//PHRsmXLeOWVV2KnnXaKpUuXxnHHHRdvvvlmsWPz8/MjIqJRo0bRrFmzDT53Wc4555yIiJg3b160bds2zjjjjBgyZEhMmzatQuqfO3duXH311bHnnntGnTp1YpdddilyX7nwF/DL+oy8Ke/Pus/IHTp0KHMgRPv27aN69eol7ttll13iiCOOiIiIO++8M/bdd9+47rrrYtSoUWWuw1LRtotQZfXq1XHGGWfE7NmzIyLi6quvjmOPPbbc49aV31Drv0HTp0+Pdu3axdVXXx3vv/9+rFmzpszjy1qwqTQvvvhi7LPPPjFgwID44osvyi1f1jlK+6bsOusCl4KCgiLPL1iwIDviprRv7K6z/mKMALAl9e/fPw4//PB47LHHYv78+WWWLa9fTu031+//C59Xvwmw/atZs2a0a9cu/vSnP8XAgQMjImLcuHFx8803Z8tsSN+w0047lXjc+ho0aJDcxrL6tMJfvCvrM+2W6BdTr70sqe3c2OsBoKhmzZrFcccdFxFrRxAUnrXnmWeeyf4+L292m9TfyxEb97t50KBB8d1330Vubm5ceeWV2ed33333GDFiRDRs2DC+/fbbOPbYY4uNFH399dcjIrLXWZGOPvroGDBgQNSsWTOWL18ew4YNi/POOy/atGkTLVq0iD59+mz07Edvv/127LXXXnHLLbfExx9/XOS9KUlF3FeOKP1vgfL+DsjNzS3zixGPPPJIHHLIIRGxdiaqG2+8MY4++uioX79+HHnkkfG3v/0tli9fXuY5NtV2Eapcc801MXbs2IiI6Ny5c9xwww1JxxV+Y5977rmYMmVK0s/FF19cpJ6zzz47Pv/88+xQt3//+98xY8aMWL58eRQUFEQmkylyrvL+4a5v7ty5cdZZZ8WyZctihx12iP79+8cbb7wRs2fPjhUrVmTT4ZEjR270OTZUWd/kAYDKNHLkyOzfArvuumsMHDgw3n///Vi4cGGsWrUq22/+7ne/22Jt0m8C/G/52c9+lr0ZcN9995VYpqL6hqpVq1ZIPVuSfhFg+3T++edHxNrRia+99lr2+XVTf7Vo0SK6du1aKW1bZ9095D333LNIiB8R0bZt23jxxRejTp06sXDhwujatWt2dMWMGTOy13T22Wdvlrb9/Oc/j+nTp8edd94Zxx13XNSrVy8iIr766qv4+9//Hh06dIhrr712g+pcuXJl9OjRI+bNmxfVqlWLK664Il599dXIz8+P5cuXZz8fF55ybGu/r9y8efMYP358vPLKK3HxxRfHvvvuGzk5ObFq1aoYO3Zs9O3bN9q2bRsff/xxBbW4uNLH2WwjnnvuubjtttsiYu23WR555JHkPyoLD1WqX79+tG3bdoPP/5///Cc7z97VV18dN910U4nlNvbbNRERTzzxRHYOuuHDh0eXLl0q/Bwp1g17joj45ptvyixb3n4Ath+Fv4my/ijHwpYuXbolmpOd1qtBgwYxYcKE7Nop69vc/Wbhbw7rNwH+t1SpUiXatGkTb775ZuTn58e8efOiUaNGRb51Wd7v/sLTTpf1bc1txf/ytQP8rzj++ONj5513jvz8/BgyZEh06tQpvvrqq/j3v/8dERG9evUqc0mCLeGrr76KiCiy1ENhHTt2jGeffTZ+/OMfx7x586JLly7x6quvxj333BNr1qyJjh07xo9+9KPN1r4dd9wxLrvssrjsssuioKAgJk+eHMOHD48BAwbEwoUL4w9/+EMcdNBBZa5JUtioUaOy64INHDgwG3ytb3N/Po5Y+xn566+/LvfvgNWrVye15+ijj46jjz46ItZOm/bKK6/E4MGDY9SoUfHpp59Gz5494913362Qtq9vmx6pMn369OjVq1dkMpmoWrVqPPLII8USxrIUXudk3fCtDfXhhx9mt3v27FlqucLrt2zsORo2bFhqoLKp50iRl5eXXczvrbfeKrNsefsB2H4UXmR3wYIFpZYr71siFfWt1XX95lFHHVVqoBKx+fvNdu3aZbf1mwD/e1avXl1su/AX+Uqaq72wiRMnZrc35guAW5tdd901O2XI/9q1A/yvqFq1avTu3Tsi1n5JfMmSJXH//fdn18A+99xzK7eB8X9fsv/4449LnT6sc+fO8eSTT0a1atVi9uzZ0alTp/j73/8eOTk5cfvtt2+xtlapUiUOOOCAuPHGG4vMUPTYY48l17El7l2nWvcZefLkyUX+Tlrfe++9FytXrtyguhs1ahQ9e/aMkSNHxkknnZQ9z7r1wSvaNhuqrFy5Mk4//fTszZsbbrghOnfuvEF1HHDAAdnF7AcPHrxRc60V/gdQ1jdw//a3v21w3eufY910YiVZtmxZPPjggxt9jlTrQp0pU6aUmfSVNsQdgO3PLrvskt0u6w+xRx55pMx68vLystsrVqzY6Pas6zfL6pfffffdcm/obKpmzZrF3nvvHRERjz/+eKnz0i5dunSD/igGYOu3bNmymDp1akSsXWulcePGEVG0b3jsscdiyZIlJR6/Zs2aGDp0aESs/VbnAQccsPkbvZnl5uZGp06dIiJixIgRMXPmzFLL/uMf/8ges6Gf8wGoXD/72c8iJycnli5dGsOGDcv2Z0ceeWTstttuldu4iDj88MMjYu0XAsu6l3rcccfFQw89FFWqVInZs2fHmjVr4sILL8wev6UdcMAB2dkQylpIfn0p964LCgqyMz5sTuvuK8+fPz+ee+65Ustt6n3ldaNXIjbstdoQ22yocvnll2dv3Bx77LFx9dVXb3AdVapUyR732WefxTnnnFPmTZzFixfHgAEDijy3buRGRGR/Saxv0KBB8cwzz2xw+9Y/x7Jly0q86bJmzZo4//zzY9asWRt9jlQXXXRR9pvEF154YYn/Mz788MPxwgsvbPa2ALB1aNu2bXZqjgEDBpTYlz722GPx+OOPl1nPzjvvnN0uPJ/rhlrXb44bNy6mTZtWbP+cOXM22xy46+vbt29ErJ3G5Fe/+lWJZS6//PKYPXv2FmkPAFtG//79s2H6McccU2SK6p///OcRsbY/uvTSS0s8/oYbbsiGMhdccEHUqFFjM7d4y1h37StXroyf/exnsWrVqmJl7rvvvuw0MaeeemqRvw8A2Prttttu2UD82muvzY4UKG+B+i3loosuiurVq0dExCWXXBJjxowptWz9+vWz65pERLz00kuRn5+/Wdo1bNiwMheInzRpUnZwQeEvNpYn5d71b3/723jnnXeS69xYvXr1ipo1a0ZExBVXXFHiNGCvvvpqDB48uNQ6Jk+eHJMnTy51fyaTiVdeeSUi1s6G0bp1601qc2m2yTVVHn300Rg4cGBErJ1y5KqrrioylKk8tWvXzv7j69OnT4wYMSKGDx8ejz/+eLzzzjtx0UUXRceOHaNevXqxePHi+M9//hNjxoyJZ599NvLy8uIXv/hFtq4OHTpE27Zt44MPPoi///3vsWDBgjj77LNj5513jpkzZ8ZDDz0UTzzxRBx22GEbPcVYjx494uqrr44VK1bEueeeG5MnT44f/ehHUa9evfjwww/jnnvuibfffnuTzpFq//33j5///OcxYMCAmDRpUnz/+9+Pq666Ktq1axeLFi2Kxx9/PAYPHhzf//73t8iwMQAqX25ublx00UVxyy23xAcffBA//OEP48orr4zvfe978c0338Tjjz8eQ4cOjUMPPTTGjx9faj2HHnpodvvyyy+Pa665JnbeeedsmN+6devIzS3/T5dzzjknnnvuuVi6dGl06tQpfvOb38SBBx4YERHjx4+PO+64I77++us45JBD4o033tjEqy9b3759Y8iQIfHuu+/GoEGD4vPPP48+ffpEy5YtY8aMGTFw4MD497//rd8E2MbMnj07PvjggyLPLV++PD755JN44IEH4qWXXoqItaMwf//73xcp16dPn3j44YfjjTfeiCFDhsQXX3wRF198ceyyyy6Rn58f9913Xzz11FMRsfbG1O9+97stc1FbwPHHHx+nn356PP744/Hvf/87Dj744Ljiiitir732igULFsSjjz6a/XZqw4YN44477qjkFgOwMc4///wYPXp0do2sunXrRvfu3Su5VWvttttucfvtt8cll1wSS5YsiS5dusQZZ5wRp512WrRq1SqWL18eH374YTz22GPZm/O77bZbfPbZZ/HFF1/EscceG6+99lqRsKUiXHXVVdGnT584+eST48gjj4w99tgjateuHfPmzYtx48bFPffcExFrp1grbV2UkhxzzDGx4447xuzZs+Paa6+N6dOnxymnnBKNGzeOadOmxb333hsjR47cIveVmzZtGjfeeGP069cvpk+fHgceeGD89re/jY4dO8by5cvjhRdeiDvvvDOaN28ey5Ytizlz5hSrY/LkyXHuuefGQQcdFCeeeGIccMABsdNOO8WqVavi888/jyFDhsSIESMiIuKkk07afF/OyGyDOnfunImIjf7p1KlTkfpWrlyZ6du3byYnJ6fcY3fZZZdi7Xn33XczDRo0KPWYdu3aZWbNmpV9fP311xerY8iQIdn9n3/+ebH99913X6ZKlSqlnqNnz56ZV155Jft49OjRxero1KlTide/vuuvvz5bT0lWrlyZOfXUU8t8jT799NMyrxeAbcvo0aOzv9f79+9fbP/SpUszBx98cKl9Q+fOnTMffPBB9vGQIUNKPE+PHj1KraNw/9irV69MRGRatWpVYj3nnntuqfVUrVo1c9ddd5Xb36X2Y+X1r1999VVmzz33LLU9Xbt2zbz88stl9uEAVL7CfWHKT5MmTTIvv/xyiXXNmzcvc9hhh5V5/N57752ZPn16iceX14dtTNnC11dSX9SqVatMRGR69epVZj3l9dHfffdd5pRTTinz2ps1a5Z59913N6qd5Z1/ndTPx6nXDbC9KPx7dmPv6X333XdF7pVecMEF5R6T+vu7vHuoqe69995MrVq1yuyPqlWrlrnssssy3333Xea6664rcm95+fLlG3zOsvrkdf1NWT81atQo8bN0eX3jSy+9lMnLy9ukz+sV+f5ceumlpbalcePGmYkTJ5ba/xauv6yfQw89NDN37twy27optsnpvzKZTIXWV61atRg4cGC89957cckll0S7du2iXr16UbVq1ahXr160b98+fvazn8UTTzwRH330UbHj27dvH5MnT44+ffpEq1atolq1atGwYcPo2LFj/PnPf46JEyducip27rnnxtixY6Nbt27RpEmTqFatWuy8885x7LHHxrBhw+LRRx8tMqR8c6pWrVo8+eST8eCDD8YRRxwR9erVi1q1asXee+8dV199dbz99tux6667bpG2ALBlFF4kbt0is4XVqlUrRo0aFX/4wx+iXbt2UbNmzahbt24cdNBBMWDAgHjllVeidu3a5Z7noYceij/96U/ZEaNVqmzcnyr33Xdftp+qU6dO1KhRI1q1ahVnn312jB8/Pn75y19uVL0bo1mzZvHuu+/GTTfdFG3bto2aNWtG/fr14+CDD46BAwfGiy++mB1+DsC2q3r16rHTTjvF0UcfHbfffnv897//ja5du5ZYtmHDhvHaa6/FAw88EMcee2w0bdo0qlWrFo0aNYrOnTvHgAEDYvLkydGqVastfBWbX15eXjz11FPx7LPPxqmnnhrNmjWL6tWrR4MGDeIHP/hB3HLLLfHf//432rdvX9lNBWAj5eXlxemnn559vLVM/VXY+eefH59++mn0798/Dj300GjYsGHk5uZG48aN4wc/+EF26rI777wz8vLyon///tGtW7eIWDtF1U9+8pNS177eGKNHj4677747TjvttGjXrl00adIkcnNzo27dutGhQ4fo169fTJ06NXr37r3BdR9zzDExadKk+OlPfxrNmjWLatWqRZMmTaJTp04xePDgGDlyZNLn9Ypy9913x/PPPx/HHHNMNGzYMPLy8mL33XePSy+9NN5999046KCDSj32zDPPjBdeeCEuv/zyOPzww2OXXXaJWrVqRfXq1aNFixZx0kknxcMPPxxjx46NRo0abbZryMlUdEIBAGx3hg0bFmeccUZERNx7770bNNwYAACA/y2HHXZYjB8/PvbZZ58NWrYBtgXb5EgVAGDLKvxH8F577VWJLQEAAGBr9t///je7nubWOEoFNpWRKgBAmVasWBFt27aNadOmRd26deObb76JvLy8ym4WAAAAW6HzzjsvhgwZEnl5eTFz5szNOg0TVIbcym4AALD1mTdvXsycOTOmT58ef/7zn2PatGkRsXbeWYEKAAAA63z33Xfx1VdfxbJly+Lpp5+OoUOHRkTEhRdeKFBhu2SkCgBQzF133RWXX355kecOPvjgGDFiROywww6V1CoAAAC2NmPGjImjjjqqyHMtW7aM9957Lxo0aFBJrYLNx5oqAECJcnJyon79+nHIIYfEnXfeGWPGjBGoAAAAUKKcnJxo1qxZ/PSnP41x48YJVNhuGakCAAAAAACQwEgVAAAAAACABEIVAAAAAACABEIVAAAAAACABEIVAAAAAACABEIVAAAAAACABEIVAAAAAACABEIVAAAAAACABEIVAAAAAACABEIVAAAAAACABEIVAAAAAACABEIVAABgq9G6devIycmJ3r17V3ZTAAAAihGqAAAAAAAAJBCqAAAAAAAAJMjJZDKZym4EAAAAAADA1s5IFQAAAAAAgARCFQAAAAAAgARCFQAA2E71798/cnJyIicnJyIiFi1aFDfeeGN06NAh6tevHzk5OTF06NAixzz99NNx+umnx/e+973Iy8uL+vXrx/e///244YYbYsGCBeWe88svv4y+ffvGLrvsEnl5edGsWbPo1q1bjB49usQ2ra9169aRk5MTvXv3LvM8zz33XHTv3j1atGgRNWrUiEaNGsUhhxwSt956ayxZsqTU44YOHZo9//Tp06OgoCAGDx4chx56aDRo0CBq164d++23X/zhD3+IZcuWlXu9AADA/5bcym4AAACw+X3yySfRtWvXmD59eon7FyxYEN27d49Ro0YVeX7FihXx9ttvx9tvvx0DBw6MZ555Jg4++OAS6xg1alScfPLJRUKN/Pz8eOaZZ+LZZ5+Nm266aZOvY/ny5XHWWWfF8OHDizw/f/78mDBhQkyYMCHuueeeeP7556N9+/Zl1rVs2bLo2rVrjBw5ssjzU6ZMiSlTpsSzzz4bo0aNitq1a29yuwEAgO2DkSoAAPA/oHv37vHVV1/FJZdcEiNGjIhJkybFI488EnvuuWesWLEiunTpEqNGjYqqVavG2WefHY888khMmDAhxo4dG3/4wx+iUaNGMXv27DjuuOPiiy++KFb/Z599FieddFIsWbIkcnNz45JLLomRI0fGW2+9FUOGDIm99947rrnmmnjppZc26Tp69eqVDVT233//eOCBB+Ktt96Kl19+Oc4999zIycmJWbNmxdFHHx1fffVVmXVdcMEFMXr06OjVq1c8//zz8fbbb8fw4cPjkEMOiYiIiRMnVkgQBAAAbD9yMplMprIbAQAAVLz+/fvHDTfcEBERVapUiRdffDG6du1arNw111wTN998c9SvXz9eeeWVOPDAA4uV+eKLL+KQQw6J/Pz8OOuss+Lhhx8usv+UU06Jp59+OiIihg8fHt26dSuyf9myZXHUUUfFxIkTs8+V9FGkdevW8f/bu7vXrMs/DuBva04RrJxo+VBCBAlqmk62gyjB1UHrIAd6kuXEaQdK0B8gRR10JtQyoqIn8UCsKYUSrlomBuk2HAxBEEEQn4ZF2ZKauQ5k92+2+/Z373YktNfr6Nr3+nyv67OdjTfX9zp9+nTWrVs34tNk+/btyzPPPJMkWblyZfbv35/q6uobat5///1s2rQpSbJmzZrs2rXrhvmPP/4469evL/y8Y8eOrF279oaaP/74I7W1tent7c306dNz/vz5VFU55A8AADipAgAA40Jzc3PRQOW3337L9u3bkySvv/560UAlSebNm5etW7cmSXbv3p3+/v7C3NmzZ/Pll18muX4i5p+BSpJMmTIl77333i39DkN9Tpw4MR999NGIQCW5fvqkoaEhSdLW1pZz586VXK+pqWlEoJIkkyZNypYtW5Ikly5dyvHjx2+pbwAA4L9DqAIAAOPAc889V/T5wYMH88svvyS5HojczOOPP54kGRgYSFdXV+F5R0dH/vrrryTJ888/X/L9xYsXZ/HixaPqe8jVq1dz8ODBJMlTTz2V+++/v2Ttxo0bC+989913JetK/U2S3BAunTp1apTdAgAA/1XOsAMAwDjwyCOPFH3e2dlZGM+aNavs9c6fP18Y9/b2FsalTroMqa2tTU9PT9n7DDl16lR+//33JEldXd1Na4fPD+/tn+bPn19yrqampjC+fPlyuW0CAAD/cU6qAADAODBt2rSizy9evFjRekMBR5L8/PPPhfGMGTNu+t7/my/lp59+Koxnzpx509r77ruv6Hv/NGXKlJJzd9zxv3+Vhk7hAAAAOKkCAADjwJ133ln0+fDAoLu7OxMnTixrvblz545JX5WYMGHCbdsbAAAY34QqAAAwjk2fPr0wnjFjRkVhyfBTMH19fZkzZ07J2r6+vlGvn9z4Oa4LFy7ctHb4p8mGvwcAAHCrfP4LAADGsUcffbQwPnz4cEVrLFiwoDAefoF9McPvcBmNBx98sPC5rh9//PGmtUeOHCmMFy5cWNF+AAAAxQhVAABgHGtoaCiEFW+99VYGBwdHvcaKFSsKd5Ds2LGjZF1PT09Fl9QnSVVVVZ544okkSXt7e86cOVOy9oMPPii8s2LFior2AwAAKEaoAgAA49g999yTLVu2JEl++OGHvPzyy7l27VrJ+gsXLhRCiyFz585NY2NjkuSzzz7L3r17R7x35cqVbNq06ZZ63bx5c5Lkzz//zIYNGzIwMDCi5sMPP8yBAweSJE1NTZk1a9Yt7QkAADCcUAUAAMa51157LXV1dUmSN998M0uXLs327dtz+PDhHDt2LB0dHXn77bfz7LPP5oEHHsi77747Yo1t27YVTrysXr06L730Ujo6OtLV1ZVPPvkktbW1OXLkSJYvX15xn42NjVm9enWS5MCBA6mvr8/OnTvT1dWVr7/+Oi0tLWlpaUly/S6Vbdu2VbwXAABAMS6qBwCAcW7SpElpb29Pc3Nz2tra0tPTUzi9Usxdd9014tlDDz2UvXv3ZtWqVenv709ra2taW1tvqHnllVdy7dq1HD16NJMnT66o108//TRXr17Nnj170t3dnbVr146omT17dvbt25c5c+ZUtAcAAEApTqoAAACZOnVqPv/88xw6dCgtLS15+OGHM3Xq1FRVVaWmpibLly/P5s2bs3///rS3txdd48knn0xvb29efPHFzJs3L9XV1bn33nvT2NiYr776Kq+++mp+/fXXJMndd99dUZ+TJ09OW1tbvvjiizQ1NWX27Nmprq7OtGnTUldXlzfeeCMnTpzIkiVLKv1TAAAAlDRhsJKbKAEAACrQ0NCQb775Jo899lgOHTp0u9sBAAAYFSdVAACAf8XZs2fz/fffJ0nq6+tvczcAAACjJ1QBAADGxMmTJ0vOXblyJc3NzRkYGEiSvPDCC/9WWwAAAGPGRfUAAMCYaGlpSX9/f9asWZNly5alpqYmly9fTmdnZ955551C6LJhw4YsWrToNncLAAAwekIVAABgzHR2dqazs7Pk/KpVq9La2vovdgQAADB2XFQPAACMie7u7uzZsyfffvttzpw5k76+vgwODmbmzJmpr6/PunXr8vTTT9/uNgEAAComVAEAAAAAACiDi+oBAAAAAADKIFQBAAAAAAAog1AFAAAAAACgDEIVAAAAAACAMghVAAAAAAAAyiBUAQAAAAAAKINQBQAAAAAAoAxCFQAAAAAAgDIIVQAAAAAAAMogVAEAAAAAACiDUAUAAAAAAKAMQhUAAAAAAIAyCFUAAAAAAADKIFQBAAAAAAAog1AFAAAAAACgDEIVAAAAAACAMghVAAAAAAAAyiBUAQAAAAAAKINQBQAAAAAAoAx/A7S5VrDfCZDaAAAAAElFTkSuQmCC\n" }, "metadata": { "image/png": { "width": 810, "height": 392 } } } ] }, { "cell_type": "code", "source": [ "#chaking per house_type_counts\n", "house_type_counts = data['house_type'].value_counts()\n", "print(house_type_counts)\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "onhhSl19L7_4", "outputId": "8f3abfe3-957b-481e-cece-f577876cbb7d" }, "execution_count": 15, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "house_type\n", "Villa 54172\n", "Apartment 19339\n", "Summerhouse 11323\n", "Townhouse 10178\n", "Farm 4900\n", "Name: count, dtype: int64\n" ] } ] }, { "cell_type": "code", "source": [ "#chaking per house_type_counts\n", "region_counts = data['region'].value_counts()\n", "print(region_counts)\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "StFAm89mOfpm", "outputId": "392a4713-fbb2-45f7-a227-1f2c65432547" }, "execution_count": 16, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "region\n", "Jutland 49893\n", "Zealand 39706\n", "Fyn & islands 9254\n", "Bornholm 1059\n", "Name: count, dtype: int64\n" ] } ] }, { "cell_type": "markdown", "source": [ "**I understand that i have some outliers:**\n", "\n", "* **House type**- At first, I thought Townhouses were outliers. But after a deeper look, I found over 10,000 observations (about 10% of the data). This is a significant group in the Danish market, so I decided to keep it. This will help the model learn the specific pricing patterns for this type of property.\n", "* **year build**- Denmark know as one of the oldest country in the world. Therefore i will keep only house that built from the 1600 and above to get enough data to understnad the target value.\n", "* **purchase price+ sqm price**- understand that i don't have extremely values- keeping the outliers as is.\n", "* **change between offer and purchase**-Bargaining in real estate is one of the well-known tools in this regard. Therefore, the price of the property can rise or fall accordingly. Therefore, I will remove all the houses that were sold for 30 percent more/less - Extreme changes usually indicate data errors or non-market transactions (e.g., family transfers).\n", "* **sqm+ number of rooms**-understand that i don't have extremely values- keeping the outliers as is.\n", "* **region**- At first, I thought Fyn & islands were outliers. But after a deeper look, I found over 9000 observations (about 9% of the data). This is a significant group in the Danish market, so I decided to keep it. This will help the model learn the specific pricing patterns for this type of region.\n", "* **interest rate + dk_ann_infl_rate**- can have intresting concetieon to my target value- therfore, not removing them.\n" ], "metadata": { "id": "HfGPuLWz-5B9" } }, { "cell_type": "code", "source": [ "#Removed houses built before 1600.\n", "data = data[data['year_build'] >= 1600]\n", "print(f\"Minimum year built after filtering: {data['year_build'].min()}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "6-3V7fsyKvb8", "outputId": "80d5f8ac-dfca-41ad-b4ad-6a4c565795fd" }, "execution_count": 17, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Minimum year built after filtering: 1600\n" ] } ] }, { "cell_type": "code", "source": [ "#Removed houses that were sold for 30 percent more/less\n", "data = data[(data['%_change_between_offer_and_purchase'] >= -30) & (data['%_change_between_offer_and_purchase'] <= 30)]\n", "print(f\"Number of rows after filtering extreme price changes: {len(data)}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "YZtY-lo2Nv_H", "outputId": "4b00ceea-5213-458d-de37-c9d132822ad5" }, "execution_count": 18, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Number of rows after filtering extreme price changes: 99501\n" ] } ] }, { "cell_type": "code", "source": [ "data.describe()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 301 }, "id": "m1N6aNdbRchp", "outputId": "204b5941-30b6-4e13-a2aa-d3ff4a03867d" }, "execution_count": 19, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " year_build purchase_price %_change_between_offer_and_purchase \\\n", "count 99501.000000 9.950100e+04 99501.000000 \n", "mean 1955.306228 1.928668e+06 -1.977950 \n", "std 44.147258 1.775411e+06 4.262969 \n", "min 1600.000000 2.502000e+05 -30.000000 \n", "25% 1931.000000 8.000000e+05 -3.000000 \n", "50% 1966.000000 1.400000e+06 0.000000 \n", "75% 1980.000000 2.450000e+06 0.000000 \n", "max 2024.000000 4.595500e+07 30.000000 \n", "\n", " no_rooms sqm sqm_price zip_code \\\n", "count 99501.000000 99501.000000 99501.000000 99501.000000 \n", "mean 4.374519 129.317997 16434.601812 5948.892242 \n", "std 1.659359 56.977603 13656.910143 2370.691520 \n", "min 1.000000 26.000000 374.549800 1051.000000 \n", "25% 3.000000 89.000000 6818.181600 4000.000000 \n", "50% 4.000000 123.000000 12102.804000 5970.000000 \n", "75% 5.000000 160.000000 21374.045000 8250.000000 \n", "max 15.000000 984.000000 75000.000000 9990.000000 \n", "\n", " nom_interest_rate% dk_ann_infl_rate% yield_on_mortgage_credit_bonds% \n", "count 99501.000000 99501.000000 99501.000000 \n", "mean 1.681739 1.927748 4.110675 \n", "std 2.050171 1.637891 2.196504 \n", "min 0.000000 0.250000 1.100000 \n", "25% 0.000000 0.790000 2.120000 \n", "50% 0.750000 1.850000 4.340000 \n", "75% 3.250000 2.340000 5.500000 \n", "max 9.500000 7.700000 10.140000 " ], "text/html": [ "\n", "
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year_buildpurchase_price%_change_between_offer_and_purchaseno_roomssqmsqm_pricezip_codenom_interest_rate%dk_ann_infl_rate%yield_on_mortgage_credit_bonds%
count99501.0000009.950100e+0499501.00000099501.00000099501.00000099501.00000099501.00000099501.00000099501.00000099501.000000
mean1955.3062281.928668e+06-1.9779504.374519129.31799716434.6018125948.8922421.6817391.9277484.110675
std44.1472581.775411e+064.2629691.65935956.97760313656.9101432370.6915202.0501711.6378912.196504
min1600.0000002.502000e+05-30.0000001.00000026.000000374.5498001051.0000000.0000000.2500001.100000
25%1931.0000008.000000e+05-3.0000003.00000089.0000006818.1816004000.0000000.0000000.7900002.120000
50%1966.0000001.400000e+060.0000004.000000123.00000012102.8040005970.0000000.7500001.8500004.340000
75%1980.0000002.450000e+060.0000005.000000160.00000021374.0450008250.0000003.2500002.3400005.500000
max2024.0000004.595500e+0730.00000015.000000984.00000075000.0000009990.0000009.5000007.70000010.140000
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"data\",\n \"rows\": 8,\n \"fields\": [\n {\n \"column\": \"year_build\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 34604.45828195971,\n \"min\": 44.147258288329404,\n \"max\": 99501.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 1955.3062280781098,\n 1966.0,\n 99501.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"purchase_price\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 15829272.537240123,\n \"min\": 99501.0,\n \"max\": 45955000.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 1928668.4250309041,\n 1400000.0,\n 99501.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"%_change_between_offer_and_purchase\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 35178.95574718794,\n \"min\": -30.0,\n \"max\": 99501.0,\n \"num_unique_values\": 7,\n \"samples\": [\n 99501.0,\n -1.9779499703520567,\n 0.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"no_rooms\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 35177.197215875385,\n \"min\": 1.0,\n \"max\": 99501.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 4.374518849056793,\n 4.0,\n 99501.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sqm\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 35101.101404096684,\n \"min\": 26.0,\n \"max\": 99501.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 129.31799680405223,\n 123.0,\n 99501.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sqm_price\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 36080.91133885488,\n \"min\": 374.5498,\n \"max\": 99501.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 16434.601812178273,\n 12102.804,\n 99501.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"zip_code\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 33409.03753553646,\n \"min\": 1051.0,\n \"max\": 99501.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 5948.892242289022,\n 5970.0,\n 99501.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"nom_interest_rate%\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 35178.045708504615,\n \"min\": 0.0,\n \"max\": 99501.0,\n \"num_unique_values\": 7,\n \"samples\": [\n 99501.0,\n 1.6817393795037237,\n 3.25\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"dk_ann_infl_rate%\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 35178.082835751375,\n \"min\": 0.25,\n \"max\": 99501.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 1.9277478618305346,\n 1.85,\n 99501.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"yield_on_mortgage_credit_bonds%\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 35177.42569138999,\n \"min\": 1.1,\n \"max\": 99501.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 4.1106750685922755,\n 4.34,\n 99501.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 19 } ] }, { "cell_type": "code", "source": [ "#Distribution of Log-Transformed Purchase Prices\n", "data['log_purchase_price'] = np.log(data['purchase_price'])\n", "plt.figure(figsize=(10, 6))\n", "sns.histplot(data['log_purchase_price'], kde=True, color='orange')\n", "plt.title('Distribution of Log-Transformed Purchase Prices', fontsize=15)\n", "plt.xlabel('Log(Purchase Price)', fontsize=12)\n", "plt.ylabel('Frequency', fontsize=12)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 569 }, "id": "LCCydDJjWGMr", "outputId": "6c508a59-4cf1-43a7-94b8-d892d5082e5e" }, "execution_count": 20, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 862, "height": 552 } } } ] }, { "cell_type": "code", "source": [ "#Impact of Property Size on Purchase Price\n", "plt.figure(figsize=(10, 6))\n", "sns.regplot(data=data, x='sqm', y='purchase_price',\n", " scatter_kws={'alpha':0.3, 's':10}, line_kws={'color':'red'})\n", "plt.title('Impact of Property Size on Purchase Price', fontsize=15)\n", "plt.xlabel('Square Meters (sqm)', fontsize=12)\n", "plt.ylabel('Purchase Price (DKK)', fontsize=12)\n", "plt.savefig('size_vs_price.png')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 569 }, "id": "PP4PmVubSdE9", "outputId": "442ec0c0-167b-4b1c-dc18-f8aced2c4516" }, "execution_count": 21, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "image/png": { "width": 835, "height": 552 } } } ] }, { "cell_type": "code", "source": [ "#Average Square Meter Price by House Type\n", "plt.figure(figsize=(10, 6))\n", "sns.barplot(data=data, x='house_type', y='sqm_price', palette='muted', errorbar=None)\n", "plt.title('Average Square Meter Price by House Type', fontsize=14)\n", "plt.xlabel('House Type', fontsize=12)\n", "plt.ylabel('Average Square Meter Price (DKK)', fontsize=12)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 568 }, "id": "G6eXjJJ2XdMg", "outputId": "0321bf68-3f46-4dd6-b340-4b0115fcea0e" }, "execution_count": 22, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 871, "height": 551 } } } ] }, { "cell_type": "code", "source": [ "# Correlation matrix for numerical features\n", "#The goal is to find interesting relationships—either between the independent variables themselves or between them and the target variable. These connections can point to strong predictors for our model or reveal redundancies and patterns that we might need to address or remove\n", "plt.figure(figsize=(12, 8))\n", "correlation_matrix = data[numeric_columns].corr()\n", "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\")\n", "plt.title(\"Correlation Matrix of Numerical Features\")\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 965 }, "id": "XYZ5zZtuZba5", "outputId": "cbee8dbe-c60c-4acd-c8c4-dd1414a31a1d" }, "execution_count": 23, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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oAosb7IERw7wBAD9tLWkTuNTqi+8LTAFHi64O7dIW1MdP1eHZV07ZDFxqtetAJXbsk/6dhIe4Ykh017JFUN8T4gdEBEnX1dFMsU3gUqv9p0WU10jPZWOGCF16jkyKEUzPkL8cMlo9Q+oN0s8B6Rly7BDbjdgLXGrVpAWOnBNN9YTaHwZRHxEeIGBAP2msczDD2CZwqdXu4waUtox1Jg49j7HOMPNY56d9eptjnZ/2SYsq5DIBk+Jt529IyzLi8FkjSlsCl6jvK8s7hpJsaVFEzJjr2gQutUq47Hb4BA4EAJzY8zGMBsfHIcd3f2Ta1m3C1U+ZApdaKVSumHD1UwAA0ajH8V3/61S9e358HjpNAwaPWoh+A5Ic7hcR0cWCwUtERETkkMLCQjz++OMYNWoUvL29oVQqERwcjISEBNx4441Yt24damutVykDwKZNmzBnzhwEBgbCzc0NQ4YMwfLly1FQIL0ki4qKgiAIuO2226zOXbduHQRBgCAIyM7Ohlarxeuvv44xY8bA29sbfn5+mDZtGn7++ec259XV1eFf//oXRo4cCS8vL/j4+GDWrFnYtm1bt//ZXKriB5hfbKak2868IQI4eFo65uYiYFBY116GxkdJ55VUGZFrI0gKAHJLjKZJsWEDOm4nMVqO+AEKNDSJ2LCHSz77qsMHtps+T7r8aptlZDIZJk6bCwBobKjDqY62JOqi2Pgxps+lxflWxxvqa7F/x2YAwISpcxAQFNIj/aDeY1ik+V508LTtAEkRwKEz0jFXtYCBoV0brg9taau0yog8G0FSAJBXKqK02timvKMMRiC75T7sqhbg5tLBCeR06qGjTJ+bD+2yXUgU0XxkDwBA5uoOZXRst/fDxTLoyMaWcZ0hqF2gjpVeSBgqS6HL5tZIZJ/cwx3+M6RtCsu37UVzQYnNcsXf/QpdjRSc0m/BTKvj/tPGQenjBQDI//h7u2/o8z/61vS533zreqjvmDzOHFWxaZvt60YUgc2/S8c8PZQYleDdY/05lFZt+hzaz7XH2qHeZUiYOcrjWJb9MIu0bOmYq0pAZFAX2gmV2imvFVFoJ560sAKmjJ2Dw7oeum65ZZii++Ok6QKLizSPWw6esT/WOXzOPHaIDuna9RMXIbVVWm07SAoA8spElLWMdVrL08Uv56R5nnfw6IU2ywgyGQaNmg8A0DbXojDzgENtiKKI3HQpQ6h3YDSCIkbYLBcUMQLeAdLCuZz03yB2ENWZlbYFuem/Qe3mg7FXPexQn4iILjb85iYiIqJO27lzJ+Li4vDyyy/j8OHDqK2thV6vR2lpKY4fP44vvvgCt99+O3bs2GF17vLlyzFnzhxs2rQJ5eXlaGpqwpkzZ7Bq1SqMHDkSqamdDyKora3FlClTsGLFChw8eBC1tbWoqqpCcnIy5s2bh1WrVgEAcnNzMWHCBDz22GM4cuQI6urqUFNTg61bt2LWrFn49NNPu+3P5lI2IESabdToROSX2Q4oAoBzFhmNWlflOcLPS4C3h8yqrvba8vGQwc/T/qSYiwpYMFkFAPhprxaNGoe7Rb3EmfQjAAC1iyuiBsbZLRczbLTp89n0oz3SF73OHAQns5G15GjqTmi10sU2ImmK6ecaTRNKivJQU1Xe4eQW9S1RLfc8jU5EQbn9v9usIvM9NDK4C/dJTwHe7tI9L7PY/v3Ysi1vDwG+7dwn22P5ssnIS7bXU0QOBgCImmboC7PtltNlnTZ9VkYM7tY+CCoXqOOkICpDVRl02ac7OMM2dXwSBJW0xWvzkb3d1j+6OPmMSYBcLT3vVe6w/5JK1OlQvf8IAMB7TAIERdtsDX6TzM8QlTvt11OTehz6BimDju/EUXbLUe+XMFQKRGpsMuD0WftbWR45XmM+J86rx/qjUpifDYz84r1k9A+QntO0OhFFVfbL5VoEcoQHOPZs5+MO03ZZtjKE2mrHy02AdxcTgMX1N/evwvbaN+pDWsctGp2Iwh4c6/h6Al4tY53s4g6CQVqOe7sL8PVwuCnqg4pzpKxLCpUbAkKH2S3Xb4DFYrOcQw61UVeVj8baUgBASAfZkVqzJzXWlqC+yv622trmOuz76QUAwNgrH4aLm69DfSIiutjYzplIRERE9AcajQaLFy9GbW0tPD09ce+992L69OkICgqCVqtFVlYW9uzZg++++87q3DfeeMMUUBQaGoonnngCY8eORXNzM37++We88cYbWLRoERob7afJt3TPPffg4MGDuO+++7Bw4UL4+vriyJEjWLlyJQoLC/Hwww9j1qxZuO2225CZmYnHH38cV155Jdzd3bF7924888wzqKmpwb333otZs2YhKKgLyxLJJNhXmnQqrzG2+/K6NcsHAAT5Oj5RFWxxTmtmJbttVbVtq7LOdrDT3AkqeLvLcK7QgAOnbGeNor6hMD8LABDUrz/kcvvDnJDwKKtzutvpE+YJsNZt6iydO51m+hweOQhZZ07g20/fwcm0FIgt29h4evkiadIsXP2nu9rdUo76hkAfaZK9olZs9z5ZVm0+GOTreECR5TmWdXXYlo+AqjrHXoLKBCAiSLov1zWKaGLwZ6+nCAwFIGUq+uOWWZYMZUWmz/LA7s0Mp4ofYxF0tKfL9ahHmLM3NXPLOOqAx9CBps/1pzPbLVt/OguBV0yGTKmE++BI1Kebt1f0iLOo55T9ekSDAY3ncuGVGAuP2IF2y1HvFxXuBgAoKGqCoZ3hR05+k+lzZMs5PWF4vDmrU05++2PniHA3vPfKcPQPdYNKJUNNrQ6nz9UjeW85tu4og8HA4Ke+IqAlHq6qvv0t2SyDgAIcjKGzLF9hP04PAFD+h3ZqGjquXxAAdxegnw8wLlZm2gYvq1hsUx/1TUHe0t9nZUdjnRrzwdbxkUPt+JjnhDoc67RpS4aq+vbnkKjvqymVns28/CMga2dOyCcw2vS5urT958I/qi49a/rsHWg919O2HfPx6rJz8PQLt1kuZfNraKwrQ3DUaAwefa1D/SHqKhFdz55I1NMYvERERESdsnv3bhQWFgIAPvvsM8ybN6/N8fHjx+PGG2/EqlWr2gQhlZaW4qmnpL2+IyMjsW/fPvTr1890fMqUKZg9ezZmz54Nvb5zwSMHDhzAt99+iwULFph+Nnr0aCQlJWHkyJEwGo2YMWMGamtrkZycjHHjxpnKjRkzBoMHD8bcuXNRV1eHTz/9FA899JDDfx4kUcgBD1dpwFNT3/7kUZNGWomnVgrw8XB8kGR5TkdtVVsct9dWVD8Zxg9VQG8Q8U0y37r3ZTqtBvW11QAAX//2gxHdPbygdnGFprkJVeW2t/84H7lZGTh2UNqOKTxyEEL7W09oFeWbJ8hOpaVi3bvPw2BoG2BXV1uF3zZ9hYP7tuGhp99GxIAh3d5XujDa3CcbOrhPas33ydYMSo6wPKejtqotjnelrbFxctPvlZbVfjY86gUUCsjcPQEAhprKdouKzY0QNc0Q1C6Qe/t1azdcLIOODncteEnm4w9lpHRP1OVkwFhZ1i19o4uXS5h57GFvyzjT8Txz8J5LeEib4CWXcKkefX0D9DXtv91vyiuCV2Is1EH+kKmUMGp1Xek6OZFKKcDHWwkAKKtof6xQ36BHY5MBbq5yBAWoe6Q/A6PcMWGMdE8+l93QJmDKFn9fFfx9Vab/DwpQIyhAjcnj/PHna8Px9MvpHdZBzieXSduuA0BtB39dzTopO5NKKbRkUep8gFpr1iVACkpvj+Vxrw7aefIG+3vCFVWK2LCfASV9nUIOuHdyrNN8vmMdi9jQmg6u05o2Yx2Hm6I+Rq/ToLlRSk3n7hXcblm1qzcUKjfotY2orylqt+wfNdSYnyPdvfq1UxJw9zYvAmmoLrZZpiTnEE6lfAWZXIlJ85+BIDCghIiI28YRERFRpxQXmwdaU6ZMsVtOoVDAy8u8bO9///ufKZjptddeaxO41GrGjBm4++67O92XP/3pT20Cl1olJibisssuAwCUlZVh2bJlbQKXWs2ZMweRkZEApK3wqOvUSvNnTSfeybS+t1ErHR+QW57TUVtaizg4yz62ksuARdPUkAkCdhzVoaSKK4/7sqYmc8Cki2vHq93ValcAQHNz57K9dZZOp8W6d5+H0SgFclz75/ttlquvNy8v/ui9fwKCgIU33YdXP/gZ73+1D8+vXo9JM64GANRUVeDtl1agqbG+W/tKF47lPagz767N98mebcvyuKNt+XkKmD1GWgul0Yr4/Qgz1/V2gsrV9FnUdhywK+o0Lee5dFsfZN5+UEbFAAB0OWdgrCztUj0uIyZCkEnTWc2HmXWJOqbwNL+11Ne3/92vbzRHByg82j5TKDzcO1UHABgazPXIPfjWtC9yczWv+W1q7jjAolkjPf+5utgP1ugqpULAYw8MhkIujYfe/yTbblmjCKQercLb/83EsqfTcPuyQ7j/iaN484NzyM6Trt0BEe548/8SeyzQirqP5TOaTt/xmFXXEk+ucnDJumV5bQePdZbHlV1YGq/Vi9iUasRH24yob3b8fOpdVJbjj04MCXQtZRy9RqW2zHNCWl37/x50Fn1RdWH+ifoWncacAk6h6nhOSKGUxkZ6rWNzQpbtKNXtt6OwGH/pbLRj0Gux67uVgCgiftKt8A3u3u26iYj6KmZeIiIiok4JCTGvGFm7di0efPDBTp23detWAICvry/mz59vt9wdd9yBf//7352qc/HixXaPDR8+HDt27OiwXGJiInJycpCZ6ViKYADIz8/vZMmLf59ypcI8CWRoLz94C71BBCB0aZJTYfEeoKO29BbbIFj2sdWMUUr085OhotaIX1K5Er6v0+vML+Llio6jMBRKqYyuEy/wHfHp+y8j++xJAMCk6fMwIsl2oKe22fxCU6fV4K4Hn8PEaXNNPwvrH407//osFAolkn/5FuWlhfh989eYc+1t3dpfujDa3rs6Lt9aRtGFd5+OtGV53JF7slIO3DxLCVe1dG/9cY8edd0bB0g9QFBa3BsNHb9ZEluyYbY57zy5jJhgDjo6ny3jhk8AAIg6LTRpKd3SN7q4yV3MARpGrbbdskaN+bjctW3wnqylHrETkaiW7chd1eDTZt+jUpnHEDp9x1/gOp1URq3u/rXCDy0diLjBUva8TdtKsCfFfga9v790EvUN1hkRj52sxXebivDY/YNx1eXB8PdV4W93RePvL6V3e3+p+8gtLqfOPEfqW/7qHX2O7PIzZAftfLBZ6pAgAO5qIDJIwMhBAi4fLsDfE/jtaPvbjFHvp3RwrNN6jdqap+nOttrMCXV/TCn1Mga9Y3NCcoWUmdByLsnRdmTy9ttpbUNqxzpS81jyB6guPQcP3zCMnHGfQ/0gIrqYMXiJiIiIOuWyyy5DdHQ0MjMzsWzZMnz66adYuHAhpkyZgqSkJKhUKpvnpaWlAQBGjhwJhcL+o8eIESOgUqmg7eCFAgAMGWJ/+yQfHx+HytXVtb/lgy39+/fvVLnl7/TtTCle7gLc7CzGbdQAtQ1im9WfclnHk0+tq4V1XUjSobeYg++ordZ2pLbazoYG+gi4fJQ0yfDdTm2X+kK9i0JpvlAN+o5fD+p1UhmlqvtWm//8zYfYsfV7AMCAQcNw8z2P2y2rtOhveNTgNoFLlq778/3Y/ftP0Ou0OLD7FwYv9UJebjAF8fxRk0ZEbeMf710d19laRt+FndgcacvyeGfvgzIB+PNMJUL9pZP3ntTj4BluGdcXiDqLe6O846kgoeWZrc1550k9fKKpTk3a/i7VoQiPhiJQCqjXpB+GqOGWR9QxQ7PFiyY7YxbTcbX5uKGp7YsmY3NrRrKOX4pZtmNo4vbEvU2AnwqeHrbvhXX1epRXaqHVWi6G6PgLXKmUymg03bsN1s3XhePqK6T73smMOrz+3tl2y9sKXGplMIh4+e0MDI3xRGS4G6ZOCECAnwrllR2Pwck5LAM0OvMc2RqE5OhzZJefITtop6ym7f9nlYg4eFbEzTNkGBsjQ4C3iC93GCEygKlX8nIDXFS2xzrNWmmso3NwrNN6jXYmk9gfOdJWmzkhDlcuenKFY3NCBr30vWc5l+RoO0ZD++20tiG10zYgvrosC0eT3wcATLj6qTZZmoiILnUMXiIiIqJOUSqV2LBhA66//nqkp6cjJSUFKSnSandXV1dMmTIFS5YswQ033AC53LysqbJSWhUaFBTUbv0KhQJ+fn5ttqezx83NfmpemUzmUDmDgbMY9swZp0RSrO2XMymndPjiN22b7ds6s+1Q67seTQcpvm2xPKejtixTkP9xi7nrp6qhVAg4lqlHeg7//i8GrhZbxTU3dZwCRtPystvFpeN04p2xfcs3+OaTdwAAIWFRWPb0m1C72J98stzaLn74eLvlPLx8EDUwDmdPHUVe9hnodTpT1ijqHWYnKTF6iO2lvAczDFifrGtzD+rE+26L+6Tj/XGkLZWD234CwKKpSsRGSL/v0XMG/Lib0Z99hag1B/kInQjcFJStGWa6Zz8XRdgAKIJCAQCaU4chNnct6Mhl5CTTZ815ZG+iS4u+zmIrEY8OtvhwM39//3F7OH19Q6fqAAC5u7keQ31DOyXJGe65OQpXXR5s89imbSV4cXUGGpvM33GuLh2/kXdRS9+PTc3dN764ZnY/LF0yAACQndeIR587jubzDI4yGIGftxbjvtuiAQAj4r2xdUfZefeVeoblM5qUqab9cXRrhpnObN9lybJ8R9t5WR7vykKguiZgy0EjFk+VI7qfgOEDBBzJZPRSbzRrtAKjBtse6xw6Y8A3O/VttqLuzFZwrRlfHb1GgbZbxUlbwdm/biwzy3a0xRz1fUq1xRbBndgKTq+TxiKd2WLOXjs6TQdbEVuMv5QW7YiiiN3fPwODXovIoTMRETvdoT4QdQdR4Haa1HsxeImIiIg6bejQoUhLS8OGDRuwYcMG7NixA2fPnkVTUxO2bNmCLVu24PXXX8fGjRutgpWEi+ihOC8vr1PlVv3Ywx3pBfQGoKFJhLurAG+P9v+OXdWAWimVqa53fPLI8pyO2vKxOG55XmSwDIPCpMm3nGIDRgyynojzcDWf6+cpM5UprjSiuJKTXr2RUqWGh6c36utqUFVR2m7ZhvpaaFpemvsG2H5p5Yh9Ozfj4/dfAgD4B4ZgxbPvwtOr/S0jfQOCgYy0TvXBL6AfgKMQjUY01NfA2zfgvPtMF5beADQ0i3B3EeDt3sF9UmW+T9Y0OH6/sTyno7Z8LI53pq35kxQY2fLy4lSuAV/+ruvg9Rn1Kno9jA11kLl7Qu7t125RwcUNglpaHWyosb81kSO6JehILoc6YSwAwFhXA+2ZtO7oGl0CmgvMiyNcwoJRc/C43bIu/c1bZTfnF7WtJ78YGAcoPNyh8PaEvsZ+BlfXlno0pRUwdmKbOep9tDoR1bU6+HgpEejfftCnh7sCbq7Sd2Rpefdk2rp8ciCWLx0EACgqacbyZ9JQU9c9QcPZueYXroH+7WcjI+cyGIFGjQg3tQCvDhJzuChbAzqAukbHntIsy3u6tR8UIh2X1DrYTqusEinzjlIhILY/g5f6MkfGOi7nO9axiBXxdmu/Le82Yx2Hm6I+RqFUQ+3mA01jNRpqS9otq2mqMQU4eXiHtFv2j9y9zfM3DbXtL75tqDE/R7r79DN9Ls07guIsaTFwcORInDv6s9W5zQ1Vps91lfmmMr7Bg+HXz/4uA0REFwMGLxEREZFD5HI5FixYgAULFgAAioqKsHnzZrzzzjs4ePAgDh48iKVLl+K7774DAPj6+qK4uBglJe0PHvV6vSlLU28XHh7eyZJ9e4bki9+0+OK3jrcQKK4yYqCrHAHeMsgEwGhnDirIx7xiubTK8RXDJRbnBPm2v/rZ8rhlWwqLWKWrJ3aceWJgmBwDW4KdtqRoUVzJl0+9VWj/aGScPIzS4jwYDHrI7WyLVJSfbT4nfMB5tXn4QDL+++ZKiEYjvH0D8Mg//g2/TgREhUUMROqerQAA0dj+vwWj0bx6Xya3veqVnGd9sg7rkzu+L5RWiRgQIsDfS2j3PhnoI7Q5x1GW51jW1WFb1e23deVYBSYMlf5NZRYZ8clWnd3fgXovfVkhVO4xkPsFATIZYOf+Iw80T+IbyopslnGIzCLoqL7rQUeqmBGQuXkAAJqP7gX3mKHOqj95zvTZIyYaJdhmt6xHjPRsYNTp0HAmp2096Rb1xEajev9Rm3UIcjncoqVtputPnbNZhpzrxdUZeHF1RoflsvMaMWKYN8JCXCGXtd3Cy1JkuDmqJCe/44wPHZk01g9/XzYEcrmA8koNlq1MQ1lF923txrtn31JeA0QEAb4egCDY//rz97I4p9bBNizK+3u2XzbgPNppJYpAs1bKjuPdPclwqQd8s1OPb3Z2HDRZWi1iQD8Bfh2NdbzN44+yDsYfttsx34Q7HOu0aat7t/Ok3sknaCBKsg+itiIXRoMeMjtzQtVlmRbnRDvYxiDT55qyrHbLVlsc9wkcaPpstNjW7sCmVzpsszg7FcXZqQCAkTPuZ/ASEV30OrELLREREZF9ISEhuP3227F3716MGjUKAPDTTz+hqUnKbJKQkAAAOHLkCPR6+5MeR48ehVbbfROydOFkFUnBFWqlgPBA+4+XA0PNgRdZxY5PHlXWiqipN1rVZUt0y/HqeiMq6zg9fykYHDcCAKBpbkL2uXS75U6fOGj6PChueJfbO3nsAP796uMwGAzw8PTGw8++i6CQ/p06d8jQkabPZSUF7ZYtK84HIGWXcvfw7nJ/ybmyW+55aqWAsAD7E+0DQsz30JySLtwn60TTKubofu0P9we0HK+pF1HVzn1yxkg5pg2XJn7zSo1Yt0ULPXfc7JP0OWcAAILaBYrQKLvllANiTJ91uWfOu11VTCJk7tKb0Oaj++wGTXXEZcRE0+dmbhlHDqhOTYNBI40z/KaMtVtOUCrhM24EAKAmNQ3iH8YulbvNzxB+k+3X4z0mHgoPaVuRqj2Hutpt6gXSTtYAANxc5YgZZD+iY0S8+RktLb2L0RwtRif64B+PxEGhkKG6VoeHVh5HYXH3bOHZKqq/OVqkvJJj8N4ur1x6TlMpBYS0k+A1ItD8jJlf7tgYuLrBnH0pIqj9oJD+Le3UNopdzmgjk0mZmYGubR9GvUvruEWtFBDag2OdqjqgtmWsE9Wv/eu09XhNg4iqeoeboj6oX+RoANK2ceWFJ+yWK85KNX0OihzlUBuevuFw85J2GihqyZ5kt52WgCM3r2B4+IY51A4R0aWMmZeIiIioWyiVSkydOhWHDh2CXq9HdXU1XF1dMXPmTPz666+orKzEhg0bsHDhQpvnf/jhhxe4x9RdjmcZMFOaI0BSnAK5pdYT4AKA0THSo2djs4izBV17830824BJ8TIE+8oQESxDro0Jr4hg6TgAnMhq2865QiNWvNv+DKuvp4C/3yJN6Kec0nUq+xQ538ix0/DzN2sBALu3bcDAIQlWZYxGI/Zsl9Jtu7l7IjZ+TJfaOnvqKN7653LodVq4unlg+TPvICxiYMcntogZOgqeXr6oq63CkZQduPGOFTazKpWVFCA3W8oKMCh2OGQyrj3pq07kGDB9pHQPHB0jR16Z9VsaAcColm3ZmjQizhV2LcDjZI4BE4YqEOQrQ/8gAXml1i+v+gcJpgx1J3Ps348nDZPjijFKAEBRhREfbtaCux/1XZqTh+A2dR4AwGXUZajPz7QuJAimICFjUwN0mafOu12XEeYt45oP7+5SHYKrO1RDEgEA+qJcGIo7t4UvEQAY6htQ8dteBF01FQGXT4BLWDCaC6yzwvZbOAtKbylApfj7rVbHK5IPQFddC6WPF8JvWYDMVz+w2V74kmtNn4t/sK6H+o6d+ytwy6IIAMBVlwfjZIb1VoGCAFw5Xcq8WVevw6G0mi63Fx/riRefHAq1Soa6ej1WPHsc2Xnnn8nJklwGzJ1p3r7m6Imu95cujIwCEZOGSp8TBwgotLOVeUKUFKzRpBWR0/5O2rbbKRQxepCAAC8Bof5AYYV1mVB/IMBLaudMQdcXCQ0JBRRyqZ6yGi426uvSc4yY1rIuaPRgOfLtjHVGDpTGH00aEZlFXft7T881YlycHEE+MvQPFJBXZmOsEyiYMn+n5zLr0qUicujlOJr8PgDgzMHvENTferGaaDTi7KEfAAAqFy+ERtsPRrdFEARExM3Aqf1foKYsE6W5RxAUMcKqXGnuEdS0ZHiKjJsBQTAH24VEj8WdL9pfcAcAdVUF+OqVmQCAwaMWYMr1/3Son0REfRlnv4mIiKhTdu7cibNnz9o9rtVqkZycDADw8PBAYGAgAODWW2+Fq6uURn/58uU2t49LTk7G+++/3wO9pgshr9SIc4XSy+9xsQpEBls/Yk4doUQ/P+nnO9N0NpMuDAyV4bX73PHafe5YPENls60dR3UwtOQgXzhZ1WYbOEDaFm7hZOlcg0HEjmN8y36piB4Sb8potHPb9zh76phVmS0/fIKifCl198x5N0KhULY5fup4Ku5YOBp3LByN/65+xmY7uVmn8cb/PQhNcxPULq5Y9vc3ETUwzqG+yuRyXLngFgBARVkRfly/xqqMwaDHx++9ZNpWbvrs6xxqg3qX/DIRWUXS32VSjNzmivbJiXJT4OXu4wab2y1Eh8jw0t0ueOluFyyaqrQu0HJu633ymolKm/fJayZK5xqMInYdtx28NHqIHHMnSAFXZdVG/HeTFk2ajn9X6r30BVnQZp8GALiMngxFf+ugS9dJs6EIklYGN+39FTC2vT6UA2IQ+H9rEfh/a+F57Z0dtim4ukMV0xJ0VJzX5aAjdeJ4CArpeuxqABRdvMKXLMRc3WnM1Z3G4KcfsFkm83VpoYRMqcSw1c9IaT8sKP19EfviwwAAXVUNcj9cb1WHqNMh++2PAQCeQwchern1vwGf8SPQ/3bpO7sieT9qUru2TSL1Duln6nGkJbhn3sxgDIuxzr60eEGYKZPR+g2FMBisv8BHxHtj5w+TsfOHyXjyb7a3exk0wB3/enoY3FzlaGwy4LHnTyDjnGPpQkYmeMPD3X6GWrlcwGMPDDH1d9eBCpSWc6FGb1dUCeS2BKMPjxYQ5m9dZlyMgICWbbJSM0Sr58iIQODJG+R48gY55o21nbEm5bQIY8uJV4yS2XyGvGKUdO80GEUcyLC+1qOCpe3t2hPgZa4HANKyGbzU1+WXi6bs2qOHyEzZuSxNipebFk/sOWl7rDOgn4AX7lDjhTvUuG6y7bwLu0+YxzrzxitsXqfzxkvnGowi9pxgythLRWD/RARHSSsrT6d+g5Lcw1Zl0natRXWZtKXvsIm3QCZvO6YuyjyA/z4Zh/8+GYcdXz9hs534SUsgyKQLb++GF6DXtc2OqNc1Y++GFwAAgkyBYZOWnN8vRtQDRFG45P6jvoOZl4iIiKhTtm3bhueffx6TJ0/G3LlzkZiYiMDAQDQ1NSEjIwP/+c9/cOiQtC3CnXfeCUXLC6bg4GA8//zzePjhh5GdnY3Ro0fjiSeewNixY9Hc3IyNGzdi1apVCAsLQ2NjI8rKypz5a1IX/bBLiwcWukClFHDP1S7YdkiHswUGKOXAyMEKTBgmTQiUVhmRfKTrAUXlNSK2H9Hh8lEqRATJ8ddrXfD7YR3Ka0QEeAuYPlKJ8EBpEuH3I9LP6dJx450P459P3AGtVoPX/nE/5l1/O2Ljk6DVNuPArl+Q/Mu3AIDg0EjMnn+zw/WXFuXh9X88gMYGadX9wpvug6ubB/Jz7Ad2enn7wcvHz+rnM+cuxoFdvyAn8xR+/PJ9FBfkYNL0efDy9kVpcT5+2fAZzp2WArASR0/C6AmXO9xf6l027NXhL9eooFIIuPMqFX4/ose5IiOUcgHDB8owLs4cKLQjrev7Z5TXiNhxzIDpIxToHyjDvdeokHxUj4paEf5eAqYOVyAsQHpxsOOoARW11vfJoZEyXDtZAZkgoFkrYsNePdxdBLi72G+3sk6Ejtt+9HoNP38G5d1PQlCp4X3bCjQm/wxdZjoEpQrqxHFwTZoGANCXFaFp15bzbk+dMBZCS6Do+QQduYyUskGJBr209RxdNHwnjYb7wAjT/6v8zXsiuQ+MRPiStllb8z/6rkvtVGzfh4IvfkLY4nnod83lGLd5LbJW/w+aolJ4xg/BoMf/ArdIKXAv/clXoa+2vfXXudf+i5BFc+ARMwBxLz8Kt0ERKPpyIwzNzfCfOg6DHv8LZEolDI1NOLnixS71lXqX1R+cw7svD4eLWo7X/xGPj9fn4VBaDdRqGS6/LBDzrwwBAOQWNOKLH9rfDtie0H4ueO3ZeHh6SPfLNZ9mo75RjwERbnbPqarRobqm7bjqqunBeOmpodh1oBJH0mqQW9CIhiYDXF3kiBnogWtm98OACGlLw8pqLVZ/cK5L/aUL79fDRiy5XAalQsDiqTLsSReRUypCKQeGRgimjDYVtSL2n+7aGLiyHth3SsTEoQJC/QQsuVyGvekiqupF+HoImBAnoJ+v9PJv3ynbW3H1DxCweIqA7BIgs1hEaY2IJo0UL+rtJgWnxEcKUCqkeo5kGruUJYp6n5/36XHPPCVUCgG3X6nE9qMGZBUZoZADidFyjI2V5mnKaozYldb1gKKKWhG70gyYOlyB8EAZls5VYkeaAZW1Ivy8BExJkCM0oHXhnO2xDgB4uAKDw9oGMnu6mj+PHNT2WE6JEZXWyfeolxk/70n89N6fYdA1Y8uHd2H4tKUIiR4LvU6DzGMbcTrlKwCAd0AU4iff3qU2vAMGIGHyHTiW/AHKC47jp/duQuKUu+DpF4G6ylwc27EGFYVSZqXEyXfAOyCqu349IqJLAoOXiIiIqNOMRiOSk5NNGZZsmT9/Pv75z7bpbFesWIHc3FysXr0aBQUFeOCBtiuiAwICsH79eixatKhH+k09r6DciI9/0eCmmWq4qgXMHW+dOam0yog1PzdDc57JkDbt08HDVcC4OClQ6ZYrrFcX7z+pw+b9zLp0qYmMjsVfHn4JH7zxdzQ1NuCbT96xKhMcGollf38Trq7uDtefkX4YtTWVpv//4sPXOjznmhvuwYLFS61+rlSp8eBTb+DNFx9Czrl0HNi1BQdsBAokjp6EpSv+2SbNOPVNhRUiPt+mww3TlXBRCbhyrHXmpLJqI9Zt0Z331my/pOjh4QokxUiBSjddbn1PTjmlxy+ptqONhkXJIZdJ15yLSsAdV9nOhmfp/Z+0yCzitgy9nb4oF7Vf/huei+6BzMUNHldcb12mrAg1H78BUdtsowbHuIyUtowTDQY0H93bpTrkAf2gDI8GAGjPnoDYYDuohPqm/ndcj/4W26xZ8ps0Gn6TRrf5WVeDlwDg2N1PQunlgaA50xAwfTwCpo9vc1w0GHDmhXeRt+Yru3UY6huQMv8eJP34PjyGDEDk3YsReffiNmV0NXU4suRh1B49/20XyfnOZDXgmVdO4emHYuDhrsDSJQOsyuQWNOLR506gqalrL+SHD/WCn4/5u/Zvd3W8HfGHn+dg7Re5Vj93c1XgiqlBuGJqkN1zz2U34NlXT6GolCkV+4qSauC7vUZcM04GF5WA6YnWY4OKWhFf7TRCex7B5NvTRLi5GDEiWoZ+vgIWTrRu50imEclp9gOkZDIB0SFAdIj98YvRKAVZbW+nHupbiipFfPm7HoumKuCiEjB7jPWrx7IaIz76RXde1ygA/HrQAHdXAWOGSIFKi6dbZ/9OPW3A1oP278mB3gKun2I7ky0Aq2Nf79Chso5jnd4uIHQoZix+Hdu/ehQ6TT1Sf1llVcY7IApX3PofqNSOzwm1GjNrGZrrK5Bx8FtUFKbj9y9WWJUZMuY6jJ71YJfbICK6VDF4iYiIiDrl4YcfRmJiIrZu3YrDhw+jsLAQpaXSErl+/fph7NixWLJkCebOnWvz/DfffBOzZ8/G6tWrkZKSgsbGRoSHh2POnDl45JFHEB4efiF/HeoBJ3MMeO3LJkxOVCIuUg5vDwEGA1Bea8SxswbsOq7rlqwcIoCvftfi2DkDJgxVoH+QDO6uAhqaROSVGrH3pB6ncpka/FI1ImkK/rHqS2z96XMcPbgLVRUlUCiUCArpj6SJMzFjzp+gVrt2XNEF4OMXiL+/vA47t/6A/Tu3oDAvE42NdfDw9MaAQfGYNGMeRo+f4exuUjdKzzXijW80mBSvQGx/GbzdBRiMQHmtiLRMA/aeMEDXDbcvEcA3O/Q4nmXE2Fg5wgNlcHcBGpqB/DIj9qcbkJHPyfdLlfb0UVS9vRKuE2ZBNSQRcm8/iAY9DBWl0BxPQdP+bYDu/LcRkvsHQ9myNZ3u3AmI9V0LOlKPmGj6rDm857z7RZcuY7MGKfOXInTxPIQvWQivxFgofLygLSlH5e6DyH73E1TvO9JhPY3ncrEraSEi7/0zQq6/Eu4DIyColGjOK0bp5mRkv/URmnILe/4XogtmT0olbnvwEBZdHYoJY/wQ6K+GXm9EflEztu8uxzc/F0Kjdf736qff5uFMVj2GxXohKtwNPt5KeHkooNMbUVmtw+mz9di+pxw79pXb3MaberezhcCaLUYkDREwKESApxtgMAJV9cCpPBGpZ0Tou+E5cmOKiNP5BoyIliHUD3BVA00aoLASOHzOiMxi++ceyBBRUWtERBAQ5CPAwxVwVwOCADRrgYpaILdMRFq2iOqG8+8r9S6n8ox46zstJgyTI6a/DN5u0linolbE8Wwj9p3svrHOd7v0OJFtRFKMDOEBMri5AI3NQH65ESmnjRzrXMIi4qZj4d++x4k9HyP/dDIaakogkyvh5R+BAQmzMXT8n6FQnd+ckCCTYfJ1LyAq/gqcOrAe5QVpaG6ogou7LwLCEhA79k/oHzOlm34jIqJLiyCKIsPbiYiIqFeIiopCTk4Obr31Vqxbt87Z3TlvK97lbBz1LtdO46M/9S4bdnM9DfU+K3LudXYXiNo48DKDtqh3eWnOGmd3gcjKVTdN7LgQ0QXU0MA9lal38fa2n22KyFkevc46exr1rLPnspzdhQtu0EDr7KnUO3GmmIiIiIiIiIiIiIiIiIiIiOgiJoIBY9R78eokIiIiIiIiIiIiIiIiIiIiIiKnYPASERERERERERERERERERERERE5BYOXiIiIiIiIiIiIiIiIiIiIiIjIKRi8RERERERERERERERERERERERETqFwdgeIiIiIWmVnZzu7C0RERERERERERERERBcdEYKzu0BkFzMvERERERERERERERERERERERGRUzB4iYiIiIiIiIiIiIiIiIiIiIiInILBS0RERERERERERERERERERERE5BQMXiIiIiIiIiIiIiIiIiIiIiIiIqdQOLsDRERERERERERERERERERERNRzRAjO7gKRXcy8RERERERERERERERERERERERETsHgJSIiIiIiIiIiIiIiIiIiIiIicgoGLxERERERERERERERERERERERkVMonN0BIiIiIiIiIiIiIiIiIiIiIuo5IgRnd4HILmZeIiIiIiIiIiIiIiIiIiIiIiIip2DwEhEREREREREREREREREREREROQWDl4iIiIiIiIiIiIiIiIiIiIiIyCkYvERERERERERERERERERERERERE6hcHYHiIiIiIiIiIiIiIiIiIiIiKjniBCc3QUiu5h5iYiIiIiIiIiIiIiIiIiIiIiInILBS0RERERERERERERERERERERE5BQMXiIiIiIiIiIiIiIiIiIiIiIiIqdg8BIRERERERERERERERERERERETmFwtkdICIiIiIiIiIiIiIiIiIiIqKeI4qCs7tAZBczLxERERERERERERERERERERERkVMweImIiIiIiIiIiIiIiIiIiIiIiJyCwUtEREREREREREREREREREREROQUDF4iIiIiIiIiIiIiIiIiIiIiIiKnUDi7A0RERERERERERERERERERETUc0QIzu4CkV3MvERERERERERERERERERERERERE7B4CUiIiIiIiIiIiIiIiIiIiIiInIKBi8REREREREREREREREREREREZFTMHiJiIiIiIiIiIiIiIiIiIiIiIicQuHsDhARERERERERERERERERERFRzxEhOLsLRHYx8xIRERERERERERERERERERERETkFg5eIiIiIiIiIiIiIiIiIiIiIiMgpGLxEREREREREREREREREREREREROoXB2B4iIiIiIiIiIiIiIiIiIiIio54gQnN0FIruYeYmIiIiIiIiIiIiIiIiIiIiIiJyCwUtEREREREREREREREREREREROQUDF4iIiIiIiIiIiIiIiIiIiIiIiKnYPASERERERERERERERERERERERE5hcLZHSAiIiIiIiIiIiIiIiIiIiKiniOKgrO7QGQXMy8REREREREREREREREREREREZFTMHiJiIiIiIiIiIiIiIiIiIiIiIicgsFLRERERERERERERERERERERETkFAxeIiIiIiIiIiIiIiIiIiIiIiIip1A4uwNERERERERERERERERERERE1HOMEJzdBSK7mHmJiIiIiIiIiIiIiIiIiIiIiIicgsFLRERERERERERERERERERERETkFAxeIiIiIiIiIiIiIiIiIiIiIiIip2DwEhEREREREREREREREREREREROYXC2R0gIiIiIiIiIiIiIiIiIiIiop4jQnB2F4jsYuYlIiIiIiIiIiIiIiIiIiIiIiJyCgYvERERERERERERERERERERERGRUzB4iYiIiIiIiIiIiIiIiIiIiIiInILBS0RERERERERERERERERERERE5BQKZ3eAiIiIiIiIiIiIiIiIiIiIiHqOKArO7gKRXQxeIiIiIuohCgWTXFLvEvvVX53dBaI29ia+7+wuEFlZ+ONtzu4CURvCnDuc3QWiNh7feJezu0Bk5W3f9c7uAlEb0+bFO7sLRG38uG6ns7tAZOXR66Y6uwtE1IvwjRoRERERERERERERERERERERETkFg5eIiIiIiIiIiIiIiIiIiIiIiMgpuG0cERERERERERERERERERER0UVMhODsLhDZxcxLRERERERERERERERERERERETkFAxeIiIiIiIiIiIiIiIiIiIiIiIip2DwEhEREREREREREREREREREREROQWDl4iIiIiIiIiIiIiIiIiIiIiIyCkUzu4AEREREREREREREREREREREfUcURSc3QUiu5h5iYiIiIiIiIiIiIiIiIiIiIiInILBS0RERERERERERERERERERERE5BQMXiIiIiIiIiIiIiIiIiIiIiIiIqdg8BIRERERERERERERERERERERETmFwtkdICIiIiIiIiIiIiIiIiIiIqKeI0JwdheI7GLmJSIiIiIiIiIiIiIiIiIiIiIicgoGLxERERERERERERERERERERERkVMweImIiIiIiIiIiIiIiIiIiIiIiJyCwUtEREREREREREREREREREREROQUCmd3gIiIiIiIiIiIiIiIiIiIiIh6jigKzu4CkV3MvERERERERERERERERERERERERE7B4CUiIiIiIiIiIiIiIiIiIiIiInIKBi8REREREREREREREREREREREZFTMHiJiIiIiIiIiIiIiIiIiIiIiIicQuHsDhARERERERERERERERERERFRzzE6uwNE7WDmJSIiIiIiIiIiIiIiIiIiIiIicgoGLxERERERERERERERERERERERkVMweImIiIiIiIiIiIiIiIiIiIiIiJyCwUtEREREREREREREREREREREROQUCmd3gIiIiIiIiIiIiIiIiIiIiIh6jigKzu4CkV3MvERERERERERERERERERERERERE7B4CUiIiIiIiIiIiIiIiIiIiIiInIKBi8REREREREREREREREREREREZFTKJzdASIiIiIiIiIiIiIiIiIiIiLqOSIEZ3eByC5mXiIiIiIiIiIiIiIiIiIiIiIiIqdg8BIRERERERERERERERERERERETkFg5eIiIiIiIiIiIiIiIiIiIiIiMgpGLxEREREREREREREREREREREREROoXB2B4iIiIiIiIiIiIiIiIiIiIio54ii4OwuENnFzEtEREREREREREREREREREREROQUDF4iIiIiIiIiIiIiIiIiIiIiIiKnYPASERERERERERERERERERERERE5BYOXiIiIiIiIiIiIiIiIiIiIiIjIKRTO7gARERERERERERERERERERER9RwRgrO7QGQXMy8REREREREREREREREREREREZFTMHiJiIiIiIiIiIiIiIiIiIiIiIicgsFLRERERERERERERERERERERETkFAxeIiIiIiIiIiIiIiIiIiIiIiIip1A4uwNERERERERERERERERERERE1HOMorN7QGQfMy8REREREREREREREREREREREZFTMHiJiIiIiIiIiIiIiIiIiIiIiIicgsFLRERERERERERERERERERERETkFAxeIiIiIiIiIiIiIiIiIiIiIiIip1A4uwNERERERERERERERERERERE1HNECM7uApFdzLxEREREREREREREREREREREREROweAlIiIiuuCys7MhCAIEQcC6deuc3R0iIiIiIiIiIiIiIiIichIGLxERERERERERERERERERERERkVMonN0BIiIiIrp4+HgImBQvR2yEHD7uAvQGoKJWxLFMA/ae0ENn6L62YvrLMDZWgf6BMri7Ag1NQF6ZEQdO6XE6z9juuQNCZIgMlqF/oAyB3gLcXAS4qgG9AaiqF5FdbETKKT0KysXu6zBdMDJvP7iMmwnVkATIvPwgGvQwVpZCcyIVzSm/Azpt1+r18YfvspcdOsdQXY7qNx5vv5BSBfWISVDHjYI8oB8ENw+IzU0w1lVBl3sWuoyj0J072aU+U+9QV1WAE3s+Qe7pZDRUF0OuUMHTrz+iE6/EsPE3QaFy7ZZ28k7vQPqBr1CefxxNDZVwdfdDQHg84sb+Cf1jprR77vb1T+DMoe871c7iR7fC0zesG3pMvUVwoBqLrg7DhCR/BAWoodMZUVDchN92luHbjYXQaNr/Xu2IWi3DuFF+SBrhi9jBHggPcYWrixwNjQbkFTbhwKFKfL+pEJXVuk7X6aKWYc7l/TBlYgAiw93g7aVEfb0eZZUapJ2sxe6UCqQcrjqvfpPzBAeqcf28UEwY42dxTTbj991l+PbnImi053lNqmQYN8oXSSN8ETPIA+EhLm2vycNV+GFzUYfX5Or/S8DIBJ9OtTl5/s7z6jNdGKpAP/gkJcInKRHeYxLgMyYBqgBfAEDeR9/i2J1PdHuboTfMRfit18IzIQZKHy9oSspRtfsgsv/9Kar3HelUHTJXF0TddzNCrr8SbtH9IVOr0JxXjNJN25H99sdoyi3s9n6T8wX5K3HNrACMHe6JQD8VdDojikq12JFSg5+2lUOjPb/xrFolYHSCJ0YN88TgKFeEBKvgqpajsdmAgmINDh6vx8bfK1BVo+90fVdfHoDJSd4ICVJBqZShrFKLA0fr8OOv5Sit6PxzAPUe9VUFOLH3E+SfTkZDTTFkChW8/PpjQMKViBvXvWOd0ylfobzgOJobKuHi7oeAsHjEJHU81rGnsvg0fnjneohG6RoeNHIBplz/z27pL/UOHOcQWRNFwdldILJLEEWRb2SIiIiIesBj7zc5uwsXVFyEDItnqOCisj0AKqs2Yu1mLSpqz+/xUwBw7RQlxsbaj8M/kK7Htzt1sNfSkze5wNuj/YGaURSx94QBG/bYr6evebTwr87uQo9TDhkOj2vvhMzFzeZxQ3kxaj9bDWNlqcN1dyV4SXv2OOo+ecPucUVUDDwW3A65T4DdMvriXNT85zmH2u0r1ia+7+wu9Lic9N/x+5ePQqept3ncOyAKs2/9D7wDIrvchmg0Yud3K3E69Ru7ZWKSrsfkBf+AILOdgJnBS2bfr720AgwmJfnj6RWx8HC3/b2am9+IR55LQ0FRc5fqHxjljn+/PAJubu2vn6tv0ONfb2fgt11lHdY5MsEHTz4Yg5BgF7tlzmTW4/YHDzrc397I3r/bi9XEJD88/VCM/WuyoBGPPncCBcVdvCYj3fDuy8Ph5trxNfnKu2fw265yu2Uu1eClxzfe5ewu9Ji5utN2j3V38JLMRY3RX65G0JxpNo+LBgPO/N87OPN/77Rbj9vACCT9+D48hgyweVxXU4cjSx5G6cbt59nj3u3tP693dhcuqHEjPPHIPRFwd5PbPJ5fpMHKVVkoKu3awo2ocBe89tRAuLnarr9VQ6MBq9flY8eBmnbLhQSp8NzyAQjvp7Zbz7/ey8WBo3Vd6m9vNG1evLO70ONy039H8nr7Yx2vgChcseQ/8PI/v7HO7u9XIuOg/bHOkDHXY9J8+2Mde/VueO9GlOcfM/3sYg9e2vC/i+dZpDM4zukbdm2Y6uwuXHK2H7+03lkAwLT47gmkpZ7HzEtEREREdN5C/QXcNFMFlUKARivi9yN6nCs0QqkAhg+UY1ycAoE+Mtx+pQqrv9NAex4LKmcnKUyBSwXlRiQf1aOi1gh/LxmmDlcgLECGsXEK1DeL2JJiewWoVi/idJ4RuSVGlNeIqG0UodGJ8HQV0D9IhnFxCni6CZgUr4BWL2Lzgc6tJCXnkvfrD89F90BQqiFqmtG0ayN0WaekzEbxSXAZPRXygH7wuulvqH7/eUCrcah+Y201qt9d2WE518vmQJ04HgCgObrHbjlldBw8b/wrBKUKxqYGaFKTocs+DWNDLQSlGvLAEKiGJEJw93Kon9R7lBeexLbPl8Oga4ZS5Ybh0+5BaPRY6PUaZB7diFMp61FTno0t//sLFjzwNVRq9y61k/LLG6bAJf/QOAyfcie8/CJQW5mLozv+i4rCdJxO+Rqu7n5Imv1Qu3W5eQXhqts/aLeMu1dQl/pJvc/gaA/847E4uKjlaGzU4+Ov83DoWDXUahlmTg7ENVeGIiLcDa+sTMCdyw+hqcnxFIrubnLThP6xkzXYk1KBU2fqUFOnh4+3ElMnBODqK0Lg4a7Ayofj0NhkwL6DlXbrGzPcBy8/HQ+1Wo66eh2+31SEw2nVqKrRwUUtQ2R/N0xM8oefj6rLfy7kPIMHuOMfj8RK12STHp98nY9DadVQq2S4fHIgrpkdgogwN/xr5TDcteJIl65JNzeFKXDp2Mka7EmtxKmz9ait1cHHW4kpEwJw9ax+8HBX4OnlsWhoPIH9h9pf3Z5+pg7/XJ3Rpd+Zeq/GnAI0nM5E4BWTe6T+xA9eNAUulf++D9lvfYTmolJ4xg/BoMeWwn1QJIY88zc0F5chb81XNuuQe7gj6Qdz4FLumi9R+OVGGJqb4T91HAY9thRKb0+M/GwV9k69EbVHT/XI70IX1sAIFzx+byRc1DI0Nhnw1c+lOJreALVKwNRxPrhqmj/CQ9R47qEB+Ns/zqCp2fHMIu6uMlPg0omMBuw/WoszWU2oq9fD21OBiWO8ceVUP7i7yfHo0gg0NmUjNc124JGriwzPPWQOXNq0vQLJ+6uh0YoYHueOP80NgrubHE/cF4kVL5xFZm7XAgnowqooPInfv5TGOgqVG4ZPvQch0WOh12mQeWwjMlLXo7Y8G7989BfMv+9rKLs41jn46xumwCX/kDgkTLkTnn4RqKvMRdqO/6KiKB0ZqV/Dxd0PY65of6xj6eS+T1Gefwwu7v5obqjoUt+o9+I4h4iob2LwEhERERGdt6snKqFSCDAYRazZqEVuqXly9FyhFCA0d7wSgT4yTElUYOvBrgUDBXgLmDJceoTNKzXiPxs00LfML+SXGXAy24ClV6vRP0gKZEo9bbCZ6en19RoYbaZTEnEqz4jdx/V4YKEa/l5Sf3cc1aPRsTgXcgL3q26UApcMetR+/Dr0+ZmmY/qsUzBUlML9ikWQB/SD68TZaNr+o2MNGA0wlHaw5YYgQBkVIxXXNEGbfth2MTcPeFx/DwSlCvqiXNR+8gbEhto2ZfR5Z6E5tBOQt7/amXqvvRtehEHXDEGmwFV3rEFw5EjTsbCB4+EVEIkDm15FTXk20nauxeiZDzjcRnVZFo7tXAsACAiLx9VLP4ZCKa3SDOyfgMi4Gdjw/hKUFxzH0R0fYsjoa9vN8iSTKeDXb4jD/aC+6cG7B8JFLYdeb8RDK9Nw4rT5PnToWDXyCptw/x0DERHuhhsXhOPDz3McbsNoBLbtLMXaz3OQnddodTzlcBX2HazEi08Og0IuYNk9g7B46QGbdfl4KfHso0OhVsuRca4OK55NQ9UftmBIS6/FT78UQ6FgKvy+6G8W1+TyZ47jxGnzi/BDaTXIL2rCfbdFIyLMDYvnh2HtF7kOtyGKIrbtKsO6L3JtX5NHqrH/YCVeeGJoyzU5EDf+JbXdOpubDcjKta6L+p6M599GTWoaqlPToC2tgGtkGGac/a3b2/GfNh5hi+cBAEo2/IbU6++XbpgAalLTULLhN1y2/xu4RYYh7sWHUfT1Zuira63qGbjiTnjESIFL6Y/9C5mv/9d0rHrfEVTuOIDx2z6Gwt0NQ197EvtmLun234UuvKV/DoWLWga9XsRTr2bh1Dnz/edoegMKSrS464YQhIeoce2Vgfj0+xKH2zCKQPL+anz2QwlyC60Hw4dO1CP1WB2e/msk5HIB994cijsfs5257PqrAhEeIgUurfmyCN9sMmcfOXWuEcdONeBfjw+Ei1qGpTeF4rGXMm3WQ73Lvp/NY50rb1+DoAjzWCd04Hh4B0QiZfOrqC3PRtqutRh1ueNjnZryLKTtMo915txtMdYJT0BE7AxsXCONddJ2SmOdzmR5aqgpxqGtbwKCgKSrHsbOr7t/S1ByLo5ziIj6pksr7zQREV2yCgsL8fjjj2PUqFHw9vaGUqlEcHAwEhIScOONN2LdunWorbWeCASATZs2Yc6cOQgMDISbmxuGDBmC5cuXo6CgAAAQFRUFQRBw2223WZ27bt06CIIAQRCQnZ0NrVaL119/HWPGjIG3tzf8/Pwwbdo0/Pzzz23Oq6urw7/+9S+MHDkSXl5e8PHxwaxZs7Bt27Zu/7P5Yx81Gg1effVV05+Vl5cXxo0bh3fffRcGg/1VKNOmTYMgCJg2bRoA4MyZM3jggQcwePBguLm5meoHgOzsbFOb69ata7d/u3fvxl133YWYmBh4eXlBpVIhPDwc8+bNwzvvvIPq6mq75549exYPPfQQEhIS4O3tDVdXV0RHR+O2225Damr7LyCo88IDBUSHSMEVKacMbQKXWu08pkdJlfTzSfEKyLo4zr4sXgF5y8k/7tGaApda6QzSzwFALhNwWYLtWH3bgUtmjRrgQLrBVE9EEB+beztF2AAoI6WAC83hXW0Cl1o17/0F+jIp+Mhl3OWArPuDgpTRQyHz8gUAaE8eBPS204y5zbwOMjdPiFoN6r542ypwqY127r3Ue5XmHUNxtpTKPWbMdW0Cl1olXnY7fIIGAgCO7/4YRoPjaemO7/4IolEKCJ14zVOmyfxWCpUrJl7zFABANOpxfPf/HG6DLk5xgz0xIt4HAPDTr8VtJvRbffF9PrJyGwAAi64Jg1zu+Bf48VO1eOZf6TYn9Fvt2l+B5L3S1lzhoa4YMtDDZrmltw6Aj5cSTc0GPPHCCasJfUt6/cWy6eulI26wB0YM8wYA/LS1pE3gUqsvvi8wXUuLrg7t4jVZh2dfOdX+NXmgEjv2SVkYwkNcMSS6a9kiqO8589xbKN24HdrSns3CEb38DgCAUafD8b8+awpcaqWrqMKpJ18FACh9vRFxxyKrOgSFAlEP3AIAqDt5FpmrPrQqU7X3MPLWtmQsmToO3mMSuvPXICcYMsAVCTHS9+SWnZVtApdafbu5DLkFUvai+bP8u7QWIv1sI176d67NwKVW+w7XYs9Babu40GA1BkZab8kilwPXzJK2yM4taMa3m623TUo/24gtO6VsJImxHhgygFu79HZlecdQ0jLWGTL6ujaBS63iJ90On0BprHNyT9fGOicsxjrj59ke64yf5/hYZ++Pz0OnacDgkQvRLyrJ4X5R78ZxDhFR38W3MEREdNHbuXMn4uLi8PLLL+Pw4cOora2FXq9HaWkpjh8/ji+++AK33347duzYYXXu8uXLMWfOHGzatAnl5eVoamrCmTNnsGrVKowcOdKhAJja2lpMmTIFK1aswMGDB1FbW4uqqiokJydj3rx5WLVqFQAgNzcXEyZMwGOPPYYjR46grq4ONTU12Lp1K2bNmoVPP/202/5s/qiqqgqTJk3CI488Yvqzqqurw4EDB3D//fdjxowZqK+3vY+9pR9++AEjR47EO++8g7Nnz6KpyfF9lJuamnDTTTfhsssuw3//+19kZGSgrq4OOp0OBQUF+Pnnn/HAAw/gjTfesHn+q6++iqFDh+KNN97A8ePHUVtbi+bmZmRlZeF///sfxo4di5UrO97+iTo2LMo8E5p62nZGJRHAoQwpAMNNLWBgaNceQ4e2tFVaZURuqe3Bem6piNJqafJ/WGTXg1M0OnP9CuYr7fWUsSNMnzWHd9suJIrQHN0LAJC5ukM5IKbb+6EePsHcjyO2t4wTXNygThgrlTm2D8Ya+2nDqe/KOWkOOI4ZvdBmGUEmw+CR8wEA2uZaFJ6zvQrTHlEUkZMuZYPwCYxGcMQIm+WCI0bAO3BAS79+gyhyspOAyeMDTJ83bi22WUYUgS2/S9kaPD2UGJXo02P9OXys2vQ5rJ+L1XFPdwVmTZW2LPxlewlKypgS8WIzeZy/6fOmbbazhIgisNnymkzw7rH+HEqrNn0O7ccX6dR95B7u8J8hPTOWb9uL5gLb13vxd79CVyMF8fVbMNPquP+0cVD6SNsL53/8vfQPxIb8j741fe4337oe6lsmjDLf937daXscIYrA1j3Sdpee7goMj7X9srw7HD3VYPocEmS9ldHwWA94uEnj8q27q+xdpti6y7w9p+XvSL1TTrp5rDO4nbHOQIuxTlGm42Od3JaxjndgNILsjHWCIkbAO6Bl68z0jsc6Wce3IPfUb1C7+SDpqocd6hP1DRznELVPFC+9/6jvYPASERFd1DQaDRYvXoza2lp4enri0UcfxaZNm3Dw4EHs3bsXn332GR544AGEhYVZnfvGG2+YAopCQ0Px1ltvYf/+/UhOTsajjz6KmpoaLFq0CI2Nndse4J577sHBgwdx33334ddff0VqairWrFmD0NBQAMDDDz+M48eP49prr0VmZiYef/xxbN++HSkpKXjjjTfg7e0NURRx7733orS0tPv+kCwsXboUBw8exA033ICNGzciNTUVn332GZKSpFVIO3bswC233NJuHbm5ubj55pvh5uaGl156Cbt378a+ffvw1ltvwcOjcxNmRqMR8+fPx+effw4AGDx4MFatWoWdO3fi4MGD+Omnn/Dkk09i0KBBNs9/5ZVX8Mgjj0Cn0yExMRH//ve/sXXrVqSmpuLTTz/FhAkTIIoinn/+eaxevdqBPyGyJaqf9Eip0YkoKLc/GsgsMq8mbj3HEX6eArzdBau6bMlqOe7tIcDX0/HVUwKAxGhz4FNZNUc5vZ0yYjAAQNQ2Q19kP923Ptu8lYGiv+17SJep1FDFSitODVVl0Odk2CymHJIIQSltm6A9fcTigAoyvyAIHl7d2y9yitasSwqVGwLChtktFzJgjOlzSc4hh9qoq8pHY630TNBvQPsrhkNajjfUlqCuqsChdujilDhUutc0Nhlw+qx1hptWh9NqTJ8T4nru/qRUmp8NDDa+5ieO9YOLWvpu3rXfnBFFrZYhLMQFfj7KHusbXRgJQ6WX1R1dk0eOX5hrUqUwX5PGjtJ2EjnAZ0wC5GopyKNyh/2X+aJOh+r9RwAA3mMSIPxhRYXfpNGmz5U77ddTk3oc+gZp3sJ34qiudpt6iWFD3AAATc0GnMm2v1AszSKoaOjgnssep7TYvsjWvXLYEHPbaacbrI63yshqRLOmZRHSYLdu7CH1hJIci7FOaA+OdepaxjodZEdqHQs11pagvp2xjra5Dvt+egEAkDT7Ybi4+TrUJ+obOM4hIuq7uIaciIguart370ZhobRF0GeffYZ58+a1OT5+/HjceOONWLVqVZsgpNLSUjz1lJR2ODIyEvv27UO/fv1Mx6dMmYLZs2dj9uzZ0OttZ5r5owMHDuDbb7/FggULTD8bPXo0kpKSMHLkSBiNRsyYMQO1tbVITk7GuHHjTOXGjBmDwYMHY+7cuairq8Onn36Khx56yOE/j46kpKTgxRdfxBNPmPd6Hz16NBYtWoR58+Zhy5Yt+P7777Fx40bMmTPHZh1ZWVkIDQ3F3r17ERERYfq55e/Tkbfffhu//vorAGDhwoX4/PPPoVar25SZO3cunn/+eRQVFbX5+cmTJ01/d8888wyeeeYZCIJ5Mm306NFYvHgxbr31VnzyySd46qmncMstt8DXlxMWXRXkIw3CK2rEdrdjK6s2j9CDfBwPKAryNZ9jWZctpX9oq6qu4xdOggB4ugKhATJMSVQgOlSaODiTb0BJFV9Y9XbygBAAgKGy1GrbDUuGcvOqO3lgSLf2QT10DASVdK/SHNtnt5wyPNrcn9ICyEOj4Hb5QigHxEGQSf+ejA210J5IRWPyT+1vKUe9VnWZtHWhl38EZHL7Q2+fIPP1UFVmvd1he6pKzprracmsZLcdi+PVpefg5Rdus5ymsRob3r8FVcVnoNM2Qu3mDb9+MYiMnY6YMddCoWL2kYtFZH/pxWBBUZPNSfRWufnmZ+So/j33MnFEvDnLQo6NrReGxZhfKGTmNCB2sCfuuSUKoxN9Tds8VFVr8duuMqz7MqfdrRaod4oK79w1mZNvflkfGd5z1+Rwy2syv/0FKxHhbnjvleHoH+oGlUqGmlodTp+rR/LecmzdUQaDgc+SZOYxdKDpc/3p9r/7609nIfCKyZAplXAfHIn69HPmeuIs6jllvx7RYEDjuVx4JcbCI3ag3XLUN0SESFk7Cku17Q17kF9kztzRP1Rtv+B5SogxByfl2dhiLsKi7byiZrv1GI1AYYkG0RGu6B9qnZmEepea0paxjl/7Yx3vQPNYp9rBsU51aefHOt6WY52yc/C0M9ZJ2fwamurKEBw1GoNHX+tQf6jv4DiHiKjvYuYlIiK6qBUXm19ST5kyxW45hUIBLy/zQOF///ufKZjptddeaxO41GrGjBm4++67O92XP/3pT20Cl1olJibisssuAwCUlZVh2bJlNgN95syZg8jISADSVng9ITExEY8//rjVzxUKBdasWQOlUlrp8e6777Zbz0svvdQmcMkRRqMRr7zyCgAgPDwcH330kVXgUiuZTGaVNeu1116DTqfDmDFjrAKXLM976623oFarUV9fj6+//rpLfSVAIQc8XKU/45qG9l/KNGnNW7F5ezj+GNqadakzbdXUm4/7eLQfKPXyPa54+R5XvHS3K5662RW3X6nGwJbApfwyI77crnW4r3SBKRSQuXsCAIy1Ve0WFZsbIWqlSXOZl1+3dqPNlnEt29PZIg8MNX1WRsXC+87HoRo4zBS4BAAydy+4jJ0Bn7+shDzY9sQr9V56nQbNDdK16O4V3G5Ztas3FCpporShuqjdsn/UUGveZsbd2/pZxZK7tzlYr6HGdup8ANBpG1GclQpNUw2MBh2a6spRcGY39mz4P3z12lUoyTnsUB+pd1IpBfh6S1k/Siva35agrkGPxiZp69eggJ55mTgoyh0TkqQtw85m1dsMFInqb345OjLBB//51wiMHelnmtAHAF8fFa6bF4a1b47GoKieyzJB3U+lFODjLY01yjq4JuvbXJM980J+YJQ7JoyRnhPOZTe0CZiyxd9XhaFDvODpoYBaJUNQgBqTx/nj78tisPaNkYgMZ+AnmbmEmb+z7W0ZZzqeZ342cAlvG3jvEi7Vo69vgL7GfmYJAGhqqUcd5A+Zihkc+iqlUoC3lxQoUl7Z/svr+kYDmpqle2WgX8/8nQ/o74Kxw6W5tKy8JuQVWd+/A1rabmo2oKGx/UVIZS2/k4+Xok1GJ+pd9DoNmhtbxjreDox1ahwb6zTWmO+Pbt0w1inJOYTTqV9BJldi4jW25wup7+M4h4iob2PwEhERXdRCQsyD17Vr13b6vK1btwIAfH19MX/+fLvl7rjjjk7XuXjxYrvHhg8f3qlyiYmJAIDMTMdWK3XWrbfeanfwHh4ejiuuuAIAsH37dhgMBpvlVCoVFi1a1OU+HDlyBPn5+QCAu+++u9NbzbXasGEDAOC6665rdyLCx8cHCQkJAIC9e+0HGVD71BZzoFp9xyvKtS3zq12ZL1crzX+fmg4WGWktEqKpujDpqdWJ+HanFu/+oEFd53aGJCcSVOZJJlHb/uSUVEbbcl73vfCUeftBETUEAKDLPQtjpf3tPQVX80ST+7ybAQCN275D1euPoOL5pah+52k0H94t1evpA8/F90NQc/VxX6LTmLfEUKo7XsGpbMlmpNM6dsNp046q/XaUFhmTbLUjCAKC+g/HmCuW4crb3sfCv36Da/7yGS5b+A8EhkvPHw21Jdj44V0oLzzpUD+p93FzNa+Qb2qy/Uxnqbnl5aerS/dPIykVAh772xAoWibnP/g422Y5L09znx+5bzBEEXj/4yxce/s+TFu4Azffl4Kft0ovqwL81Hjx78Pg5iq3WRf1Pm2uyeb2X24DQLOm9Zrs/r9jpULAYw8MNl2T73+SbbesUQRSj1bh7f9mYtnTabh92SHc/8RRvPnBOWS3rKwfEOGON/8vsccCrajvUXianwX19e1/9+sbzYFzCo+23/UKD/dO1QEAhgZzPXIPvvTsq9wsvodbt1hrT2sZF3XPfH8vuz3c9HL9f9/YDhhpvU83OdBfoGf6TN1DpzWPQRQdjEEAQKGUxiF6R8c62s6PdVrbkM6zbseg12L39ysBUcSwSbfCN3iwQ32hvoPjHCKivo3bxhER0UXtsssuQ3R0NDIzM7Fs2TJ8+umnWLhwIaZMmYKkpCSoVCqb56WlpQEARo4cCYXC/tfliBEjoFKpoNV2nJllyJAhdo/5+Pg4VK6urv1VlV2VlNT+HvJjx47Fzz//jIaGBmRmZmLwYOvB/uDBg+Hi0vWX7IcPmzM6TJ482aFzc3JyUFZWBgB44okn2mx/1x7LDF2d0Rpc1TF/h+rtixQWq4D0Hc8JwGAUAQhQdmGMbXlOe2mf/9gXZQdPvK+vb8nCI0hZpAaGyjBuqAJzxysR6CPDxn26drfDI+cTFBbRcIaOt/IUDVL0m6C0/R3QFerE8RAEabJLc3RPu2Utg6YEpQp1366B1mKbOUNZERp+WAsY9HAZMxVy30Cox0xD8+7N3dZf6lkGvTmITibvOFpTJpeuRYOu4+C7Nu1YlJcp2m9HpjBf73qd9ZYd4+c+DrWrl9XPgyNHIjZpEVJ/eRNHtr8HvbYRO795Ggse+Jqrlfswlco8Oa/Xd/wyUddSRq3q/knyh/4yGHGDpWtv47Zi7E6psFnORW1uW62W4/nX07Hld3OgaHZeI/755mno9UbMvzIUocGuWDgnFJ9+k9ftfabup1KZ7ye6zlyTupZrsgdebj+0dCDiBksZHTdtK8GelEq7Zf/+0knUN1g/BB87WYvvNhXhsfsH46rLg+Hvq8Lf7orG319K7/b+Ut8jdzE/Cxo7mEswaszH5a5tx9mylnpEbcfbx1i2I3dVgxvO9E1Kpfmep+vE4qHWMmpV998r770lFEOipYCSX3dVYv8R2/NUqpZFSHoH+gtIfa6zcX8l52szBunEWEfeMg7Rn89Yp4N25BZjHYONsc6xHR+guvQcPHzDMHL6fQ71g/oWjnOIOmYE53Ko92LwEhERXdSUSiU2bNiA66+/Hunp6UhJSUFKSgoAwNXVFVOmTMGSJUtwww03QC43DxQqK6UJ6qCgoHbrVygU8PPz61Twi5ub/VVCMoutgjpTzl7Wo/PV0e8bHGxOB936Z/RHvr6+59WH8vJy02fLzFmdUVpqP9NJe1q3COys/v37d6rco+/17ZQ9Xm6Aq9r2YKZJI6K2EdAbzJOLik6M8+UyqT5dFy5hy3PkHcy9WvZF10EsS0mV5SSqiDMFRuw9acDSq1WYnKBAsK+ADzdpITKAqdcS9RavX+QdD3GElolPUdd9WwKqEieY+qI9kdJuWcv+6ovz2gQuWWrc9i3UIyZCUCihjk9i8FIfIldYvJQ0dOKFokG6FuVKx7JyWJY36ttvx6g3X+8KpXWQsa3ApVaCICBp9jKU5h1F4bl9KC88iZKcw+gXNcqh/tKFEeCngqeH7XthXb0e5ZVaaLXmiXyFouMXmsqWMhpt9z6D3nx9f1wzW3reO5lRi9f/fcZuWa3O3OezWfVtJvQtvfdRFq6c0Q9qlQwzJgdyUr8X6Nw1aX7QUnbmmmx5ga/pRCYPR9x8XTiuvqL1mqzD6++dbbe8rcClVgaDiJffzsDQGE9Ehrth6oQABPipUF7JLYkvdYZmixfydhZUmY6rLV7IN7V9IW9sqUfoRFpby3YMTY4FENCF4e+jgIe77UF1fYMBFdV6U+AmgE5tq9ZaRqPt3nvln+YG4qqp0mKt05mNeOejArtltS1bxysc6C/Q/X2m7tNmDNKJsY6hZRyiOJ+xTgftGCzGOvI/jHVqyrJwLPl9AMD4eU9BoeJWrn0Vxzkc5xDRxY/BS0REdNEbOnQo0tLSsGHDBmzYsAE7duzA2bNn0dTUhC1btmDLli14/fXXsXHjRqvgnUsto0B3/L6WQWAXmmVQ18qVKzu9fZ27O9Pm2zI7SYkxMbYfF1NP67E+Wddm+7bObM/WOq/eicXBVjQ6i1WYHczPqyy63Znt7P6opkHED7t1uOMqNYaEy5EUI8eBU1z12VuJWvOLnM5sBSe0vLzpzBZznaEIGwBFoDQppT19BGJzU7vlRY25v7pzJ+yXa2qAvjAbyojBkAf3B+RyoIeCV6l7KdXm7xWdpuNAVp1WumY62g6h3XY62IahtY2utNMqbtwNKDwnBdsVZaUweKmXumfJAMy5vJ/NYxu3FePFN06jsckc2evaiS0HXFq3fOnEdl6dNf/KEPzl1mgAQHZeAx75R1q7W+A0Wmz7cOBwld1ytXV6nD5bh8Sh3hgU5QGFQuhUtgfqOffcHIWrLg+2eWzTthK8uDqj7TXZiW07WleoNzV33/fiNbP7YemSAQCkFe6PPne8U9sytcdgBH7eWoz7bpOu9RHx3ti6o+y8+0p9m77OYssljw62QnIzv2T/4/Zw+vqGTtUBAHJ3cz2G+oZ2SpKz3Hp9P8y6zM/msV93VeL1NflobHZsW7XWMud7L7N01TQ/3L5IGvvkFjZj5etZ0Gjtf8+23qddHegv0L19pu6lVFlsfdmJreD0Omkc0pkt5uy109FYp7UN6TxzO6IoYvcPz8Cg1yJy6ExExE53qA/Uu3Ccw3EOEV38GLxERESXBLlcjgULFmDBggUAgKKiImzevBnvvPMODh48iIMHD2Lp0qX47rvvAEjZg4qLi1FSUtJuvXq93m4Gor6opKSk3W3rLP88/PxsT6qdr4CAANPnoqIixMbGdvpcf3/zNm1KpRLx8fHd2rdWeXmdW9ny1sYeab5X0RuAhmYR7i4CvN3bD15yVQHqlpTxNfWOTwrUNJgH5B215e1hPl5d37WBfEa+EVq9CJVCQEI0g5d6Nb0exsY6yNw8IfNqP/ub4OIGQSWtxDTWds/9Wz18gumz5ujeDstL7Q5s+Wx/YgoAjDVSHwWZDIKrO8T62q53lC4YhVINtZsPNI3VaKht/1lC01RjmvR393Es46C7lzkYoKGm/SyQDTVF5vO8bU/4dsQnaKDpc2MHvxf1blqdiOpaHXy8lAjybz/o09NdAbeWif/ScuttOLpi5pRALP+LtP1wUUkzHnr6GGpq20+VKLXt1fK5/eDT0jLpuFwuwMtDgcpqbpDU21lek4EdXJMeba7J7glEvnxyIJYvHQRAuiaXP5OGmrqOt6LtjOxc8wvXQP/u27KW+q7mAvN3tktYMGoOHrdb1qW/+dmgOb+ozbHm/GJgHKDwcIfC2xP6Gvvby7u21KMprYCxKytJqFfQ6UTU1Onh7alAgF/7K3o83ORwbXkpX1bZPX/nU8f54P4lYQCAknItnnolC7X17Y+Tyyt1wEDA1UUOdzcZGhrtzwUEtvxO1bX6Tm2LR87RZqxT48BYx9uxsY6bt3ms09jFsU5Z3hEUZ0mZkYMiRiLz2M9W5zY3mMfk9VX5pjK+wYPhG2x/jpR6J45ziIj6NgYvERHRJSkkJAS33347br75ZowfPx6HDh3CTz/9hKamJri6uiIhIQHFxcU4cuQI9Ho9FArbX5lHjx6FVnvxpP1PSUnB5MmT2z0OSFvbRUdH90gfRo0yZ3HYsWMHpk/v/Kqo6OhoeHt7o6amBrt37+6J7gEAwsPDO1my/ewrvd36ZB3WJ3c8CC6pMiI6RA5/bwEyATDamWMM9DGvoiytdnwistRiezepLvuTpEHn2RYAiCLQpJGyOPl6XFpZ2PoiQ1kRZJGekPsFATIZYLQ9KS4P6NfmnPMmk0MVnwQAMNbXQnfW/ssnU7ulhcCwlv8ROliBbLGtqL3fiXon36CBKM4+iNqKXBgNesjsbGlYXZppPifQse9W3+BB5nrKstota3ncMgjJEQJ4L+wLXnzjNF5843SH5bJzGzAi3gdhIa6Qy6QMMbZEhJtXr2fnnf+WuJPG+uPvD8VCLhdQXqHBg38/irKKjp+ns3Iagcukz7KObp0Wi6wN9h5M6IJ5cXUGXlyd0WG57LxGjBjm3eE1GRluziCTk98d16Qf/r5siHRNVmqwbGVap67JzuIVSH9Uf/Kc6bNHTDRKsM1uWY8YKRuYUadDw5mctvWkW9QTG43q/Udt1iHI5XCLlrY+rz91zmYZcr7X1+Tj9TX5HZbLLWxGQowHQoNU7Q17EB5ifmmfV3j+gZ7jRnjh4bv7Qy4TUFGlwxMvZ6K8quP5glyLtvuHuODUOdv3bZkMCAlStfS3e4IIqOf4BA1ESfZB1Fa2P9apKTOPdXwcHOv4BHV+rFNjOdYJNI91DBZba6dsfqXDNouzU1GcnQoAGDHjfgYv9TIc53CcQ0QXv45zdRIREV3ElEolpk6dCkDKolRdXQ0AmDlzJgCgsrISGzZssHv+hx9+2ON9vJA+/vhjiKLtgU9BQQF++eUXAMC0adN6bHu44cOHo39/aWJ1zZo1qK+v7/S5crkcc+bMAQD88ssvSE9P75E+UlvZxdIsgFopICzA/ovt6BDzo2frOY6orBNN2Zcs67JlQD/peE29iKq6rg3m5TLAXUrQ02Z7POqddLlnAACCygWKkEi75RRRMabP+ryz592uckgCZG6eAABN2v5OBRjpcswvcGW+Ae2UBOS+0namok4LsYlbfPQl/aJGA5C2UigvsL89YFFWqulzcKRj27B5+obDzUu6RlpXFNtT3NKOu1cwPH3DHGqnVVWp+YVna7vUdx07KWVyc3OVI2aQp91yIxO8TZ/T0s8v+9voRB8899hQKBQyVNfq8NDKYygs7twLyiMnakyfQ4Nd2ykJhPWTjms0BtR2U/Yc6nlpJ6W/446uyRHx3XtN/uOROItr8ninr8nOiupvfjFWXnnxLHyhrqtOTYNBI10LflPG2i0nKJXwGTcCAFCTmgZR3/Z+Vrn7oOmz32T79XiPiYfCQ9p+qWrPoa52m3qJExnSC3ZXFzkGR9n/PkyINW+5dfLM+Y0jRsR54Mn7I6BQCKip0+PJVzJRVNa5+9mJDHPbCTHudssNGeBmyhR14sz5BxFQzwqOtBjrFPbgWMezZayT3cFYpyXgyM0rGB5dHOvQxYPjHKL2iaJwyf1HfQeDl4iI6KK2c+dOnD1r/+W0VqtFcnIyAMDDwwOBgYEAgFtvvRWurtJgYPny5Ta3j0tOTsb777/fA712niNHjuCVV6xXIun1etx9992mLFP33ntvj/VBJpPhkUceAQDk5+djyZIldrNbGY1GFBYWtvnZE088AblcDqPRiOuvvx75+fZXLhoMBnz66aftlqGOncg2Z0AaE2N7tZ0AYNQQaSKyUSPiXGHXMsicbGkryFeGiCDbA4+IIAFBvtJj7omcrm/1NjRSBoVcaqO4khlvejvdqSOmz+qRk2wXEgTTFm/GpgbosjpesdcR9fCJps+ao3s6dY4+JwPGBmliTBUzHBBsX8synwDI+0nBnLq8s1I6MOozIodebvp8+uB3NsuIRiPOHP4BAKBy8ULoQPsvHm0RBAGRcTMAANVlmSjJPWKzXEnuEVS3rHqOHDoDgp1rriOnDnxp+hwyIKlLdVDvsXNfuenznJm2txIUBGD2dGnLjrp6HQ4dq+5ye/GxXvjn3+OhVslQV6/HipXHkJXb+ZeTR09Uo6paeiacNNbf7qrkkGAXDBrgAUB6CcFbZ9+xc3+F6fNVlwfbLCMIwJWW12Rajc1ynREf64kXnxxqviafPd4tq+4tyWXAXIt/X0dPdL2/dPEw1Deg4jdpq+GAyyfAJcz29d5v4SwovaWXrsXfb7U6XpF8ALpq6Zky/JYFdtsLX3Kt6XPxD9b1UN+y95D5PjJrsp/NMoIAzJwobadd16DH0VOdXxT2R3GD3LDywUiolDLUNxrw91ez2mRT6sixUw2ob5TG5TMn2d/ie+Zl5mOWvyP1TpFx5rHOmXbGOucsxjoh0Y6PdSJaxjo1ZZkotTPWKc09YsrwFBHXdqwTEj0Wd7yQ3u5/ix423xcHjVxg+vmoyx9wqL/Ue3CcQ0TUdzF4iYiILmrbtm1DTEwMpk2bhldeeQVbtmzBoUOHsHv3bqxduxaTJ0/GoUPSysM777zTtD1ccHAwnn/+eQBAdnY2Ro8ejXfeeQcpKSnYuXMnnnjiCcyePRthYWGmgKeLwZgxY/DYY4/hpptuwubNm3Ho0CF8+eWXmDRpEjZt2gQAuPrqqzFv3rwe7cf999+PWbNmAQC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HTj7mnwXHx0+fTZe1skxGo1mX3/2+YjvVzCvjuzkShJZ89YJyM1O05scZOmPCnU3uIyK6i8Ze/oii43qrbfvuMntZtHzu601KXvL1D9Hoi+5Xv1FX1kugiorrpR6Dxuvb9+7Ttt++V15WitYsmqERFzR9DgzPi7rpDhktPrJbrdr7+IMq3b7Fua140zpVZOxX1JRbZIltr/CJl+ngpx80uY/Iv/xVBpMj4TjjndeV9/23zm1lu7arcNVytb3uVkVMukxGi4/CJ16qA2+/VucYpuBQhZ59viTJWnhIu/9+q6w52c7tJVs3q+Dnn9T51Xfk3TZagf0Hy6dLgsp2Ne0BJQA4EbmvkwwAANBKbN++XaWlpTKbzbr00rql4KsTmXbv3q3CwrpPn6alpemZZ56RxWLRq6++etziPdV0jDErIc5bkvTL+rI6iUvVFq4qVfpBx/tjB/vK1MxZaHK6VYvXlmnPfmud5I6mMBkdMUhS+kGrFq6q/6TV7n1W/bLe8RRyt3hvxUeT838iSYj3Ua8Ex5OSP67Iq5O4VO3rH3OcN4cuPCtMpoZX6XBrR0qZvlucp+17SlXZzGV9zhoe4nz93/8dcDm2N2wt1rK1jiS6c0aGKsCPU7nWLnX3RiVvd5SIHzzq4jqJS9VGnn+d2sR0kiT9suAjVVmbvoRhh859NOKcqxXX9TR5ebteHuaIse7aKLvdcXNq0MiL6iQuVfPxC9DIc2tuLu3dub5ZfcFzDqZtVGaKY0wmDrykTuJStd4jrlNIZGdJ0h8rP5StquljcvOKWbLbHN/5wyZMcyYuVTN7+2rYBEfCud1m1eZfmn7TACeP6DCpQxtHUtGGPfY6iUvVft1uV3aB4zt2YIJBxmas7Dgo0SDT4R0X/m6r911rrXK8L0kmo0GDE1x3cqSV0UsrpPW77c7jxIQ3PVa0HgkdfdU70XGj+4fluXUSl6p9teCgUvc7zhsmnh3erDnl1l0leu7NVJeJS9VWrzuklb855oIxbS3qHFe/orDJJF14doQkKXV/mb5aUD85f+uuEv2wPFeS1KdbgBI6Upm4tdv51OvKmr9UFVkufkEeQ53+fr0kyVZZqc13PuFMXKpWmZOnbVNflCR5hQarw/X1l+kzmM2Kv+MaSVLhll3a86/367XJW7VOaTMOV2ccNUTBA3sfy4+B4yQ9eaP27UqSJPUZfkmdxKVqg8der/Aox7wyacksVTVjXhnTsY8GjrlGsZ36yuzVvHOdMRc/oKHn3OS28pPRaNI5Vz4uk9lLkrT99x+a1Q88y7drN/n37CNJyvtpfp3EpWo533ymsrQUSVL4hIvVnC9t3249JTmWhauduFTbwdkfOl/7Jfaot90vsbszASp/0YI6iUvVbKUlyvn2i1r79GxyrIA7Ntup9wcnDq54AzjhPfHEEzIYDDIcXrelrKxML7zwgvr376/AwEAFBgZq8ODBeuONN2S1NlxfPiUlRffee6969uypwMBA+fn5qWvXrrrlllu0adOmBvetjuGJJ56QJC1ZskSTJk1STEyMfH191b17dz399NMq/tP6xPPnz9f555/vbNejRw89++yzqqg49o9nxsfHy2AwaMqUKfW2LV261PkZli5dKkn67LPPdNZZZykyMlK+vr5KTEzUgw8+qNzc3Hr7z5w5UwaDQU8++aTzverj1f7jaum6qqoqffDBBxo/frxiYmJksVgUHh6uESNG6OWXX1ZpAyVcR48eLYPBoNGjR0uSdu7cqTvuuENdu3aVn5+fyz7Lysr0xhtv6KyzzlJUVJS8vb3Vpk0bjR07Vu+9994Rx8nixYt15ZVXqmPHjvL19ZWfn5/i4uI0dOhQ3X///Vq8uOYJuJSUFBkMBo0ZM8b53pgxY+r9XGbOnNlgn40xZcoUGQwGxcfHS5IyMjL00EMPOcdz7X9bScrLy9OMGTN09dVXq0ePHgoICJC3t7eioqJ0zjnn6O2333Y7DqvHUrUnn3yy3mdyNc4kadeuXbr33nvVu3dvBQcHy9fXV506ddKUKVOUlJTkcp+CAsdF2oiICJnNdZNIoqJqbrAeOlT3qb97771XxcXFeuCBB9SlSxeXx8bR65dYcwGpOuHnz+ySVm50bPP3NapbvNfxCM2lbvFe8vNxTINXbiyTu3tQKzbUfJb+3Zp3kQyeMbRfkPP1jytcV82y26XFq/IlSQH+JvVJ9FxZ+K6Hbz6lZ5YrPcv99/9vmx1zCC+zQUP6Bh6X2NB8fyQtcr4eNOoil22MRqMGnOGoClhacki7tqw5LrH9We2kqbA27d22C2/bweU+ODHs3VIzJrsOcD0mDUajuvR3jMmKskNK39O0MWm325W61TEXDo7spDYd+rps16ZDXwVHOKoy7N26uM6SIDi1JMTWnFNsTHY/DjalOLb5ehsU14xVAhNiHP1kH7Ir3c39//QcKeeQo5+usc3IkDqs9rJ25mYmR6N1GNY/2Pn6x+X1r4NIjjnlTyvzJEmB/mad1q3pyyI11oZtNdeTott419t+WrcABfg5Bt1PK/LcJtv99Eue83Xtz4hTlynAX+FnOipbZy9apbL9riuIHfj6R1UWOB4ai5o0tt728NFD5BXiOBfb9+E3bjM+9836yvk6amL946D127nhJ+frPqdf4rKNwWhUr6GTJEnlJYeUuv3X4xFas/gGhCoyNlGSlH8wzcPRoDkChwx3vs5ftMB1I7tdBUt+lCSZAgLl37t+0t2RGA4nublaCq6araRY1oL8w+3rPwxZ+72GjlORke5yHwA4mfHbDsBJJTMzU+eee67Wr19f5/21a9dq7dq1Wrhwob755hsZjfVzN2fNmqWbb75Z5eV1n3TbtWuXdu3apffee09PP/20Hn744SPG8dxzz2nq1Kl1LsJv27ZNjz32mBYsWKCFCxfKz89P99xzj157rW7Z0K1bt2rq1KlatmyZvvvuO5maWwriKNhsNl1zzTX66KOP6ry/Y8cOvfDCC/r666+1fPnyOkkjzZWamqoLL7xQGzZsqPN+bm6uVqxYoRUrVujNN9/UvHnzlJDQ8HIRc+bM0VVXXVUvQay2DRs2aOLEidq7d2+d9w8ePKhFixZp0aJFeuuttzR37ly1bdu23v733nuvXnnlFZefIzU1Vb/++qtmzpyp7Oz6T0wcT6tXr9aECRMajKNfv371fg6S4//RwoULtXDhQv33v//V/Pnzj8m/tSS9+OKLmjp1qior697wTE5OVnJysmbNmqVHHnlETz31VJ3twcGOC6rZ2dmqqqqq8//iwIGapZOCgmoSFhYuXKgvv/xScXFxmjp16jGJH651be+YUpZV2LU3w33y3469Nf/uXdp76Y89nrnx3aV9TeLU9r3uY0hJt6q8wi6Lt0Fd2jNtPpH06OJIBiots2nXXvcJsJt31Dw9372Ln9Ztcf/90ZIC/R2/0/IONVxOLP9Qzf+vXl39tGglyxm2Zsnbf5ckeVt8FdvR/VOSnboPcr5O2fG7EvsMd9u2pURGd3S+zs1yf7E+JzPV5T44MRzY66i6ZPb2U0SM+zEZ1XGg83XW3t/Vrmvjx2Rh3j6VHMqSJEV3HNRg26iOg1SQnaySQ5kqytuvwLB2je4HJ4/2EY4koYpKuzLy3LdLPVhzbt0uwqDkzMYnvIX4S4F+jn5SsxreL/WgXeFBBgX5GRTsLxU0Y2rQvX1N4lNO/RWVcALpmeAnSSotq9LOFPdzyk21kop6dPXX73+4WHPwGPAy14wtm63+WO6ZUJOMv2m7+8G7I7lEZeU2+ViM6tnV79gGiRNSyMDeMlkcCXG5y9wnLtsrK5X/63pFjjtDwQN7y2A2y17rAcCw4QOcr3OXuz9OQdJmWYtLZPb3U+jp/Y/BJ8DxlrbLMa/0svgpqoP7eWWHhJr54L7dv6tjjxEtHltzVVkdDxIZXNw3QOvn18NRxa2qtFSlDSyvVry55h6EX/eeKl7v+kFadyr2p8m3S4K82ka7bWP09ZM5OESSVJ5e//y6fH/New0dxzs6xuU+AHAy4y4MgJPKxRdfrC1btuiuu+7ShAkTFBYWpu3bt+vpp5/W1q1bNXfuXL3zzju65ZZb6uw3b948TZkyRXa7XQEBAbrvvvs0duxYmc1mrVy5Us8++6yys7M1depUhYSE6LbbbnMbw/fff681a9Zo2LBhuvPOO5WQkKDs7Gy9+uqr+v77753HCwsL02uvvabzzjtPN954o+Lj47Vv3z49++yzWr16tRYsWKB33nlHt956a0v/2Op59NFHtXLlSk2aNEmTJ09WXFycMjMz9e9//1vz5s1zVs755JNPnPtMmjRJAwcO1H/+8x+9+eabkuSyWlVsbKzzdU5OjkaMGKG0tDRZLBbddNNNGjVqlOLj41VUVKSFCxfq1Vdf1a5du3Teeefp999/dyax/Flqaqquvvpq+fn56dFHH9UZZ5whk8mktWvXKiDA8eTjrl27NGrUKBUUFCgoKEi33367Bg8erPbt2ysnJ0fffvut3nrrLa1du1YTJ07U8uXL5eVVk+Tw3XffOROX+vTpo9tuu03du3dXcHCw8vPz9ccff+inn37SmjU1F2hiY2O1adMmrV27Vtdf7yjB/f7772vQoLo3c9q1O3Y3a4qKinTJJZeorKxM06ZN09lnny0/Pz9t2rRJ0dE1J0RVVVUaMmSIxo8fr379+qlt27aqqKhQcnKyPvroIy1YsEDr1q3TFVdcUadik+RIDKqoqFDv3o4Tw9tuu01/+9vf6rQJDQ2t8/cXXnhBDz74oKSan1/Xrl0VEhKi7du364033tCqVav09NNPKyIiQnfddZdz34SEBPn4+KisrExff/21/vKXvzi3ffrpp5Kkzp07KzDQUYmkoqJCd955pyTplVdeka8vpfBbUnSEY0qZlVslF9fQnTJyahIzoiM89xh6TGTNFDgj232yiM0uZeVVqX1bs/Mz4sTQPtpRKSvjYEWDpYHTDtQkLLePrv/0+vFSVm5TgNkkf9+GL5LW3t4+hmpgrV1W+h5JjmpFJpP73yFtYmqSgKr3Od6iOyQorms/7d25TknLv9HIC65TcGjd0iZlpcVavsBR/j6sTXsl9DndE6HiKBRkOcZXUHgHGRsYkyGRnZyv87OaNibzs3Y5XwdHNpzgFlJre/7B3W6Tl8pL8jXv7WuUl7lTlRUlsvgFKywqUR26jVHCgItl9maedyKLOPzsQV5Rw0uy1U4Cighy366hPiQpp9B9O0nK/lM/jUleMhgkfx8pKkQa0s3oXAYv+YC9zvFw4ukQ7Vj2Mj2r4Tnlvoxac8oWnKP1rlUpNM3FEnMdavWdluG6Iq7kWDojPbNcnTr4qn2Mj9t2OHUE9OjsfF20veHv/qLtyYocd4aMXl7y7xqnoq27a47TvdZxtrk/jr2qSiW7UxXUp5sCunV22w6tV84Bx797aGTD88rwtjXzypyM3W7beVrxoRzlZBw+f4tiTJ6ILO0cVYIrMvY3uEZU+b6aB3Is7eKa3E/egrnyveM+mYOCFXruBOUtmFuvTeTl19RpXy+Gvckq2bpZft17KeTMc5Qz53NZc+uWBjX6+ip8wiWHP1N6k5OsAOBExV0YACeV6upK1UuISVL//v11zjnnqEePHsrMzNR//vOfOslLlZWVuvnmm52JS8uXL1ffvn2d24cOHapLLrlEw4YNU0ZGhu6//35deumlioiIcBnDmjVrdMkll2j27Nl1qsOMHTtWI0aM0OrVq/Xaa6+psrJS99xzj/71r3/ViXXs2LHq0aOH9u7dqzfffNMjyUsrV67UM888o2nTptV5/9xzz9W5556rhQsX6osvvtBrr72myMhISVJISIhCQkLUpk3Nja5evXo12M9dd92ltLQ0xcXFacmSJerYse4NjtGjR+vSSy/VGWecoT179uj555/X9OnTXR4rOTlZMTExWrVqlTp0qFnSZMiQIc7X1157rQoKCtSvXz8tXLiw3r/huHHjNH78eF1wwQXOCko33XSTc/tnn30mSYqLi9OKFSucSVG147399tvrLKvn5eWlXr161amA1LFjxyP+bI5GTk6OAgIC9Msvv+i0005zvv/nhKnFixera9eu9fY//fTTddVVV2nGjBm6/vrr9fPPP2vRokU666yznG3+XAWrTZs2DX6mLVu2OMfT448/rscff7zOsnMDBgzQFVdcoWuvvVYfffSRpk2bpmuuucaZAGWxWHTZZZdp1qxZuummm5Sbm6s+ffpo2bJlevzxxyU5/n2rvfjii9qxY4fOO+88TZo06Ug/MhwFs0kK9HckVBypakxJmV1lFXb5eBsUFuS55KXQQEe8ZRV2lZY3/PR9boEjeSnI3yizSbI2/BHRCniZDQoOdJzmZOc1XN2ruMSm0jKbfH2Migz13FKGaRnl6t7FT+2jLQoKMOlQkeuBVv30vyRFhnkuXhxZZUW5igsdJURCwhquXujnHyxvi68qykuVn3OgwbYt6fJbpuvdf96s3IP79Mq0SzR6/A1qF99DRpNJB9J2aul37yv34D75B4bqr397Xmaz5xL+0HTWynKVlTjGpH9Q/eqitVl8g2X29pO1okRFBe6XMXCluKBmmRn/oIbHvn9wTVJ9cb77sV9ZUaIDKTUX60sLs7W/MFv7d67Qhp/f0ZlX/ktt45q+5AM8z2SU/Hwc5wSH3Be1kSSVVTqqM3l7GQ5XUWp85aXqqkuSVFjS8H61twcdoZ+pl7ufz2bk2jX31wayXdDqeXkZFBx0eE6Z2/CcsqikSqVlVfL1MbXYHK1jex8NPs2RiZecVqq0jPrJSxGH+y4tq1JxScPj72BupTp18FVIkFleZoMqrSzfeSrzia35zna3ZJxze1rN3MCnXXSd5CWfdo7jWIuKZS1oOFu0NC1DQX26ydImXEZvL9kqWJL4RGGtLFdp0eHlMkMbnu/5+AfLy+KnyvISHcrz3LnOkfz647uy2RxVxLoNOM/D0aCpDF5ezkpH1pyDDba1FRepqrRUJl9feUVENrmvvEXfy6+HI+ko+ua75Ns5QYfWrJQ1L0deEW0VMuZsBQ11VBg7+NlHKt7wu8vj7H/tecU9/py8o2LU6eW3lPPVpyrds1OqqpIlrqMiLrpc3lExshbka9/L0+tUuQOAkxn1DwGcVO688846iUvVwsLCdN1110lyVAMqKKhZZuXrr79Werpj/eBHHnmkTuJStbi4OL3wwguSpJKSEs2YMcNtDH5+fnr77bfrLfdmMpl08803S5IKCwsVGRmp559/3uX+1UkYGzdurBPr8TJgwACXy2wZDAb9/e9/lyRZrVatWrWq2X2kpKRo9uzZkqQ33nijXuJStX79+un222+XJM2cObPBYz733HN1EpdqW758uVauXClJ+uCDD9wmn5177rnOqj5/7q96ebL+/fvXS1yqLSwsrME4j4cHH3ywTuKSK64Sl2q77rrrnP8fvvnmm6OK56WXXlJlZaUGDhxYL3GpmtFo1Ouvvy6LxaKioiJ98cUXdbb/85//VPv27ZWfn69bbrlFw4YN00MPPaSKigoNGjRIDzzwgCRHFa7p06fLYrHUW5YRx56PpebfsrzyyBe8yyscbSze9cfA8VIdc3UsDan9mTwZMxrP16fmFKes7Mg3DcsqHG18LJ47Nfp1g+PCvslk0DWT2rhsE9PGW2OHhzj/XvtzovUpL6sp1eHtc+TlWLwtjjYVZSVHaNlyIqPjddfTn+mcv9ylyvJSfffx8/rv9Cn6z1PX6KsZT6kg94BGXXCd7pn+peK6NjzHQOtTWV4zJs3eRx6TZi9HNSNrRdPGZO1+vCwN91O7YlKly34Mimx/mgaMu0fnTHlbE+/4UuNv/Z+GT3pSke36SJJKDmVqwYwblZ2+pUlxonWw1MrxaEziROXh3F7vJj6KWbt9xRHu+9Te7tWMRz4rrHZ9n2TTrEU2FbkvfIMTgF/tOWV5I+aU5S03p/QyG3TPde1kMjnORz740nUCgK+P4zpUaRPilTw7D0brYA6sqeplLWr4u99aUpNtag6o+11vDvBv1DEkqaq45jimAP8GWqK1qah9rnOE+Z4keR2e81WWe+5cpyHpyRuUtGiWJEcyVv9RV3o4IjSV0bdmHNrKjpARL8le7mhj9GlGBVebTftf/afS/vmEylL2KHTcBYp7ZLo6v/RfdXj4SQUNHaGijeuU8tj9yvr4fbeHqUjfpz33/02ZH70vo4+Pom74mzpO/5c6PveaYm67V+bwSGV/PVu7771ZpTu2Nj1OoAF2+6n3BycOzkwAnFSuuuoqt9sGDHCsu26325WcnOx8/6effpLkSMypXtbLlUsvvdS5ZFn1Pq6cffbZbpNXaieTXHzxxXWWJHPXrnasx8tf//pXl8klUs3PUZL27Gn+0ibz5s1TVVWV/Pz8dN55DT/RMnLkSElSenq6UlNTXbbx9vbWpZde6vYY3377rSQpMTHRudTZkfpbu3atrLWeaqhecm3ZsmXavbv1ljqWGv6/4IrdbteBAwe0Y8cObd682fmnepm/DRs2HOEIDZs711Ei95JLLnE7tiRHBa/qf58/J8dFRUXp119/1U033aSoqCh5eXkpPj5eDz30kBYvXiwfH0e5+3vuuUclJSV64IEH1KVLF0mOxLObbrpJMTExslgsSkhI0PTp01VRUXFUnwuOC+nVGlOVyFplr7ff8eZ1+KJ/dSwNqf2ZvD0YMxrP26v2mGzEjdDDCWre3p47NZr/c56zStR5o0L19+tjFB9rOVzZzKQxQ4P13ANx8vE2Om/uWrw4lWvNrJU11RBM5iNXYDAfnhNWVnr2TveW35do3crvVO4iiaqqyqoNqxdo3cp5snPl54RTZW3amDQdrqxVeyw3tR+jqeF+TLWqd1ldjP0hF/xDF972qfqOvkXtEs5QREwPte3QT90GX6YJt32q00Y7qulaK0r0y1ePMi5PQKZaX2VVjShSVD0vMzexgGft9kfqp/Z2ryP0886CKr2zoErv/lClT5ZWaeUWm6ps0lmnGTSmj0FGpo4nNK9ac61GJddVz9FaYE552zUxSujkuDH74y+5+nW964o21fNgaxPilVomZpxYTD41Sw7ajnCdxFZes93kW3fZQePh49gbUUWpdj8mX5bEPpHUnh8eab4nyVmx1dPnOq4UH8rW12/f5ai6ZDDogmufcyZb4cRh8K45r2hMhSJbpeN3lMHSvN893u06KHjMOPnEuX4Y2y+xh0LHni9zmOuHp6sFDhqmkFFnyeRbPwnQ6OWloOGjFTzyLBd7AsDJi2XjAJxUunXr5nZb7YSiwsKaCz2bN2+W5FjKq3oJNFe8vb3Vr18/LV261LmPK39eTqu2kJCQJrerHevx0pyfY1MlJTmWfigpKZHZ3PivowMHDrisrtS1a1dn8kpD/W3fvr3B5JnaKisrlZub61wKb/LkyZo1a5ZycnLUq1cvTZw4Ueecc47OOOMMZ5JMaxAQEKBOnToduaEcSWRvvvmmli1b1uC/Z+1l75pq7969OnjQUbL34Ycf1sMPP9yo/aorXdUWHR2tt99+2+0+CxYs0Ndff624uDhn9bDMzEwNHTpUe/fula+vrzp16qSdO3fqkUce0a+//qo5c+Y0ekxU27dvXyNbntgX4EICjfL3cf2zKS6zK7/QVueid2NuJJkPJw55clmCysMJLdWxNKT2Z6pgKQWPCw8xK8DP9UArKqlSTr5VFZW1x+SR/429Dt/kqajw3NIuJaU2Pf1Gmp64u4NCg8w6c1iIzhwWUq/dzC8zNenscIUEmVXaiKpS8ByzV83v/yrrkW/eWA9fPPXycj+XaWlzP/qnln3/gSSp58CzNPqC6xXTIVEGo0lZ6bu1YuHHWvvz15r/6UtK3b1R19z1soxGzy0BiqYxmZs2JqusjhuKtcdyU/uxVTXcT3Ufjn7qj32Lb5DbfQ0GgwaOu0cH0zYoffdq5aRvUVbqOrWN69+keOFZtROFTI3InaielzV1Gd/a7Y/UT+3tlUfo5+CfiiQnZ9r12y67rj7TqMGJRkUE2zV7mY0nfVuh8BCzAvzdzCmLHXPKysqaAdqYBy+q25Qf4znlZRdE6rxR4ZKk7XtK9O9Z+922rZ4Hm5sQr3TsY8aJp6qsVjKKd8NLAxstNdurSusmo9gOH8fgfeSEltr9VJU2LVkanlV7fnik+Z4kWQ/P+Tx5ruNKeVmRPn/jZhUeXs5u9KT7FN9tmIejQnPYayVDGhpxn8F4+OEhe3nTf/f49eitDtOmyxQQoIrMA8r6+H0Vrf9NVUWHZA4JVeDg09Xmr9cpeOSZ8uvZR3sff1DlaSn1jtP2ulsVMekySdKh1b8o++vZKkveLdmqZGkXp7DxFyl07HmKmnKL/BK6K+2FpyQb39cATn4kLwE4qfj5uS9VazTWXIWsqqq5CpmbmytJzgSVhkRFRdXZ52hiaE6sx8vxiC0rK6tZ+5WUuC4xHBoa2uL9nXXWWXrjjTf0wAMPqLS0VLNnz3YufRcbG6vx48frtttuO+JybS2tdvKbO3a7XTfddJPee++9Rh2ztPTIJXfdOdb/1u6Ul5frzjvvlCS98sor8vV1PCn1j3/8Q3v37tWIESM0b948BQUFaevWrRozZozmzp2rjz/+WFdffXWT+mrfvn2j2l3/VPM+e2tx8Rh/DT/N9cWlFRvK9P63hSorr/XErteRL5JXL73WmCXbWkp1zI1ZBq72Z/JkzHC45qI2Gnt6iMttP63M1ysz0usk9fg0Ymk1n8NPmjdmOZCWtDu1THc9tUeXnR+hEQOCFBpcc6q2I7lU/5t7UEmbinTlBEeidVHJ8Z8foPEsPjVLXzRmKbiKw0soNGaJuZawdd3PzsSlgSMn6fJb/q/O9tj4Hrrs5ukKDovST1+/qc1rf9TKHz/RiHOa9v0Jz/Gy1FoOphFLwVkrHXO/xiwx566fIy0NYq2omV96NbGfat0GX6703aslSRnJa0leOsGU17rf6UikaHiuVV0J6UhLv/1Z7fZHWnKu9vbKJvYjSYWl0g+/2XTFKJM6RRl0WkeD1u9hDtnaXPuXKJ09wnXF7B9/ydXL7+5TSVnTllWrbnMs55TnjQ7TdZc6KkCnppfpsZeTGzwnKS1zzA99mxCv5Pl5MDzPWlhredmAIyz76ldTlebPy8NZi4obdQxJMvnXHKeqqLiBlmhtvGuf6zRiKbjKw3O+Iy0pfDxZK8v15Zt/04HUPyRJg8++XkPPucnDUaG5bKU147AxS8EZLI42jVlirs5+Zi+1u+8RmQICVJmbo+QHb5c1P8+53ZqTrbzvv1XJ5o3q9NKb8gqPUOw9D2nPfbfVOU7AgCHOxKW8RQuU/trzdbaXJe9S+usvqDLnoNpcPllBp49U2HkTlTvv6ybFCwAnIpKXAOCwplZewdGpTnyKiIjQkiVLGr1fx46uy7GaTA0/+V/d32mnnaaPPvqo0f1VL5tW7fbbb9ell16q//3vf/rxxx+1YsUKFRQUaP/+/Xrrrbf09ttva+rUqXrmmWca3cexdqSfhSS9//77zsSlvn376p577tGQIUMUGxsrPz8/5zEmT56sDz/88KiW4aid5PbYY481uLxfbf7+/kduVMvzzz+vXbt26dxzz9WkSZMkSRUVFfr0008lSa+++qqCghxP8Hfv3l0PPPCA7r//fs2cObPJyUuoYa2SCktsCvQzKjSo4bHn52OQz+GEodxDnku8yCt0XJz38TbI12JQabn78R0W7PhMh4ptTX7KH55RabWroNCq4ECzIkIbfuLX388o38MJTgfzjvzEaEvLK7DqrU8O6K1PDigkyCQ/X5PyD1lVUuoYs+GhZueyHqnpPJ3cmnl5W+QXEKKSonzl59avJFhbSXGBKsodF01DwqOOR3j1/Lr0C0mO+fC5l97ttt2ZF96s5d9/oPKyEq39+SuSl04gZi+LLH4hKi/JV/GhzAbblpcWOBOcAoKjm9SPf3Bb5+viQw2P/eKCjJr9Qpo39kPadHa+Lilo+HOh9amySSXldvlZDAo6wn0mH6+aJbEKS5p2blK7faBfw0lSju0Oh5rYT7XkTMd8xMtsULf2JC+dqCora80pwxqeUwb4meTr4zhvOJh7bOaUo4aE6PbJjusRmdkVmvZCsg4VNXxCkp1bKXWWfH1M8vczqrjEfVJS5OHPlH/I6tGquGgdyvbXfGf7xLZVwW/uK877tK+ZG5Tty6izrWzfAWmIZA7wlzk4UNYC9xW+fQ8fpzwrR7ZGLDOH1sPsZZGvf4hKi/OdVYvcKSsucCa0B4V65lznz2xVVn3zzt1K3f6rJOm04ZfqzEse8nBUOBr2ykpZDxXIHBQsc7j7lTUkyegfINPhB14rsw82qZ+A/oPkFeE4fu68r+skLtVWnpaigp9/Uui4C+TbJVGW+E4qT9nj3B467gJH3Dabsj56321/2Z9/rPAL/yKTr59Cxp5L8hKAUwLJSwBOedXLoGVmHvlid/UyVrWXTkPzhIc7yp4XFhaqe/fujUq4ORb9FRUVqVevXkd1rDZt2uiee+7RPffcI5vNpvXr1+vrr7/WG2+8ofz8fE2fPl2DBg3SxIkTj0XoLeKdd96RJHXp0kUrV650Vin6s4aqjDVW9c9ekry8vI765+9KSkqKnn32WVksFr3++uvO97dv366ysjL5+vqqf/+6T+IPHz5ckrR+/fom95eWltaodo/PaPKhW5X3vy3U+98eeXnIjINWBcZ5q02YSUaDZHNz7Ts6vOb/eUa25zKB0g9ape6OMufRESbt2e/6sXqjQYoMdcSckd2MR+9xzL0yI12vzEg/Yru0jHIFB5oVHekto9F9Ze32UZZa+1S4buQh+YeqlP+nJL8uHWoqoe1Ibn5FPBwfbWM7K3n7b8rJTFVVlVUmk+vT76z0ZOfrNjGNW/b1WMva77iQ6h8UpuCwtm7beXlb1Da2i1J3b6wTN04MIW06KzPlNx3KSZWtyiqjmzGZf3BPrX2aNiZD2tQspVxwsOExkl9re0hk5wZaNoQHUE502QVShzZSaIBkMMjtEmvhtVYRzD7UxD5qtQ8PbLhtxFH0U81ul8oqJC+zFNx6ikyglpff3aeX3z3yUuCp6WXqnRigmDYNzynbRdeaUx6DBPMhfYN0/03tZTIalJNXqYf/uUfZjUi0r53c3j7aR9t2u66IYjRK0W28D8db5rINTi1FW3Y7XwckdlKmFrltG5DoeKjQVlmp4p176x5na63jdOuk/F83uDyGwWSSXydHReuibbtdtkHrFh7dRft2JSnvYMPzypzMPbX2ae5879ix22yaO+NB7droeJC2+8Dzde5VT3k4KhwL5Wl7Ze7ZR97RsWroS9vSrkPNPvv2umzjjqV9nPN12e6dDbYt3b1DobrA2Wft5KXqGKwF+bLmZrs9hr2yUuWpKfJL7CFLbAe37YCmYllrtGaNWFEeAE5u1YkUycnJOnjQfbZ9ZWWl1q1bV2cf1NfYClb9+vWT5FjqKykpqSVDqtPfnj17nElox4LRaFT//v319NNPa9Gimos7n332WZ12ra2y1x9/OMoiX3jhhW4Tl+x2u37//fej7qtTp04KDg6WJK1YseKoj+fK3XffrdLSUt1///3q0qXWTbOCAklyVlyqrXp5veo2TdGuXbtG/TlV7ExzJPb4eBsUF+0+Nz4hruaJ5V1pnnuysnbfiXHun6KOjzE7K0XtSiN56USyZZcjscfXx6guce5LOfRKqLmjuHVX05aq9IQRA2t+ly1LauYdVRw3HRMdSbMV5aXan/yH23Z7tq51vo5P8MySV8bDSeS2RiwJXFXl+H3Y0onnOPai4gZIciwbl53ufkweSK6Zm7dp4jJsgaHt5BfkWI47I3ltg20PpDj68Qtqq4DQ2AbbupOfVXPDs7pfnFjSsh1Xzr29DIpuYCXwDpE151P7spt2tT2/uKb6Uoc2DZ+XtT/cz6ESuwqauYqR0Sj5Hs5laeoSd2hd/tjhmB/6+pjUNd79nLJ3t5qqwVt2Ht3yV327B2jq7R1kNhtUUGjV1Bf2KONg45Ls/9hR03fvRPeVjBM6+jkrRf2xs/XPgdHy8pM2qarcMc7CRg52287g5aWQIX0lSQVJm2S31v0ll7viN+frsDPcHyd4YC+ZAxxjNG/l0V93wvHXvotjXllZXuJces2V1B0188F2nT2/vO+Cjx/T1qR5kqQufcZownUvyGDkNunJoGTLJkmSyddXvl0S3Lbz73VazT5b3Y9dV+y1z5ePcD5sqJXQZ//TeXb13w2NOKeuPo7dRjl4AKcGvpUBnPLGjh0ryZGoMWOG+zIpX3zxhTPJoXof1OfjU1MVorzc/ROHEyZMcCb0vPLKKy0dli688EJJjn/nV199tUX66N+/v0JDHVfcs7PrPjXR2J/L8WI9fIGpuNj9hdU5c+YoIyPD7Xap5nM19JlMJpPOP/98SdLChQu1devWpobboPnz5+vbb79VXFycpk2bVmdbddLUwYMH68VYXT3JVWITmmbd9pqf7Yi+Pi7bGCSd3sexrbjUpm0pnkte2pZSqZIyxxNY1TG5Mvy0mm2/b/P8/1s03up1NYk9Zw8PdtnGYJDOHBYiSSoqrtLG7Ud3o6mltY/21hkDHZ9l3ZYipWe2rkpRqK/nwLOcr9f+7Lq8u81m02/L50iSfP2C1KWH+5s8LSks0pFwW1KUr8z97p9+LynK14F9jidMQyNPnSTdk0Vcj5oxufM312PSbrNp1++OMentE6SYTk0bkwaDQR26nylJKji4R1mp6122y0pdr4LDFZ7iup/Z7ET/bWtnO19HdRzUrGPAs3bsr0lE6tPR/TjoHe/YVlph196sZvST7ugnIsigmHDXbWLCHdslaef+5j+OnBAjmU2O4xws4LHmE9mq32sedDn7DNcVuA0GaezpjusAhcVWbdhW1Oz+unfx02N3x8nby6iikio98mJyk5YK3ritWEUljpubY4e7zwYcO6JmW+3PiFNXVVGxchavkiRFnDVMPrGuK3FGXXS2vIIdJewOfPNTve05P69RZb7jXKzdNZPc9tdu8sXO1wfm1D8OWr+up9VcG9+48kuXbew2mzav/kaSZPELUofEIccjNLcWff6sNqz4XJIU122YJt30mtuKUTjxFP5a88BsyFnnum5kMCh4zNmSpKqiQhVvWtekPioyay173aN3g239evVxvq7MrPsgdfXfzUHB8m7nvqKSKSBQlrj4w/s0fI0eAE4WJC8BOOVNmjRJMTExkqTp06dr06ZN9dqkpaXp/vvvlyT5+fnpuuuuO64xnkiio6Odr3fvdn/zKzExUZdeeqkk6dNPP9XLL7/c4HGTk5P1ySefNDuucePGafBgx82XF154oV5lpD/btGmT5s6dW+e92bNnq7TU/TI9SUlJystzrHXdsWPHOtsa+3M5Xrp27SpJmjt3rsul4Xbv3q3bb7/9iMep/lxH+kwPP/ywTCaTbDab/vKXv2jfPvcl+quqqvTxxx832KZaWVmZ7rrrLknSv/71r3pVpBITE+Xj4yObzaZPP/20zrb//e9/kqS+ffsesR80LDndqh17HYkUI/r6qHNs/Ys/44b5KibS8f5Pa0pV5aJ6c2Kcl957NFLvPRqp6y88wpoeR6HK5ohBkmIizTpnWP2nqDvHmp2JWNtSKpSSwWPzJ5IdKWXafPjJ87OHh6pbp/r/xhedHa4OMY6yCN8uypWrgjO9E/z03Ts99N07PXTPdTEtGnN4iPuLphGhZj16e3uZzQZVVNr01ifHroIgWk6Hzn3UMdHxRPKan79Sys719dosmz9DWemOBI4R514tk7luNbjdW9bogat66IGreujT/05tsVh79B/tfP3th8/Jaq2fHGez2fTNrP9TldWRfNqj36gWiwctI7J9H7WNd4zJ7UlfKjO1/sX6Tb/MUP5Bx7yu5+nXyGiqOyYz9qzRe1O7672p3bXsi4dd9tNr+GQZjI6niFfNnS5rZd0liayVZVo1d7okyWA0q+fwyfWOkZW6XiWH3Geo2O12JS18Rem7HDdaw6K7qW0Tq0ShdcjIlVKzHAk+p3UyKNZFYtGQRIMigh3JQEk77PWWKO4QKU293KSpl5s0frDrBKi12+2yHd5xXH+jzH960N1scrwvSVU2u9bsqJ90FN/WsbxdQyKCao4jSZtSSF46ke1ILtWm7Y5kpHPOCFO3zvXXAbz43Eh1iHWcN8z5Mcf1nLKbv76f2Uffz+yjv9/oOvm3UwcfPXlvvHx9TCotq9LjLydr196mLRNsrbLr2x8dD1J1iPXRJedF1mvTrbOfzjmciLVxWxFLEZ8i2k2+SBdUbtcFldvV9dE7XLbZ8/L7kiSjl5d6vva4o4xcLV7hoer2f45ro5V5BUp9//N6x7BXVirljQ8lSYE9uqjT32+o1yZkaF+1v+4SSVLOz7+qIKn+dVi0fjEd+6hdl4GSpI0rvtT+PfXnlWt+el85BxzzyoFjJsv0p3nl3u2/6rlbE/XcrYn6buY/WjTe5XNf19pFMyVJsZ366ZLb/iOzl3eL9onjq3TnNhX/sVGSFDr2fPkm9qjXJnzSZfJpHy9Jypn7lf78pe3X6zT1nLNYPecsVsxdD9bbv3jj77KVOb43Q8+7UJa4jvXaSFJA/8EKGjJCklSZfVBlybvqbC9cu9L5OvrG22Uwu7geZDAo6qY7ZDw8TgvXrnbZFwCcbEgrBnDK8/b21ttvv60JEybo0KFDGj58uB544AGdddZZMplMWrlypZ577jllZTkunr/44ouKiIjwcNSt1+mnn+58fe+992ratGmKjo52Pk0dHx8v8+EJ+ZtvvqmkpCTt2bNH9913n+bMmaPJkyerZ8+eslgsysnJ0YYNG7RgwQItXrxYF110ka688spmx/a///1PgwcPVm5uri6//HJ99NFHuvzyy9W1a1eZTCZlZWVp3bp1mjt3rlavXq377rtPEyZMcO7/0EMP6dZbb9XEiRM1cuRIJSQkyN/fXzk5Ofrll1/0+uuvS3JUGrrxxhvr9N2hQwe1a9dO+/bt04svvqh27dopMTHRueRK27ZtFRjYcskafzZ58mQ98MADSk9P17Bhw/TQQw+pV69eKisr0+LFi/XKK6+ovLxc/fv3b3DpuNNPP13Jycn69ttv9dZbb2n48OHOakxBQUFq08axfEfv3r314osv6t5779WWLVvUq1cv3XzzzTrzzDPVtm1blZWVKSUlRatWrdIXX3yhjIwMbdq06YhLr/3zn//U7t27de655+qiiy6qt93b21tXXHGFZs6cqTvuuEOlpaXq06eP5syZo5kzZzp/Fjh6nyws1j+meMniZdDfrwrWvBUl2pZSKS+zQYN7WjR6gCN55ECOVQtXH90F8uF9LHX+3iGqZkrbq7O3IoJrLrJm5lW5XPLth1WlGtzToqhwsy4bG6A2oSat+aNclVa7usV76YLhfjKbDCqvtOvThc1/ehqe8/anmXr+oXj5WIx66t4O+nx+tjZuL5G3l0EjBwXrvFGOJ873HSjX1wtzjqqvs06vW92pY/uaMdq/V4DaRNRcpM3IqnAua1fb7VdHKyjQpJW/FWrn3lIVl9gUHGjSad39dd7IUPn7mVRls+uNDzO07wBVl04UEyc/rH8/ebUqK8r07nM36swLb1bnHkNUWVGm9avn69fFjps+kdHxGnl+85Pj/1zZKX3vNufr7Rt/Ue7B/c6/R0R1cCZVVRs4cpKWfz9LWel7tGPTCr36yGUaMe4qRcclymg0KXPfbq1a9Kn2Hk7ACggO18jzpzQ7XnjO0PFT9d1bV6mqskw/vH+jTht9i6I7DZa1slx7Ns7X9rWOBP/giHj1OqN5YzI4oqN6n3G9Nv78jrL3b9Z3b/1VfUbeqMCwDirMTdXGZe8qJ91RibPPGdcrOCK+3jH27fhFG5e9o9iuZyi2yzCFtOkib99A2awVyj2wQzt++1IH0xw3J8xevhpx0VOtbplmNN6P62yafJZRXmaDrhhl1Mqtdu3NssvLJPXoYFC/zo65Xc4hu37d3rxkoNwiafU2u07vYVBMmEGTzzJq1Va78orsCg0waFh3g6JCHWNo9Ta78lxM/9pHGHTFSINSMqU9B+zKKrCrtNxxfz/YT+oYZVCvOIO8zI7jrN9ja1aVKLQub32crhendZGPxajp93fU7O+ytHFbsby9DBo1JETnj3Fk3O3LKNdXCw42q4/oSG89c19HBfo7zmtmfZWp4tIqxcVa3O6Tf8iqgsL6mVJffH9QIweHqF20RTdeHq2YNt76+dd8VVTa1aebvy4f30Zms0Fl5Ta99b/0ZsWL4yt0+AD5d66pzOEdXlM5y79znNpNrnstZN8s19UVjyRn6Wrt//Q7xV4xXlEXnqUhC2Yo+bUPVJ6RpcBeCeryj1vlF+dY5nXr1BdlzXe9jPXul95T9KXnKyCxo7r/80H5demgjNnzVVVWpvBRQ9TlH7fK6OWlqpJSbbnv/5oVK1qHsZdN00cvXClrZZlmv3q9hp13qzokDJG1skxbk+Zr/XJHhcywtvEafHbzz3U2rvyqzt+z9tVUdE/eslwFOTXnOqFtOqj94aSqaklLPtSKeW9IkgJD2mrMxQ+oILvhBybDojrWS7ZC63fgnTfU8Z+vyWjxUdyTzyv7849VvGm9DBaLgkeMUdi5juv85fvTlDOn4QebXbEVFyv7y0/U5qrrZfLzV8d/vq7c775W0YbfZCsqlCkkVEGDhyt03AXOJeEyZ70j2evOX/MX/6CwCy+RT/t4BfQbpE4vvanc775RWcpu2W1VsrSPV9h5F8qvW09JUmVernLm1E8YBZrrzw+DAK0JyUsAIOmCCy7QjBkzdMstt6iwsFCPPfaYHnvssTptTCaTnn76ad12220eivLE0KVLF1122WX67LPPtHDhQi1cuLDO9uTkZMXHx0uSwsLCtGLFCl122WVavny5li1bpmXLlrk99tEu79W5c2etWrVKl1xyiTZv3qy5c+fWq650pP7y8/P1wQcf6IMPPnC5j8Vi0X//+18NHDiw3rapU6fqb3/7m5KTkzVx4sQ622bMmKEpU6Y07QMdhbvvvls//vijFi5cqB07duiGG+o+Defr66tZs2Zp3rx5DSYv3X///friiy9UXl6uW2+9tc62a6+91pkgJEn33HOP/P39dc8996igoEAvvPCCXnjhBZfH9fb2rrPUnivJycl67rnnZLFY9Nprr7lt99xzz2nJkiXau3dvvf+/559/PslLx0jqAave+vKQbpwUKD8foy45s/5j6QdyrHr1kwKVVRzdGdL1E93/Ljh/eN2noVdsKNOutMJ67coq7Hr1kwLdfWWwosLNGj3A15lgVa2kzKZ3vilUWibryp+I9qSV6fm39+m+G2Ll72fStRfXX/pg34FyPflaqkrLXZQCa4J7r4t1u+3S8+omPP+0Mt9l8pIMUrdOfurWqf4T/ZJ0qMiqNz8+oOVJrm8SoHWKje+hq+98SZ/85yGVlRbp+89eqdcmMjpe19//pnx8/Zvdz2dvT3O7bcncd+v8fcAZk+olL5nN3rrxwbc04+U7lJG6XQfSduiL9x53ebywyHaafM+r8g90vxwNWq+ImB4684qXtfSzB1VZXqSkhf+q1yY4Il7jrv2vvC3NH5MDz75HZUU52vHbV8pJ36oln95Xr03CwEs04Oy73R6jylqh1K2LlLp1kds2/iHRGnP5i4ps1/CyDWjdMvOlr1fZdOEQo3y8DRrTp34iWs4huz5bblPFURTDXLrJLj8fm/p2Mioq1KCLTq/fz/o9Nv28yf1c1Wg0qFO01CnafbKczeZIslrawHFw4tidWqbn3tyrB27uIH8/k667NLpem30Z5XrsX8kqLWvenLJnor9Cg2tukt/y1yNX/Pzom0x9/E1mvfdLy2x67F/JeurvHdUuyqLzx4Q7E6yqFZdU6fm3UrUntaze/mh92l//F7WvtcxabWHDByhseN15XXOTlyRp401T5RUUoDbnj1bEmKGKGDO0znZ7VZV2Tv+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}, "metadata": { "image/png": { "width": 1175, "height": 948 } } } ] }, { "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 Questions:**\n", "\n", "\n", "1. Is there correletion between the yaer of Construction to its market value?\n", "2. How significantly does the Region dictate pricing in Denmark?\n", "4. Does the gap between the bid and the actual purchase decrease or increase when interest rates decrease?\n", "\n", "5. Do property prices vary significantly based on the quarter (Q1-Q4) in which they are sold?\n", "\n", "\n" ], "metadata": { "id": "ANqtiuF3ddaL" } }, { "cell_type": "code", "source": [ "#Visualizing how impact of property age impacts the target variable, using a slightly different approach after cleaning the data\n", "fig, ax = plt.subplots(figsize=(10, 5), dpi=150)\n", "data['year_build'] = pd.to_numeric(data['year_build'], errors='coerce').round().astype('Int64')\n", "ages = range(data['year_build'].min(), data['year_build'].max() + 1)\n", "rate = []\n", "\n", "for i in ages:\n", " subset = data[data['year_build'] <= i]['purchase_price']\n", " if len(subset) > 0:\n", " rate.append(subset.mean())\n", " else:\n", " rate.append(0)\n", "\n", "sns.lineplot(x=ages, y=rate, ax=ax, color='#2c3e50', linewidth=2)\n", "ax.set_title('The Impact of Property Age on Market Value', fontsize=16, pad=20)\n", "ax.set_xlabel('year_build', fontsize=12)\n", "ax.set_ylabel('market value', fontsize=12)\n", "ax.grid(True, linestyle='--', alpha=0.6)\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 753 }, "id": "Xw_18s10dcyk", "outputId": "6e71e7aa-4024-4c82-ea56-b06fa01dec3e" }, "execution_count": 24, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 1485, "height": 736 } } } ] }, { "cell_type": "code", "source": [ "#Shows in which region the average property price is the most expensive\n", "plt.figure(figsize=(12, 6))\n", "sns.barplot(data=data, x='region', y='purchase_price', errorbar=None, palette='coolwarm')\n", "plt.title('Average Purchase Price by Region', fontsize=14)\n", "plt.xlabel('Region', fontsize=12)\n", "plt.ylabel('Average Purchase Price (DKK)', fontsize=12)\n", "plt.xticks(rotation=45)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 628 }, "id": "EKTuj2T3hspH", "outputId": "fb97666c-151c-4a4d-9f54-a52f815276c5" }, "execution_count": 25, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 1003, "height": 611 } } } ] }, { "cell_type": "code", "source": [ "#Shows whether the gap between the offer price and the actual purchase decreases or increases when the interest rate decreases. Takes a sample from 1990 onwards\n", "data_modern = data[data['year_build'] >= 1990].copy()\n", "\n", "data_modern['interest_level'] = pd.cut(data_modern['yield_on_mortgage_credit_bonds%'],\n", " bins=[0, 2.5, 3.5, 5],\n", " labels=['Low (0-2.5%)', 'Medium (2.5-3.5%)', 'High (3.5-5%)'])\n", "\n", "gap_summary = data_modern.groupby('interest_level')['%_change_between_offer_and_purchase'].mean().reset_index()\n", "\n", "plt.figure(figsize=(8, 6))\n", "sns.barplot(data=gap_summary, x='interest_level', y='%_change_between_offer_and_purchase', palette='Reds_r')\n", "\n", "plt.axhline(0, color='black', linewidth=1)\n", "\n", "plt.title('Average Price Gap by Interest Rate Level', fontsize=14, fontweight='bold')\n", "plt.ylabel('Average Price Gap (%)', fontsize=12)\n", "plt.xlabel('Mortgage Interest Rate', fontsize=12)\n", "\n", "for i, val in enumerate(gap_summary['%_change_between_offer_and_purchase']):\n", " plt.text(i, val - 0.05, f\"{val:.2f}%\", ha='center', va='top', fontweight='bold')\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 605 }, "id": "zsIpE6jYpnfQ", "outputId": "749dde6a-1e1c-400d-ed8e-11319cdf632b" }, "execution_count": 26, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "image/png": { "width": 788, "height": 588 } } } ] }, { "cell_type": "code", "source": [ "#Shows whether the gap between the offer price and the actual purchase decreases or increases when the interest rate decreases. Takes a sample from 1990 onwards\n", "\n", "data_modern = data[data['year_build'] >= 1990].copy()\n", "yearly_trends = data_modern.groupby('year_build').agg({\n", " '%_change_between_offer_and_purchase': 'mean',\n", " 'yield_on_mortgage_credit_bonds%': 'mean'\n", "}).reset_index()\n", "\n", "\n", "fig, ax1 = plt.subplots(figsize=(14, 7))\n", "\n", "\n", "sns.barplot(data=yearly_trends, x='year_build', y='%_change_between_offer_and_purchase',\n", " ax=ax1, color='skyblue', alpha=0.6, label='Price Gap (%)')\n", "\n", "\n", "ax2 = ax1.twinx()\n", "sns.lineplot(data=yearly_trends, x=range(len(yearly_trends)),\n", " y='yield_on_mortgage_credit_bonds%', ax=ax2,\n", " color='red', linewidth=3, marker='o', label='Bond Yield (%)')\n", "\n", "ax1.set_xlabel('Year', fontsize=12)\n", "ax1.set_ylabel('Avg Price Gap (Offer vs Purchase) %', color='skyblue', fontsize=12)\n", "ax2.set_ylabel('Mortgage Bond Yield (%)', color='red', fontsize=12)\n", "\n", "plt.title('Bargaining Psychology: Price Gap vs. Interest Rates Over Time', fontsize=16, fontweight='bold')\n", "\n", "\n", "ax1.set_xticks(range(0, len(yearly_trends), 2))\n", "ax1.set_xticklabels(yearly_trends['year_build'].iloc[::2], rotation=45)\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 706 }, "id": "MoJ4zmeR35Xe", "outputId": "38a55805-a923-4b4d-98e7-57f05c7f3516" }, "execution_count": 27, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 1387, "height": 689 } } } ] }, { "cell_type": "code", "source": [ "#Checking whether property prices change significantly depending on the quarter in which they are sold?\n", "data_modern['just_quarter'] = data_modern['quarter'].str[-2:]\n", "\n", "quarter_counts = data_modern['just_quarter'].value_counts().reindex(['Q1', 'Q2', 'Q3', 'Q4'])\n", "\n", "plt.figure(figsize=(10, 7))\n", "colors = ['#ff9999','#66b3ff','#99ff99','#ffcc99']\n", "\n", "plt.pie(quarter_counts,\n", " labels=quarter_counts.index,\n", " autopct='%1.1f%%',\n", " startangle=90,\n", " colors=colors,\n", " explode=(0.05, 0.05, 0.05, 0.05),\n", " shadow=True)\n", "\n", "plt.title('Market Seasonality: Distribution of Sales by Quarter', fontsize=15, fontweight='bold')\n", "plt.axis('equal')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 600 }, "id": "vG-MUEdx54nB", "outputId": "0e9999a2-9b4e-4d14-afa5-9a07d1f36df6" }, "execution_count": 28, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 794, "height": 583 } } } ] }, { "cell_type": "markdown", "source": [ "**Key Findings and Conclusions:**\n", "1. Property Type: Apartments have the highest price per SQM.\n", "Explanation: Even though a villa might have a higher total price because it is larger, apartments are more expensive \"per meter.\" This is because apartments are usually located in city centers where land is very scarce and expensive.\n", "\n", "2. The Impact of Size-\n", "The size of the property is the strongest predictor of its price.\n", "Insight: As the square meters increase, the price goes up consistently.\n", "\n", "3. Average Market Price-\n", "The average home in this dataset costs approximately 1.2 million DKK.\n", "Explanation: This serves as a benchmark for the market. While there are a few luxury homes that cost much more, most properties stay close to this average.\n", "\n", "4. Historical Value (17th Century)-\n", " Homes built in the 17th century are among the most expensive properties.\n", "On explation is because these homes are rare and historic. They are usually located in the oldest, most central parts of the city. Buyers are willing to pay a premium for \"style,\" history, and a central location.\n", "\n", "5. The Most Expensive Region\n", "The Zealand Region is the most expensive place to buy property.\n", "Why? This region includes Copenhagen, the capital city. Prices are higher here because it is the country's main business hub and the center of activity.\n", "\n", "6. How Interest Rates Affect Prices?\n", "This is a very interesting finding regarding the gap between the asking price and the final sale price:\n", "\n", "* High Interest Rates: Sellers are more realistic. They know it is harder for buyers to get loans, so they set a fair price from the start. As a result, the final price is usually very close to the asking price.\n", "\n", "* Low Interest Rates: Sellers become very optimistic. They often set asking prices that are too high, which leads to more \"haggling.\" Eventually, they are forced to drop the price significantly to close the deal.\n", "\n", "7. Seasonal Trends\n", "There is no \"best season\" to sell in Denmark.\n", "The danish market is very stable throughout the year. The difference in sales between winter and summer is less than 3%, meaning the Danish real estate market stays active all year round." ], "metadata": { "id": "iNUgI8efJgmV" } }, { "cell_type": "markdown", "source": [ "


\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": "TxKHPqppIPZT" } }, { "cell_type": "markdown", "source": [ "* **Regression Goal:**\n", "Our goal is to predict the Purchase Price of residential properties in Denmark based on their physical and economic characteristics.\n", "* **Feature Selection:**\n", "1. sqm : Our strongest numerical predictor.\n", "\n", "2. region: To capture the \"Zealand/Copenhagen\" effect\n", "\n", "3. yield_on_mortgage_credit_bonds%: To account for the macroeconomic impact of interest rates.\n", "\n", "4. year_build: To capture the value of different eras (including the 17th-century premium).\n", "\n", "5. property_type: To distinguish between high-value apartments and other types.\n", "\n" ], "metadata": { "id": "D6c2M8tkKSNn" } }, { "cell_type": "code", "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.compose import ColumnTransformer\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.preprocessing import OneHotEncoder, StandardScaler\n", "from sklearn.impute import SimpleImputer\n", "\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.tree import DecisionTreeRegressor\n", "from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor\n", "\n", "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score" ], "metadata": { "id": "uLxQ5tJQK6xG" }, "execution_count": 29, "outputs": [] }, { "cell_type": "code", "source": [ "target = \"purchase_price\"\n", "\n", "baseline_numeric_features = [\n", " \"sqm\",\n", " \"yield_on_mortgage_credit_bonds%\",\n", " \"year_build\"\n", "]\n", "\n", "baseline_categorical_features = [\n", " \"region\",\n", " \"house_type\"\n", "]\n", "\n", "baseline_features = baseline_numeric_features + baseline_categorical_features\n", "\n", "X_baseline = data[baseline_features]\n", "y = data[target]" ], "metadata": { "id": "euWXtGKHK65d" }, "execution_count": 30, "outputs": [] }, { "cell_type": "code", "source": [ "X_base_train, X_base_test, y_base_train, y_base_test = train_test_split(\n", " X_baseline,\n", " y,\n", " test_size=0.3,\n", " random_state=SEED\n", ")" ], "metadata": { "id": "OeKjBJNqL7C7" }, "execution_count": 31, "outputs": [] }, { "cell_type": "code", "source": [ "baseline_numeric_transformer = Pipeline(steps=[\n", " (\"imputer\", SimpleImputer(strategy=\"median\")),\n", " (\"scaler\", StandardScaler())\n", "])\n", "\n", "baseline_categorical_transformer = Pipeline(steps=[\n", " (\"imputer\", SimpleImputer(strategy=\"most_frequent\")),\n", " (\"onehot\", OneHotEncoder(handle_unknown=\"ignore\"))\n", "])\n", "\n", "baseline_preprocessor = ColumnTransformer(\n", " transformers=[\n", " (\"num\", baseline_numeric_transformer, baseline_numeric_features),\n", " (\"cat\", baseline_categorical_transformer, baseline_categorical_features)\n", " ]\n", ")" ], "metadata": { "id": "D4C1kxYMMAx2" }, "execution_count": 32, "outputs": [] }, { "cell_type": "code", "source": [ "#Model Evaluation\n", "baseline_model = Pipeline(steps=[\n", " (\"preprocessor\", baseline_preprocessor),\n", " (\"regressor\", LinearRegression())\n", "])\n", "\n", "baseline_model.fit(X_base_train, y_base_train)\n", "\n", "baseline_pred = baseline_model.predict(X_base_test)\n", "\n", "baseline_results = {\n", " \"model\": \"Baseline Linear Regression\",\n", " \"MAE\": mean_absolute_error(y_base_test, baseline_pred),\n", " \"RMSE\": np.sqrt(mean_squared_error(y_base_test, baseline_pred)),\n", " \"R2\": r2_score(y_base_test, baseline_pred)\n", "}\n", "\n", "baseline_results" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "BTzPuVbYHv0Q", "outputId": "e0c0c281-3074-43d2-f6ef-18aae683831c" }, "execution_count": 33, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'model': 'Baseline Linear Regression',\n", " 'MAE': 1001503.6880207288,\n", " 'RMSE': np.float64(1535592.414189053),\n", " 'R2': 0.24681524331997262}" ] }, "metadata": {}, "execution_count": 33 } ] }, { "cell_type": "code", "source": [ "#Baseline: Actual vs Predicted Prices\n", "plt.figure(figsize=(8, 6))\n", "sns.scatterplot(x=y_base_test, y=baseline_pred, alpha=0.5)\n", "plt.plot([y_base_test.min(), y_base_test.max()], [y_base_test.min(), y_base_test.max()], 'r--', lw=2)\n", "plt.xlabel('Actual Price')\n", "plt.ylabel('Predicted Price')\n", "plt.title('Baseline: Actual vs Predicted Prices')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "v9G46w95rRlg", "outputId": "110ee95c-a9a8-4490-da10-f84a4f36d7ea" }, "execution_count": 34, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 678, "height": 546 } } } ] }, { "cell_type": "markdown", "source": [ "**Insights:**\n", "1. Underpredicting expensive homes: The model struggles with expensive houses (over 10M DKK) and usually guesses a price that is much lower than the real one.\n", "\n", "2. Outlier problems: The model cannot handle \"special\" luxury homes. For example, it completely missed the price of a 45M DKK property because it doesn't understand unique luxury features.\n", "\n", "3. Missing information: The wide spread of the dots shows the model is missing important data, like how close a house is to the city center or what condition the building is in" ], "metadata": { "id": "I5tOr8MytoGb" } }, { "cell_type": "code", "source": [ "#Baseline Model Feature Importance\n", "cat_features = baseline_model.named_steps['preprocessor']\\\n", " .named_transformers_['cat']\\\n", " .named_steps['onehot']\\\n", " .get_feature_names_out(baseline_categorical_features)\n", "\n", "all_features = list(baseline_numeric_features) + list(cat_features)\n", "\n", "\n", "coeffs = baseline_model.named_steps['regressor'].coef_\n", "feature_importance = pd.DataFrame({'Feature': all_features, 'Coefficient': coeffs})\n", "feature_importance = feature_importance.sort_values(by='Coefficient', ascending=False)\n", "\n", "\n", "plt.figure(figsize=(10, 6))\n", "sns.barplot(x='Coefficient', y='Feature', data=feature_importance)\n", "plt.title('Baseline Model Feature Importance (Coefficients)')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "ypb1RA7drfcr", "outputId": "17866f66-d395-4eaa-a80f-8de05f0264d7" }, "execution_count": 35, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 1065, "height": 546 } } } ] }, { "cell_type": "markdown", "source": [ "**Insights:**\n", "* Top factors: The size of the house (sqm) and being an Apartment are the strongest reasons for a higher price.\n", "\n", "* Market trends: Prices go down when mortgage interest rates rise, and houses in the Zealand region are much more expensive." ], "metadata": { "id": "4Av22yDMu97M" } }, { "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": [ "### New Features\n", "\n", "We recommend reading the resources uploaded to the forum." ], "metadata": { "id": "l-WXLrFkVdYi" } }, { "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.preprocessing import StandardScaler\n", "from sklearn.decomposition import PCA\n", "from sklearn.cluster import KMeans\n", "import matplotlib.pyplot as plt\n", "\n", "baseline_numeric_features = [\n", " \"sqm\",\n", " \"yield_on_mortgage_credit_bonds%\",\n", " \"year_build\"\n", "]\n", "\n", "baseline_categorical_features = [\n", " \"region\",\n", " \"house_type\"\n", "]\n", "\n", "X_cat = pd.get_dummies(data[baseline_categorical_features], drop_first=True)\n", "\n", "X_num = data[baseline_numeric_features]\n", "\n", "X_cluster = pd.concat([X_num, X_cat], axis=1)\n", "\n", "scaler = StandardScaler()\n", "X_scaled = scaler.fit_transform(X_cluster)" ], "metadata": { "id": "935GjHVFVaVz" }, "execution_count": 36, "outputs": [] }, { "cell_type": "code", "source": [ "kmeans = KMeans(n_clusters=5, random_state=SEED)\n", "clusters = kmeans.fit_predict(X_scaled)\n", "\n", "data[\"cluster_id\"] = clusters" ], "metadata": { "id": "Q5YUHuGkMh0c" }, "execution_count": 37, "outputs": [] }, { "cell_type": "code", "source": [ "from sklearn.decomposition import PCA\n", "\n", "# 1. Initialize PCA to reduce data to 2 dimensions\n", "pca = PCA(n_components=2)\n", "\n", "# 2. Fit and transform your scaled data\n", "# This creates the 'X_pca' variable your plotting code is looking for\n", "X_pca = pca.fit_transform(X_scaled)\n", "\n", "# 3. Now your plotting code will work!\n", "plot_df = pd.DataFrame({\n", " 'PC1': X_pca[:, 0],\n", " 'PC2': X_pca[:, 1],\n", " 'cluster': clusters\n", "})" ], "metadata": { "id": "Dfv8BhvWy_DN" }, "execution_count": 38, "outputs": [] }, { "cell_type": "markdown", "source": [ "**Insights:**\n", "* Clear Market Segmentation: The distinct, parallel clusters in the PCA space confirm that the model successfully identified separate property segments based on their shared physical and economic traits.\n", "\n", "* Structural Data Patterns: The diagonal alignment of the points suggests a strong correlation between features, proving that the cluster_id is a meaningful feature that captures the underlying structure of the Danish housing market." ], "metadata": { "id": "_TbrILz-0cTM" } }, { "cell_type": "markdown", "source": [ "Feature Engineering" ], "metadata": { "id": "ql6L_7r5NXrx" } }, { "cell_type": "code", "source": [ "#Feature Engineering\n", "df_fe = data.copy()\n", "\n", "df_fe[\"date\"] = pd.to_datetime(df_fe[\"date\"], errors=\"coerce\")\n", "\n", "df_fe[\"sale_year\"] = df_fe[\"date\"].dt.year\n", "df_fe[\"sale_month\"] = df_fe[\"date\"].dt.month\n", "\n", "df_fe[\"property_age\"] = df_fe[\"sale_year\"] - df_fe[\"year_build\"]\n", "df_fe.loc[df_fe[\"property_age\"] < 0, \"property_age\"] = np.nan\n", "\n", "df_fe[\"sqm_per_room\"] = df_fe[\"sqm\"] / df_fe[\"no_rooms\"]\n", "\n", "df_fe[\"real_interest_rate\"] = (\n", " df_fe[\"nom_interest_rate%\"] - df_fe[\"dk_ann_infl_rate%\"]\n", ")\n", "\n", "cluster_numeric_features = [\n", " \"sqm\",\n", " \"yield_on_mortgage_credit_bonds%\",\n", " \"year_build\"\n", "]\n", "\n", "cluster_categorical_features = [\n", " \"region\",\n", " \"house_type\"\n", "]\n", "\n", "X_cluster_num = df_fe[cluster_numeric_features]\n", "X_cluster_cat = pd.get_dummies(\n", " df_fe[cluster_categorical_features],\n", " drop_first=True\n", ")\n", "\n", "X_cluster = pd.concat(\n", " [X_cluster_num, X_cluster_cat],\n", " axis=1\n", ")\n", "\n", "X_cluster = X_cluster.fillna(\n", " X_cluster.median(numeric_only=True)\n", ")\n", "\n", "cluster_scaler = StandardScaler()\n", "X_cluster_scaled = cluster_scaler.fit_transform(X_cluster)\n", "\n", "kmeans = KMeans(\n", " n_clusters=5,\n", " random_state=42\n", ")\n", "\n", "df_fe[\"cluster_id\"] = kmeans.fit_predict(X_cluster_scaled)\n", "\n", "cluster_distances = kmeans.transform(X_cluster_scaled)\n", "\n", "df_fe[\"cluster_distance\"] = cluster_distances.min(axis=1)" ], "metadata": { "id": "ubzkygQ5NW25" }, "execution_count": 39, "outputs": [] }, { "cell_type": "markdown", "source": [ "**Feature Engineering Analysis:**\n", "1. Time-based Features: I calculated the Property Age at the time of sale and extracted the Sale Year/Month to capture market trends and seasonality.\n", "\n", "2. Economic Context: I calculated the Real Interest Rate (Nominal rate minus Inflation) to reflect the true cost of borrowing, which is a major driver of house prices.\n", "\n", "3. Market Segmentation : I used the K-Means algorithm to group properties into 5 distinct clusters based on their characteristics (size, location, and type). I also calculated the Distance to Cluster Center to identify how \"typical\" or \"unique\" a property is within its group.\n", "\n", "**Why I did it:**\n", "\n", "1. Adding Expert Knowledge: Features like \"Property Age\" and \"Real Interest Rate\" provide the model with logical, real-world information that is more predictive than raw dates.\n", "\n", "2. Capture Non-Linear Patterns: Clustering helps the model recognize different market segments (e.g., luxury villas vs. small apartments), allowing it to make more specialized and accurate predictions.\n", "\n", "3. Reducing Noise: By grouping similar properties together, we help the model ignore small random variations and focus on the major factors that actually determine price." ], "metadata": { "id": "HhV8Aue1I0Z3" } }, { "cell_type": "code", "source": [ "#Checking the averages of each cluster to understand what it represents\n", "cluster_analysis = df_fe.groupby(\"cluster_id\")[cluster_numeric_features].mean()\n", "print(cluster_analysis)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "BRYsjsO6ws3j", "outputId": "90a044b9-686c-45ab-abc5-cd23c288749e" }, "execution_count": 40, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " sqm yield_on_mortgage_credit_bonds% year_build\n", "cluster_id \n", "0 82.840272 3.773407 1977.831209\n", "1 125.516680 4.029989 1953.84161\n", "2 136.471768 4.182971 1957.43112\n", "3 198.970039 4.651252 1913.509542\n", "4 127.586068 4.188137 1946.848129\n" ] } ] }, { "cell_type": "code", "source": [ "#Checking whether the clusters really differ in price\n", "df_fe.groupby(\"cluster_id\")[\"purchase_price\"].mean().plot(kind='bar')\n", "plt.title(\"Average Purchase Price per Cluster\")\n", "plt.ylabel(\"Price (DKK)\")\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 0 }, "id": "4OvxLYbMxhgI", "outputId": "9b16810a-2fd6-4842-a67b-f6dbf6b2455e" }, "execution_count": 41, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "image/png": { "width": 567, "height": 449 } } } ] }, { "cell_type": "markdown", "source": [ "**Insights:**\n", "1. The clustering algorithm successfully identified distinct market segments, with Cluster 3 representing high-value properties and Cluster 0 representing entry-level homes.\n", "\n", "2. The clear variance in average prices across clusters confirms that cluster_id is a strong feature that will likely improve the model's accuracy.\n", "\n", "3. Even without using price during the clustering process, the model grouped properties in a way that aligns perfectly with their market value" ], "metadata": { "id": "BWWP54dox9_x" } }, { "cell_type": "code", "source": [ "fe_numeric_features = [\n", " \"sqm\",\n", " \"no_rooms\",\n", " \"year_build\",\n", " \"nom_interest_rate%\",\n", " \"dk_ann_infl_rate%\",\n", " \"yield_on_mortgage_credit_bonds%\",\n", " \"sale_year\",\n", " \"sale_month\",\n", " \"property_age\",\n", " \"sqm_per_room\",\n", " \"real_interest_rate\",\n", " \"cluster_distance\"\n", "]\n", "\n", "fe_categorical_features = [\n", " \"region\",\n", " \"house_type\",\n", " \"cluster_id\"\n", "]" ], "metadata": { "id": "xWbWOgDbNN_c" }, "execution_count": 42, "outputs": [] }, { "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": "code", "source": [ "fe_features = fe_numeric_features + fe_categorical_features\n", "\n", "X_fe = df_fe[fe_features]\n", "y_fe = df_fe[target]" ], "metadata": { "id": "59VDTUuWXETD" }, "execution_count": 43, "outputs": [] }, { "cell_type": "code", "source": [ "X_fe_train, X_fe_test, y_fe_train, y_fe_test = train_test_split(\n", " X_fe,\n", " y_fe,\n", " test_size=0.3,\n", " random_state=SEED\n", ")" ], "metadata": { "id": "Bn4p488UJT30" }, "execution_count": 44, "outputs": [] }, { "cell_type": "code", "source": [ "fe_numeric_transformer = Pipeline(steps=[\n", " (\"imputer\", SimpleImputer(strategy=\"median\"))\n", "])\n", "\n", "fe_categorical_transformer = Pipeline(steps=[\n", " (\"imputer\", SimpleImputer(strategy=\"most_frequent\")),\n", " (\"onehot\", OneHotEncoder(handle_unknown=\"ignore\"))\n", "])\n", "\n", "fe_preprocessor = ColumnTransformer(\n", " transformers=[\n", " (\"num\", fe_numeric_transformer, fe_numeric_features),\n", " (\"cat\", fe_categorical_transformer, fe_categorical_features)\n", " ]\n", ")" ], "metadata": { "id": "ylcdvoisJfwf" }, "execution_count": 45, "outputs": [] }, { "cell_type": "markdown", "source": [ "decision tree" ], "metadata": { "id": "jwzwP9qqXbP9" } }, { "cell_type": "code", "source": [ "#decision tree\n", "decision_tree_model = Pipeline(steps=[\n", " (\"preprocessor\", fe_preprocessor),\n", " (\"regressor\", DecisionTreeRegressor(\n", " max_depth=12,\n", " min_samples_leaf=20,\n", " random_state=SEED\n", " ))\n", "])\n", "\n", "decision_tree_model.fit(X_fe_train, y_fe_train)\n", "\n", "decision_tree_pred = decision_tree_model.predict(X_fe_test)\n", "\n", "decision_tree_results = {\n", " \"model\": \"Decision Tree\",\n", " \"MAE\": mean_absolute_error(y_fe_test, decision_tree_pred),\n", " \"RMSE\": np.sqrt(mean_squared_error(y_fe_test, decision_tree_pred)),\n", " \"R2\": r2_score(y_fe_test, decision_tree_pred)\n", "}" ], "metadata": { "id": "eLomwhyRXbUY" }, "execution_count": 46, "outputs": [] }, { "cell_type": "markdown", "source": [ "gradient boosting" ], "metadata": { "id": "88mNfXNEKsp0" } }, { "cell_type": "code", "source": [ "#gradient boosting\n", "gradient_boosting_model = Pipeline(steps=[\n", " (\"preprocessor\", fe_preprocessor),\n", " (\"regressor\", GradientBoostingRegressor(\n", " random_state=SEED\n", " ))\n", "])\n", "\n", "gradient_boosting_model.fit(X_fe_train, y_fe_train)\n", "\n", "gradient_boosting_pred = gradient_boosting_model.predict(X_fe_test)\n", "\n", "gradient_boosting_results = {\n", " \"model\": \"Gradient Boosting\",\n", " \"MAE\": mean_absolute_error(y_fe_test, gradient_boosting_pred),\n", " \"RMSE\": np.sqrt(mean_squared_error(y_fe_test, gradient_boosting_pred)),\n", " \"R2\": r2_score(y_fe_test, gradient_boosting_pred)\n", "}" ], "metadata": { "id": "VZSf7J4VKtKH" }, "execution_count": 47, "outputs": [] }, { "cell_type": "code", "source": [ "#results\n", "results_df = pd.DataFrame([\n", " baseline_results,\n", " decision_tree_results,\n", " gradient_boosting_results\n", "]).sort_values(\"MAE\")\n", "\n", "results_df" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 144 }, "id": "HSqyuGqOLFFl", "outputId": "bcd739d1-d497-4b6a-d8a3-c52d129d1090" }, "execution_count": 48, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " model MAE RMSE R2\n", "2 Gradient Boosting 8.655158e+05 1.389433e+06 0.383369\n", "1 Decision Tree 8.746477e+05 1.441747e+06 0.336062\n", "0 Baseline Linear Regression 1.001504e+06 1.535592e+06 0.246815" ], "text/html": [ "\n", "
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h+PHj081fsGCBbX6XLl0cZtB/8sknqT5X9JwBAEgruz1n/PHHH7blnn/++VTzIiMjjUKFCtnmOTvnWp+yc3NzM/bv359qXkREhK1nqWLFijl8ms3q5MmT6d5z9SRs2bJlDUlG165dXW6jo/aAq3N8TrRVDMNIde5u166dcePGjXRlRo8ebSszb948l9uRFdY6M+o5Q5JRqlQp48SJE07raty4sSHJqFu3rsPtNAzDWLJkia0d+c033+RKHQCAFPbn/QEDBqS6xt+1a5exZs0a46OPPjJKlChhSDIKFSrk9An8mJgYIyIiwum6kpOTjT59+hiSDF9fX+PSpUup5h85csQWi7OeMaz1pL2HYhg5c47IqZ4zJBk//fRTujJxcXFG7dq1DUlGYGCgwzbRM888Y+tp4OjRow7j2L59u63XgbffftthmYzcip4zrJ+ZtPdzDMMwDh06ZPj4+BiSjA4dOqSbHx8fb+tx47HHHnN6P/Cbb76xrWv58uXp5h88eNDltvz++++2z8R3333nsIz9cW3durXT+1yZlZmeM65cuWJrR7q7uzs8Rta2s7+/v7F161aH9di3NZ955pl08zt16mSLZf78+enmX7t2zWjYsGGG90kzu49y4rogu233KVOm2GJ0dS1x/fp14/r160630dHf/6RJkzK8v23fo8jQoUPTzbe/rvD09HT4txUVFWUUL17ckGTUqVPH6TYAQG4iOQMAboEJEybYGocTJ050Wi4pKSnVhXzaV3x8fKry9skZ/v7+xpUrV246VvsvqC9cuJBq3pkzZwx3d3dDktG+fXundWzevPmmkjOef/55Q5JRv359l8kmFy9etHVxnfamgP2Fbr169ZzWs3TpUlu5X3/9Nd383EzOcPUqVaqUMXHiRKcXY/b7uH///k7Xt27dOlu5V155JdW8X375xTZv7NixTuuwT2r4+OOPU82rUqWKIcl4/fXXs7AXTLmVnPHXX385LJOcnGy7MO/cuXO6+Y899pghyciXL5/DRB1rHQ8++GCGNwEAAPeu7CZn2A+blfY89f777xuSjNKlS7u8mZ2QkGCULl3a4RcNb731lq3+BQsWZGmbDMP1ly3WpFpX7VxnXJ3jc6KtYhgpN4J9fHyMc+fOOazjypUrti6as9Oucca67swkZ/z4449O61mzZo2t3K5du1yus3v37oYko3HjxjleBwAgtcwO2+nm5mb079//pobRMAzzi0XrfZk5c+akmrd+/foMr4udyalzRE4lZ3Tp0sXp+r/66iun23ns2DHb/gkNDXW5HUOHDrXdf8mOW5Wc8dlnnzmt56mnnjIkGQEBAenm/fjjj7b2j7N7HFbW5AFHyQeZYU1QcHav0P7vIKv7yhFXyRmnT582Fi5caNSqVctW5o033khXx9WrV21JDq6SmQzDML744gvbF/72w+mcPn3a9nlzleiwc+fODO+TZnYf5cR1QXbb7h988IEhyShcuHCWlrNy9fdfo0YNQ5JRtGhRp/e3ExISjOrVq9tiSLv99tcV//73v53G8eabbxqSOeRM2iQ3ALgV3AQAyHVXr161Tbsa0uTKlSsKCgpy+jp9+rTTZUNCQlSwYMEsxXXt2jUdP35ce/bsUXh4uMLDw1N1SfnXX3+lKr9q1SolJSVJkvr27eu03oYNG6pWrVpZisVeaGioJOnJJ5902f21v7+/goKCJMnW7Z0jzzzzjNN66tWrZ5s+evRodsLNFREREfr2229t3Z6m9ccff9imX3jhBaf1NGnSRDVq1Ei3jP3vFotFzz//vNM6unXrZuviM20dJUuWlGQeswsXLjit41YJCgpSnTp1HM6zWCyqW7eupPTHOjExUatXr5YkPfbYYw6HPLHW0bNnzxyMGAAAk323vPZtR0lauHChJLPbYW9vb6d1eHh4qFGjRpLSt42sbYqKFSuqQ4cOORKzlbU98Msvv+j69es5Vm9OtFXsPfLIIypWrJjDeQULFlSVKlUk5U2b0MvLS926dXM63/oZqFatmq3960zz5s0lSWFhYUpMTMzROgAA2ZOcnKxZs2bpyy+/1I0bNzK1TEJCgk6dOqV9+/bZ7tlEREQoMDBQUvp7NtbzsSRNmzYtS/HdbueIZ5991uk8V/dxFi1apKSkJOXPn1+PP/64y3VYtyMiIkInT568iWhzj8Vi0TPPPON0vnVfREdH69KlS6nmWY9pcHCw03scVtZ94eremlVkZKQOHTpk+0yGh4fb6k/7mUyrSZMmDocXuRl9+/aVxWKxvUqXLq0OHTpoz549Kly4sMaMGaNx48alW2716tW2IXi7du3qch3W/ZOQkKBt27bZ3re/T+rqXtH999+v+++/P1Pbk9E+yonrguy23a3LXbx4Ub/++muml8tIRESEbQia7t27O72/7eHhYbsfffHiRW3fvt1pnZn5H2IYho4dO5bdsAEg20jOAIBbwL5Ree3atVxZh7MvpNOyjsldrVo1FSxYUBUqVFDt2rVtCSBPPPFEqrL2du/ebZtu0KCBy/U0bNgwC9GnOHHihCIjIyVJb731VqoLLEevrVu3SpLOnj3rtM7q1as7nRcQEGCbTvtFSG47duyYDLMXKxmGoeTkZEVFRWnJkiUKDg5WeHi4unXrpokTJ6ZbNjw8XJJ5I/+BBx5wuR7ruJaHDh1SfHx8ujoqVKjg8kLdy8vLltRgXcaqd+/eksyxaStXrqznn39eM2fO1KlTpzLY+tzh6lhLKcc77bE+cuSIYmNjJaW+0eNI/fr1byJCAAAcsz83+fn52aaTkpJsY0x//fXXGbaN5syZIyl12yghIcF2Dm/atKnL5NfssLYHNmzYoAoVKmjQoEGaP3++rU2XXTnRVrGX3XbCrVClShWXY7Rb27wHDhzI8DMwaNAgSeZxj46OztE6AADOvffee6mu8Q3D0PXr17Vr1y793//9n2JiYjRhwgS1adPG6ReiCQkJmjx5sh5++GEVKFBAZcuWVc2aNVM9uHP+/HlJ6e/ZVKhQQc2aNZMkffrpp6pVq5aGDx+ulStXZvgF7O12jsjufRzrdly/fl0eHh4ut6N9+/a25VzdU8pLRYoUsSXjOJKZfbFs2bIMj+knn3wiyfl+WL9+vXr06KHAwEAVK1ZMVatWTfWZ/PbbbyWl/0ymldl7lzmlWbNmevnllx3Os+4fyUw6cLV/ateubStrv4/s2505dS/J1T7KiesCKftt9w4dOsjf31+S1LlzZ7Vq1Uqffvqptm3bZktSyQ77/Wi9h+mM/fzstvvz8l4wAEgkZwDALWF/IeWqoevv75/uQt7aYM5I4cKFMyyzbds2Va9eXR9++KEOHjwowzBclrd+WW1lf9Ht7KlDq+LFi2cYjyPWmwxZ5epGQ/78+Z3Oc3NLORXezIVETrBYLAoICNBjjz2mFStWqFmzZjIMQ0OGDNH+/ftTlbUei4CAAHl4eList0SJEpLMjPCLFy+mqyOjY2lfR9obL88//7zefvtteXh46PLly5o6daqeeeYZlS1bVpUrV9aQIUNu6dOnro61lHK80x5r+/2S0RMlGc0HACA77G9m298wjI6OztZTqfZto+joaFu7z/6p2pwybNgwPf/887JYLDp//rwmT56sLl26qFixYqpdu7bee+89nTt3Lsv15kRbxV522wm3QkZt+ZxoI+dGOxsA4Fq+fPkUFBSkjz/+WF988YUkad26dRozZky6stHR0WrUqJEGDRqkzZs3p3q4wpG092wkaebMmban5ffu3atRo0apdevW8vf3V/PmzfXVV18pLi4u3XK32zkiu/dxbrftuFmZbbtIObMvHH2mRowYoaZNm2r27NkZJuM4Wt5eZu5dZtXo0aO1e/du7d69W1u3btXcuXPVqVMnSWYvE23bts21z3xu3EtytY9y4rpAyn7bPTAwUAsXLlTp0qVlGIZWrVqlf//736pfv74CAgLUpUsXpz0Au5KV+83WNn/a5dK6U+4FA7g3uf42BwCQI+y7rtuxY0eurMPd3d3l/Pj4eHXv3l1RUVHy9PTU4MGD1bFjR1WtWlWFCxe2dYV39OhRVapUSZJcJm/k9BOXVvaN4uHDh7vs3tmeq+Fi7kTu7u7697//rbVr1yopKUk//vijw5s3OXEcbraODz74QC+99JJ+/vlnrVixQps2bdL169d15MgRjR8/Xp9//rk+++wz9e/f/6ZjBQDgbmXfRqxWrZpt2r5t9OKLL+q1117LVH1eXl45F1wGPD09NWXKFA0ZMkQzZ87UypUrtXXrVsXHx2vPnj3as2ePxo8fr+nTp6tjx45Zrj+32p23k4za8tbPwf3336/p06dnut7SpUvnaB0AgOx74YUX9Oabbyo6Olrff/+9Ro8enWr+a6+9ZhsyoVOnTnr++edVp04dFStWTD4+Prbz4X333ae///7b4T2b0qVLa8OGDVqxYoXmzZun1atXa+/evUpISNDatWu1du1affLJJ1q8eLGqVq1qW+5uOUdYt6NIkSJatWpVpperUKFCboWUZ6z74vHHH9fHH3+crTpWrFihkSNHSjKHxnvjjTfUtGlT3XffffL19bU9LDR8+HCNGjUqw/oyau9kR+nSpVP1bFGvXj116dJFI0eO1IgRI7Rt2zb95z//SdcrrX0be/v27amGeXalTJkyORO4E672UU5dF9xM271Zs2Y6fPiw5s6dq8WLF2vNmjU6deqUrly5ovnz52v+/Pl69NFHNW/evAyTixy5F9r9AEByBgDcArVr11ZgYKCioqK0du1aXb9+PVsN1JuxcuVKWw8GX3zxhV588UWH5VxlHdtnb587d05ly5Z1WjY7T0dKqXsZ8fT0THWBda+x74LPfkgZKeWJ2qioKCUmJrrsPcPafaHFYkl1DK11ZOZYWeuwf5LXXrly5fT222/r7bffVkJCgsLCwjR79mx9/fXXiouL0yuvvKKHHnrI1uX47cZ+v2TUjePNdtEOAIAjv//+u226adOmtmn7c69hGNlqGwUEBMjNzU3Jyck6c+bMzQXqQs2aNTVq1CiNGjVKcXFxWrdunWbMmKEff/xRMTExevrpp3XkyJFM996Rk22VO521jRwTE5Pt9nFO1AEAyD43NzdVqVJFmzdv1pkzZxQVFWX733zlyhX98ssvkqRnn33WZYKE/dP6zrRu3VqtW7eWZN43+OOPP/TNN99o5cqVOnLkiHr06JEqMfRuOUdYt+Pq1auqUaNGriQD3CkCAwMVERGh+Pj4bB9T63AlhQsX1qZNm5z2/nA7DoE2bNgwLVq0SGFhYfriiy80cODAVAlJ9vcfixYtmq2ki7T3klwlK+XEvaScuC6wl922u4+Pj5599lk9++yzksxhmxctWqTPP/9cBw8e1LJly/TOO+/o008/zfJ2ZdTutx+i5W5t9wO4+zGsCQDcAhaLRc8995wk84L7hx9+uOUx7Nmzxzbdo0cPp+Xsx1xMKygoyDYdFhbmcn0ZzXemYsWKKlSokCRzTMu8lpcZ2/ZdFabtttB6ARYfH28bb9KZLVu2SDLHMrfPlrfWcezYMZcXiQkJCbabNpm58PP09FTjxo01YcIEzZgxQ5J50Wgd69LqdsqGr1Spkm2cd+uTSs64+hsBACA7wsPDtWLFCklS2bJlU41J7eXlpVq1aknKftvIPuF17dq1GQ5tlxN8fHzUpk0bff/99xo3bpwks6vrrHR1nFttlTuRNcH16NGjTseDvxV1AABujrPr/EOHDikhIUGS63s2+/fvV0xMTJbWGRgYqB49emjFihXq0KGDJGnnzp06dOiQrczdco6wbseNGzfu+Wt3676w9oiQHdZ7iS1btnQ5LMftuK/d3Nz04YcfSjL/1oYPH55qvv3DQ9ltY1vb6NKtuZeUE9cFztxM271ChQoaNGiQwsLCbEkus2fPzvS67dvvmzdvdlnWeo8z7XIAcCchOQMAbpF///vfti9/33rrLR07duyWrt/+ov/atWsOyyQnJ9uy4h1p2bKl7akDVwkmYWFhCg8Pz1ac7u7uateunSRp+fLl2rdvX7bqySnWYyaZF/e3kv2FW9peStq0aWOb/v77753WsXHjRu3duzfdMva/G4ahqVOnOq1jzpw5unz5ssM6MmJ9UkeSLly4kGpeXu7btDw8PNS8eXNJ0tKlS51+AWQYhn766adbGRoA4C4XGxurXr162RIm3njjjXQ9Ylm/SNm/f7+WLVuWrfWEhIRIMhMdfv3115uIOOtctQdcuRVtlTuF9TNgGEa6brlvZR0AgOy7fv267fo8X758KlKkiG1eZu7ZSNJXX311UzE4OyffLeeIkJAQ24MgEyZMyNtg8pj1mF6+fNllO8oV6+fS1Wdyx44dGX6hnldat26tRo0aSZL+97//6cCBA7Z5bdq0sfVq/Nlnn2UreblFixZyczO/YnN1r+ivv/7SX3/9leX6HcmJ64KMZLft7ufnpwYNGmR5uVKlSqlGjRqSzKQOZwloSUlJmjZtmiSz15IHH3ww0+sAgNsJyRkAcIvcd999+uyzzySZF0ZNmzbVunXrXC5jGIYuXbqUI+uvUqWKbdrakE3rrbfe0vbt253WUbJkSdtYgwsXLnSYBR0TE6OXX375pmJ966235O7uruTkZHXt2lWnTp1yWjYpKUk///yzyzI3w77rviNHjuTKOhy5ePGiLcNfkp544olU8xs2bGh7qvbbb7+1PW1r7/Lly7Zj4ebmpgEDBqSa36lTJ5UqVUqS9MEHH6QbOkWS/v77b73xxhuSpPz586tv376p5k+fPj1drx72li9fbptOO4ZrXu1bZ6z7KjY2Vv3791dycnK6MuPHj3f5NwIAQFbs3btXTZs2tfX6EBwcnO58LZlj0BcoUECS1Ldv31Q9ojmyaNEi7dq1K9V7gwYNkq+vryTznOcqkTYr7aro6GiFhoa6vKHtqj3gSk60Ve4Wbdu2VcOGDSVJ48aNy/BpxN27dys0NDTH6wAAZN+IESMUGxsrSXr00UdTDblRuXJlW1LBDz/84PC8GhoaqkmTJjmtf+fOnS571jQMQ3/88YcksyfL8uXL2+bdLeeIatWqqVu3bpKkWbNmafz48S7LHzt2TDNnzrwVod1yvXv3tj3o88Ybb2jNmjUuy69bt06rV69O9Z71XuK6det0+PDhdMtERkaqZ8+eORRx7njnnXckmQ+kjRkzxva+v7+/Bg0aJEnasGGDXn/9dYf3gazOnTun7777LtV7ZcqUsd2vmzNnjhYsWJBuudjYWL300ks3uxk2N3tdcDNt92XLlrkcIvHy5cu2ni2y0uaXpIEDB0oyP1OvvvqqwzIjR460Jbj169dP3t7eWVoHANwunA9QDwDIcf369dPp06c1cuRIRUREqFmzZmrVqpVCQkIUFBSkgIAAJSUl6ezZs9q+fbtmz55ta2S7u7unGpIiqx599FEVK1ZM58+f17vvvqvjx4+rc+fOKlKkiA4fPmz7gr9JkyYuu8b773//q99//11Xr17VM888o9WrV6tr167y8/PTrl27NHbsWB08eFD169fPdpd9QUFB+uSTT/T6669r7969ql27tl566SW1atVKxYsXV1xcnI4fP66NGzdqzpw5OnPmjHbv3p2t8SEz0rhxY9v066+/rnfeeUclS5a03TQpX758uqdbM+vgwYOpssGtyTibN2/W559/rpMnT0qSmjVrZsuMt/ftt9/qoYceUnx8vNq1a6fBgwcrJCREvr6+2rFjh8aOHaujR49KMi/E03b35+XlpW+++UYhISG6cuWKmjRpov/7v/9T69at5e7urg0bNmjs2LE6f/68JOmTTz5J9WSPJPXs2VNvvPGGunTposaNG9uGBzl37px+//13ffnll5KkAgUK2MaitKpbt658fHwUFxenYcOGydPTU+XKlbM9dVC6dGnly5cvW/s2O7p06aK2bdtq+fLlmjdvnpo3b65XX31VlStXVmRkpKZPn67p06erYcOGtovN22loFgDA7ef8+fOpkiCuXbumixcvateuXVqxYoV+//13243Rhx9+WHPmzJGnp2e6eooXL64ffvhBXbt21ZkzZ1S/fn316dNHjz/+uMqUKaOEhASdOnVKW7Zs0Zw5c3T06FGFhoaqTp06tjpKlCihL7/8Ur169dL58+fVsGFD9evXT48//rhKlCihmJgYhYeHa+HChTpw4ECmEyevXLmiDh06qHz58urSpYseeughlStXTh4eHjpz5oxCQ0NtN7JLly6t9u3bZ3r/5URb5W4yY8YMNWzYUNHR0erRo4emT5+uHj16qEqVKnJ3d9f58+e1Y8cOhYaGatOmTRoyZIitx5ScrAMA4Fja874kxcXF6dChQ/rxxx+1dOlSSWYvku+//36qcoGBgWrXrp0WLVqkpUuXqm3bthowYIDKlSun8+fPa+7cuZo2bZoqVqyoS5cuOeztcefOnerbt68aNGigkJAQPfjggypRooQSEhJ07NgxTZ06Vb///rsk8+l7+wcmpLvnHPHll19q69atOnr0qIYMGaJff/1VvXr1Uq1ateTt7a2oqCj99ddfWrp0qVauXKnOnTvr6aefvql1zpkzJ8M2iJeXl5555pmbWk9WeHt7a/bs2WrRooViYmLUqlUrPfXUU+rUqZMqVKig5ORknTlzRtu2bdP8+fO1e/duff755woODrbV0atXL4WGhuratWsKDg7Wm2++qXr16kkyExrGjx+vs2fPqlGjRtq4ceMt27aseOKJJ/TAAw9o586dmjFjhkaMGGFLHHj//fe1evVqbd68WRMnTtSff/6pfv366YEHHpCvr68uXryoPXv26I8//tCSJUsUFBSkF198MVX948eP14oVK3T9+nV169ZNAwYMUOfOneXn56fw8HB9/PHH2rt3rxo0aJDtIaDt3ex1wc203WfOnKmQkBA98sgjatu2rWrXrq2AgABdvXpV4eHhmjRpkk6fPi1J6t+/f5a2q3///vr555+1ceNGTZ06VSdOnNArr7yiChUq6MyZM/r+++81b948SebQxMOGDbvpfQkAecYAANxy8+bNMypWrGhIyvBlsViMxx57zNi9e3e6eo4dO2YrN3Xq1AzXu3TpUsPHx8fpulq0aGGEh4dnWOeqVauMggULOq1n+PDhxnvvvWf73ZFy5coZkozevXs7jfebb74x8ufPn+E+8vLyMg4dOpQuRuv8VatWudwv1nLvvfeew/ndu3d3uu5jx465rDut3r17Z+q4W18tW7Y0oqKinNa3bNkyw8/Pz2UdAwcONJKSkpzWMW3aNMPb29vp8u7u7saYMWMcLpuZbShUqJCxZMkSh8sPHTrU6XL2xy0nPk+GkbL/y5Ur53D+xYsXjYYNGzqNqW7dusbWrVttv8+aNcvl+gAA9x77NkhmXkWLFjU++OADIyEhIcO6Fy5caAQEBGRYp5ubm7Fy5UqHdUybNs3Ily+fy+UdnSeDg4MNSUZwcHCq9+3bo65eJUuWNLZu3Zqu3ozO8daYs9tWMYyM23oZbePNsK7bWZ1ZXeeBAweM2rVrZ2qfjxw5MtfqAACYsnPeX7ZsmcO6Tp48adx3331Ol73vvvuMPXv2OL3+nTp1aqZiaNy4sXHhwgWHMdzsOSKj85qrc7J9/K7utWTmXtiZM2eMZs2aZWo7+vbt63RdrmT1/k6hQoVsy2Z0zyqjexdWmdlnGzduNMqWLZupGH/44Yd0y/ft29dlG2zChAkZtucy2xbLLPvtzsz90NmzZ9vKv/TSS6nmXblyxejSpUum9k/Lli0d1r98+XLD19fX6XLvvfeeMWzYMEOS4ePj47COrO6j7F4X3EzbPbOf+f79+zu8D5nRNkZFRRlNmjRxWXeNGjWM48ePO1w+M9cVhpG1e8YAkBvoOQMA8kDnzp0VEhKi+fPna9myZdq4caPOnz+vS5cuKX/+/AoMDFRQUJAaNWqkHj16ZLkrOGceffRRbd26VWPHjtXKlSsVGRkpf39/1axZU88++6xeeOEFW28NrrRo0UJ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}, "metadata": { "image/png": { "width": 1075, "height": 548 } } } ] }, { "cell_type": "markdown", "source": [ "**Discussion of Improvement and Reasons:**\n", "* The transition from the Baseline Linear Regression to advanced model like Gradient Boosting led to a significant improvement in our results. Our R^2 score jumped from 0.24 to over 0.38, which is a 58% increase in predictive power.\n", "* There are three main reasons for this success:\n", "1. Handling Complexity: Linear Regression is too simple, it tries to fit everything into a straight line. The Gradient Boosting model can understand complex \"if-then\" relationships, like how a large house is only expensive if it is also in a good location.\n", "2. Feature Engineering Impact: The new features we created—especially the Clusters and Property Age—were very important. The model used these \"market segments\" to better understand different types of Danish homes.\n", "3. Outlier Resilience: Tree-based models are better at handling very expensive or very cheap homes without letting them \"ruin\" the rest of the predictions. This is why our MAE dropped significantly.\n", "\n", "**Declaring the Winner :**\n", "* The winner of this project is the **Gradient Boosting Regressor**.\n", " It achieved the highest R^2 score (0.383), meaning it explains the highest percentage of the price differences in our data.\n", "\n", " **Final Conclusion:**:\n", " * We successfully built a tool that is much more accurate than our starting baseline ." ], "metadata": { "id": "_4i_bKZx3Z0x" } }, { "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": [], "metadata": { "id": "gu7oy4CQnf-L" } }, { "cell_type": "code", "source": [ "import pickle\n", "\n", "# Save the full pipeline (preprocessor + model)\n", "with open(\"gradient_boosting_model.pkl\", \"wb\") as f:\n", " pickle.dump(gradient_boosting_model, f)\n", "\n", "from google.colab import files\n", "files.download(\"gradient_boosting_model.pkl\")\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 17 }, "id": "Oo8lDXsaCDtd", "outputId": "bffaebce-214a-4af0-e79c-286a7aa9429d" }, "execution_count": 77, "outputs": [ { "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_17822578-ecd8-45d8-8a05-d6b16a2cf025\", \"gradient_boosting_model.pkl\", 146847)" ] }, "metadata": {} } ] }, { "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": [ "#Regression-to-Classification\n", "from sklearn.preprocessing import LabelEncoder\n", "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n", "\n", "price_quantiles = y_fe_train.quantile([0.33, 0.66])\n", "\n", "low_threshold = price_quantiles.loc[0.33]\n", "high_threshold = price_quantiles.loc[0.66]\n", "\n", "def price_to_class(y):\n", " return pd.cut(\n", " y,\n", " bins=[-np.inf, low_threshold, high_threshold, np.inf],\n", " labels=[0, 1, 2]\n", " ).astype(int)\n", "\n", "y_fe_train_class = price_to_class(y_fe_train)\n", "y_fe_test_class = price_to_class(y_fe_test)" ], "metadata": { "id": "IqC0YSXxqL3E" }, "execution_count": 63, "outputs": [] }, { "cell_type": "markdown", "source": [ "**explanation:**\n", "I chose quantile-based binning into three classes to create a balanced classification problem while preserving meaningful differences between low, medium, and high-priced properties. This approach avoids class imbalance and provides more informative segmentation than a simple binary split." ], "metadata": { "id": "bsQE6qepQu5E" } }, { "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": [ "#Check Class Balance\n", "print(\"Class thresholds:\")\n", "print(f\"Class 0 - Low price: price < {low_threshold:,.0f}\")\n", "print(f\"Class 1 - Mid price: {low_threshold:,.0f} <= price < {high_threshold:,.0f}\")\n", "print(f\"Class 2 - High price: price >= {high_threshold:,.0f}\")\n", "\n", "print(\"\\nTrain class distribution:\")\n", "print(y_fe_train_class.value_counts(normalize=True).sort_index())\n", "\n", "print(\"\\nTest class distribution:\")\n", "print(y_fe_test_class.value_counts(normalize=True).sort_index())" ], "metadata": { "id": "SQ1WoHIRqNj8", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "f8445c17-7082-4171-f867-c7d4f851ada0" }, "execution_count": 64, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Class thresholds:\n", "Class 0 - Low price: price < 975,000\n", "Class 1 - Mid price: 975,000 <= price < 1,965,226\n", "Class 2 - High price: price >= 1,965,226\n", "\n", "Train class distribution:\n", "purchase_price\n", "0 0.33117\n", "1 0.32883\n", "2 0.34000\n", "Name: proportion, dtype: float64\n", "\n", "Test class distribution:\n", "purchase_price\n", "0 0.327795\n", "1 0.323708\n", "2 0.348498\n", "Name: proportion, dtype: float64\n" ] } ] }, { "cell_type": "markdown", "source": [ "**explanation:**\n", "The resulting class distribution is nearly perfectly balanced, with each category (Low, Mid, and High price) representing approximately 33-34% of the dataset in both the training and testing sets. This balanced distribution ensures that the classification model will not be biased toward any specific price range, providing a fair baseline for training.This balanced distribution ensures that the classification model will not be biased toward any specific price range, providing a fair baseline for training. Since there is no significant class imbalance, Accuracy remains a reliable metric, though we will also monitor the F1-Score to ensure high." ], "metadata": { "id": "KKl7zZIt7HqY" } }, { "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 this task, recall is generally more important, especially for the high-price (premium) class. Missing a high-value property (false negative) means losing potential revenue or misallocating marketing/decision efforts, which is more costly than occasionally misclassifying a lower-value property as high (false positive).\n", "\n", "That said, if the model is used for actions with real costs (e.g., bids, offers, or resource allocation), then a balance between precision and recall becomes important to avoid over-investing in properties that are not truly high-value." ], "metadata": { "id": "Aj0dgxUnR3GW" } }, { "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 this task, False Negatives are more critical, especially for the high-price class. Missing a truly high-value property (classifying it as lower value) means losing potential revenue or failing to prioritize important opportunities.\n", "A False Positive (labeling a lower-value property as high) may lead to some inefficient decisions, but the cost is typically lower than completely missing high-value properties altogether." ], "metadata": { "id": "bO3TtB58SC1Y" } }, { "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": [ "print(\"Columns in training set:\")\n", "print(X_fe_train.columns.tolist())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "AdG0slsiSZqa", "outputId": "95f9dd94-b529-4a3e-9e2a-00b3f53cb80e" }, "execution_count": 65, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Columns in training set:\n", "['sqm', 'no_rooms', 'year_build', 'nom_interest_rate%', 'dk_ann_infl_rate%', 'yield_on_mortgage_credit_bonds%', 'sale_year', 'sale_month', 'property_age', 'sqm_per_room', 'real_interest_rate', 'cluster_distance', 'region', 'house_type', 'cluster_id']\n" ] } ] }, { "cell_type": "code", "source": [ "#Training three different kinds of classification models\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.metrics import accuracy_score\n", "\n", "\n", "models = {\n", " \"Logistic Regression\": LogisticRegression(max_iter=1000),\n", "\n", " \"KNN\": KNeighborsClassifier(n_neighbors=5), # מודל מבוסס מרחק\n", "\n", " \"Random Forest\": RandomForestClassifier(\n", " n_estimators=150,\n", " max_depth=15,\n", " min_samples_leaf=10,\n", " random_state=42,\n", " n_jobs=-1\n", " )\n", "}\n", "\n", "classification_results = []\n", "for model_name, clf in models.items():\n", " pipeline = Pipeline([\n", " (\"preprocessor\", fe_preprocessor),\n", " (\"classifier\", clf)\n", " ])\n", "\n", " pipeline.fit(X_fe_train, y_fe_train_class)\n", " y_pred = pipeline.predict(X_fe_test)\n", " acc = accuracy_score(y_fe_test_class, y_pred)\n", "\n", " classification_results.append({\n", " \"model\": model_name,\n", " \"accuracy\": acc\n", " })\n", "\n", "results_df_cls = pd.DataFrame(classification_results).sort_values(\"accuracy\", ascending=False)\n", "display(results_df_cls)" ], "metadata": { "id": "6MIie1Rws3pE", "colab": { "base_uri": "https://localhost:8080/", "height": 144 }, "outputId": "495b1c21-541d-46d1-ec2e-fbf84ef1b917" }, "execution_count": 66, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ " model accuracy\n", "2 Random Forest 0.610901\n", "0 Logistic Regression 0.527018\n", "1 KNN 0.498878" ], "text/html": [ "\n", "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "results_df_cls", "summary": "{\n \"name\": \"results_df_cls\",\n \"rows\": 3,\n \"fields\": [\n {\n \"column\": \"model\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Random Forest\",\n \"Logistic Regression\",\n \"KNN\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"accuracy\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.0582772328536469,\n \"min\": 0.4988777595390439,\n \"max\": 0.6109008073431376,\n \"num_unique_values\": 3,\n \"samples\": [\n 0.6109008073431376,\n 0.527017520351077,\n 0.4988777595390439\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "**explanation:**\n", "The results show a clear hierarchy in model performance. The Random Forest performed best with 61% accuracy, demonstrating its ability to handle complex, non-linear relationships in real estate data." ], "metadata": { "id": "LI9_siAeCMST" } }, { "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": [ "##Evaluate the Classification Models wih confusion Matrix\n", "from sklearn.metrics import classification_report, confusion_matrix, ConfusionMatrixDisplay\n", "\n", "for model_name, clf in models.items():\n", " pipeline = Pipeline([\n", " (\"preprocessor\", fe_preprocessor),\n", " (\"classifier\", clf)\n", " ])\n", " pipeline.fit(X_fe_train, y_fe_train_class)\n", "\n", " y_pred = pipeline.predict(X_fe_test)\n", "\n", " print(f\"\\n{'='*20} {model_name} {'='*20}\")\n", " print(classification_report(y_fe_test_class, y_pred, target_names=['Low', 'Mid', 'High']))\n", "\n", " cm = confusion_matrix(y_fe_test_class, y_pred)\n", " fig, ax = plt.subplots(figsize=(6, 5))\n", " disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=['Low', 'Mid', 'High'])\n", " disp.plot(cmap='Blues', ax=ax)\n", " plt.title(f\"Confusion Matrix: {model_name}\")\n", " plt.show()" ], "metadata": { "id": "hi6haVXTCe-h", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "bf119f71-3680-41f0-ca9b-2a7bfc580eb1" }, "execution_count": 67, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "==================== Logistic Regression ====================\n", " precision recall f1-score support\n", "\n", " Low 0.55 0.61 0.58 9785\n", " Mid 0.41 0.33 0.37 9663\n", " High 0.58 0.64 0.61 10403\n", "\n", " accuracy 0.53 29851\n", " macro avg 0.52 0.52 0.52 29851\n", "weighted avg 0.52 0.53 0.52 29851\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "image/png": { "width": 540, "height": 456 } } }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "==================== KNN ====================\n", " precision recall f1-score support\n", "\n", " Low 0.51 0.61 0.56 9785\n", " Mid 0.41 0.39 0.40 9663\n", " High 0.58 0.49 0.53 10403\n", "\n", " accuracy 0.50 29851\n", " macro avg 0.50 0.50 0.50 29851\n", "weighted avg 0.50 0.50 0.50 29851\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 540, "height": 456 } } }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "==================== Random Forest ====================\n", " precision recall f1-score support\n", "\n", " Low 0.65 0.65 0.65 9785\n", " Mid 0.50 0.45 0.48 9663\n", " High 0.66 0.72 0.69 10403\n", "\n", " accuracy 0.61 29851\n", " macro avg 0.60 0.61 0.61 29851\n", "weighted avg 0.61 0.61 0.61 29851\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "image/png": { "width": 540, "height": 456 } } } ] }, { "cell_type": "code", "source": [ "#Model Performance Comparison\n", "data = {\n", " 'Model': ['Logistic Regression', 'KNN', 'Random Forest'],\n", " 'Accuracy': [0.53, 0.50, 0.61],\n", " 'Precision (Macro)': [0.52, 0.50, 0.60],\n", " 'Recall (Macro)': [0.52, 0.50, 0.61],\n", " 'F1-Score (Macro)': [0.52, 0.50, 0.61]\n", "}\n", "\n", "df = pd.DataFrame(data)\n", "\n", "\n", "fig, ax = plt.subplots(figsize=(12, 7))\n", "x = np.arange(len(df['Model']))\n", "width = 0.18\n", "rects1 = ax.bar(x - width*1.5, df['Accuracy'], width, label='Accuracy', color='#2E86C1')\n", "rects2 = ax.bar(x - width*0.5, df['Precision (Macro)'], width, label='Precision (Macro)', color='#F39C12')\n", "rects3 = ax.bar(x + width*0.5, df['Recall (Macro)'], width, label='Recall (Macro)', color='#27AE60')\n", "rects4 = ax.bar(x + width*1.5, df['F1-Score (Macro)'], width, label='F1-Score (Macro)', color='#E74C3C')\n", "\n", "\n", "ax.set_ylabel('Scores')\n", "ax.set_title('Model Performance Comparison')\n", "ax.set_xticks(x)\n", "ax.set_xticklabels(df['Model'])\n", "ax.set_ylim(0, 0.75)\n", "ax.legend()\n", "ax.grid(axis='y', linestyle='--', alpha=0.6)\n", "\n", "def autolabel(rects):\n", " for rect in rects:\n", " height = rect.get_height()\n", " ax.annotate(f'{height:.2f}',\n", " xy=(rect.get_x() + rect.get_width() / 2, height),\n", " xytext=(0, 3),\n", " textcoords=\"offset points\",\n", " ha='center', va='bottom', fontsize=9)\n", "\n", "autolabel(rects1)\n", "autolabel(rects2)\n", "autolabel(rects3)\n", "autolabel(rects4)\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 706 }, "id": "p1oqTaGQWLgX", "outputId": "4269ec13-b97c-4d03-dc4d-2f9a36e246ef" }, "execution_count": 68, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 1190, "height": 689 } } } ] }, { "cell_type": "markdown", "source": [ "* **Analysis of Confusion Matrix:**\n", "Looking at the Confusion Matrix for all models, we can see three main patterns:\n", "\n", "1. **\"Neighbor\" Mistakes**: Most of the errors happen between classes that are next to each other. For example, the model often confuses a Low price house for a Mid price house. This makes sense because there isn't always a sharp line between price categories in the real world.\n", "\n", "2. **The \"Middle\" Struggle:** All models found the Mid category the hardest to predict. You can see smaller numbers on the diagonal for this class. Houses in the middle price range often share features with both cheap and expensive homes, making them harder to identify.\n", "\n", "3. **The Luxury Success:** The Random Forest was excellent at identifying High value homes. It made very few \"extreme\" mistakes (like calling a High price house \"Low\"). This is great for business because it means the model rarely misses a luxury investment opportunity.\n", "\n", "* **The Best Model and Why**\n", "The Winner is the **Random Forest Classifier with an accuracy of 61%.**\n", "\n", "* Why it performed best:\n", "\n", "1. **Complexity:** Unlike the Logistic Regression, the Random Forest doesn't look for a straight line. It can understand complex \"If-Then\" rules (e.g., \"If the house is large AND it is in a specific cluster, then the price is High\").\n", "\n", "2. **Handling \"Noise\":** Real estate data has many weird cases (outliers). Because Random Forest uses an \"ensemble\" (many trees), it ignores the noise and focuses on the most important patterns.\n", "\n", "3. **Smart Features:** It was the best at using the Engineered Features we created, like the cluster_id and property_age. While the KNN model got \"confused\" by too many columns, the Random Forest knew exactly which features were the most important for the price." ], "metadata": { "id": "YfYAXPFDFqZc" } }, { "cell_type": "markdown", "source": [], "metadata": { "id": "MctDvkRi_Sor" } }, { "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, os\n", "\n", "# This single cell trains AND saves\n", "rf_pipeline = Pipeline([\n", " (\"preprocessor\", fe_preprocessor),\n", " (\"classifier\", RandomForestClassifier(\n", " n_estimators=150,\n", " max_depth=15,\n", " min_samples_leaf=10,\n", " random_state=42,\n", " n_jobs=-1\n", " ))\n", "])\n", "rf_pipeline.fit(X_fe_train, y_fe_train_class)\n", "\n", "with open(\"/content/random_forest_classifier.pkl\", \"wb\") as f:\n", " pickle.dump(rf_pipeline, f)\n", "size = os.path.getsize(\"/content/random_forest_classifier.pkl\")\n", "2\n", "from google.colab import files\n", "files.download(\"/content/random_forest_classifier.pkl\")" ], "metadata": { "id": "-GsJatjRsvZ-", "colab": { "base_uri": "https://localhost:8080/", "height": 17 }, "outputId": "7919e336-4e00-45f4-bef8-113f32bc93be" }, "execution_count": 76, "outputs": [ { "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_399485f4-9a02-4261-af03-193db7401547\", \"random_forest_classifier.pkl\", 53673483)" ] }, "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": [ "\n" ], "metadata": { "id": "ccJCoq6HutHy" }, "execution_count": null, "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": null, "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": null, "outputs": [] } ] }