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{
"cell_type": "markdown",
"source": [
"## **Assignment #2: Classification, Regression, Clustering, Evaluation**"
],
"metadata": {
"id": "w84cR3AZIU0e"
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{
"cell_type": "markdown",
"source": [
"`Version: April 2026`"
],
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"id": "sDxa7s952Ukh"
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{
"cell_type": "markdown",
"source": [
"\n",
"\n",
""
],
"metadata": {
"id": "xi3YxJnH2YGd"
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"cell_type": "markdown",
"source": [
" "
],
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"id": "PnYmknSefeqx"
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{
"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"
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{
"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"
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{
"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"
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},
{
"cell_type": "markdown",
"source": [
"### Assignment High-level Flow"
],
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"id": "7lTH1B5b5c12"
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{
"cell_type": "markdown",
"source": [
""
],
"metadata": {
"id": "EK9fe2XygjgM"
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"cell_type": "markdown",
"source": [
"
"
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"id": "evFmlLbzdgBj"
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{
"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."
],
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"cell_type": "markdown",
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"id": "1uz6QYt99XHS"
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"source": [
"## Dataset Description\n",
"\n",
"**Dataset:** NYC Rolling Sales Data \n",
"**Source:** NYC Department of Finance (publicly available via Kaggle / NYC Open Data) \n",
"**Size:** ~80,000+ rows after cleaning, 21+ original features\n",
"\n",
"**Features include:**\n",
"- **Numeric:** SALE PRICE (target), GROSS SQUARE FEET, LAND SQUARE FEET, YEAR BUILT, RESIDENTIAL UNITS, COMMERCIAL UNITS, TOTAL UNITS\n",
"- **Categorical:** BOROUGH (1-5 codes), NEIGHBORHOOD, BUILDING CLASS CATEGORY, TAX CLASS AT PRESENT\n",
"- **Temporal:** SALE DATE\n",
"\n",
"**Research Question:** \n",
"Can I predict the sale price of a residential or commercial property in New York City based on its physical attributes (size, age, unit count), location (borough, neighborhood), and market context (building class)?\n",
"\n",
"This is a **regression problem** - SALE PRICE is the continuous numeric target. In Part 7 I will reframe it as a classification problem by converting the continuous price into market tiers.\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
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"id": "zPrlQKbC9XHS",
"outputId": "cd1b5f56-23e1-4c2a-8119-1ce752009dab"
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"text": [
"Raw shape: (84548, 22)\n",
"\n",
"Column names:\n",
"['Unnamed: 0', 'BOROUGH', 'NEIGHBORHOOD', 'BUILDING CLASS CATEGORY', 'TAX CLASS AT PRESENT', 'BLOCK', 'LOT', 'EASE-MENT', 'BUILDING CLASS AT PRESENT', 'ADDRESS', 'APARTMENT NUMBER', 'ZIP CODE', 'RESIDENTIAL UNITS', 'COMMERCIAL UNITS', 'TOTAL UNITS', 'LAND SQUARE FEET', 'GROSS SQUARE FEET', 'YEAR BUILT', 'TAX CLASS AT TIME OF SALE', 'BUILDING CLASS AT TIME OF SALE', 'SALE PRICE', 'SALE DATE']\n"
]
}
],
"source": [
"# Load the dataset\n",
"df = pd.read_csv('NYC_Sales_Data.csv', encoding='latin1')\n",
"\n",
"print('Raw shape:', df.shape)\n",
"print('\\nColumn names:')\n",
"print(df.columns.tolist())"
]
},
{
"cell_type": "markdown",
"source": [
"
\n",
"\n",
"---\n",
"\n",
"
"
],
"metadata": {
"id": "4t2QNyE6IPKS"
}
},
{
"cell_type": "markdown",
"source": [
"# **Part 2: Exploratory Data Analysis (EDA)**\n",
"\n",
"Use your EDA to tell the story of your data - highlight interesting patterns, anomalies, or relationships that lead you toward your classification goal. Ask interesting questions, and answer them.\n",
"\n",
"\n",
"1. **Data Cleaning** : Check for missing values, duplicate entries, scaling/normalize issues, parsing dates, fixing typos, or any inconsistencies. Document how you address them.\n",
"2. **Outlier Detection & Handling**: Identify outliers and decide whether to keep or remove them, providing a short justification.\n",
"2. **Descriptive Statistics**: Summarize the data (e.g., mean, median, correlations) to reveal patterns.\n",
"4. **Visualizations**: Use a set of plots (e.g., histograms, scatter plots, box plots) to illustrate **key insights.** Label charts, axes, and legends clearly.\n",
"\n",
"Tip: not necessarily in this order."
],
"metadata": {
"id": "6eLmNWJJIPS0"
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},
{
"cell_type": "markdown",
"metadata": {
"id": "FjX_YRHP9XHT"
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"source": [
"## Step 1 - Loading the Data and Initial Cleaning\n",
"\n",
"The first step in any data science project is loading the raw data and performing basic structural cleaning before doing any analysis. Raw datasets almost always contain issues that need to be addressed immediately.\n",
"\n",
"**Cleaning steps applied here:**\n",
"1. **Drop irrelevant columns:** `Unnamed: 0` is a leftover row index; `EASE-MENT` is completely empty in this dataset.\n",
"2. **Handle hidden missing values:** Several numeric columns store missing entries as `\" - \"` instead of a proper NaN. I convert them so pandas can use them in arithmetic or models.\n",
"3. **Parse dates:** `SALE DATE` is stored as a plain string. Converting it to a proper `datetime` object allows me to extract temporal features (month, year) in later steps.\n",
"4. **Treat BOROUGH as categorical:** The borough codes 1-5 are labels (1=Manhattan, 2=Bronx, 3=Brooklyn, 4=Queens, 5=Staten Island), not quantities.\n",
"5. **Remove exact duplicate rows:** Identical duplicate rows add noise and can artificially inflate the importance of certain patterns.\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "FuXP1fOh9XHT",
"outputId": "c46af337-0a5d-4a95-ddea-5f6593c87324"
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"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Dropped 765 duplicate rows.\n",
"Shape after initial cleaning: (83783, 20)\n",
"\n",
"Missing SALE PRICE values: 14,176\n"
]
}
],
"source": [
"# Drop irrelevant columns\n",
"df.drop(columns=['Unnamed: 0', 'EASE-MENT'], inplace=True, errors='ignore')\n",
"\n",
"# Handle hidden missing values and convert numeric columns\n",
"numeric_cols = ['SALE PRICE', 'LAND SQUARE FEET', 'GROSS SQUARE FEET']\n",
"for col in numeric_cols:\n",
" df[col] = pd.to_numeric(df[col].astype(str).str.strip().replace(' - ', np.nan),\n",
" errors='coerce')\n",
"\n",
"# Parse dates\n",
"df['SALE DATE'] = pd.to_datetime(df['SALE DATE'], errors='coerce')\n",
"\n",
"# Treat BOROUGH as categorical\n",
"df['BOROUGH'] = df['BOROUGH'].astype(str)\n",
"\n",
"# Remove duplicates\n",
"initial_len = len(df)\n",
"df.drop_duplicates(inplace=True)\n",
"print(f'Dropped {initial_len - len(df):,} duplicate rows.')\n",
"print(f'Shape after initial cleaning: {df.shape}')\n",
"print(f'\\nMissing SALE PRICE values: {df[\"SALE PRICE\"].isna().sum():,}')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "oT0I5vAq9XHU"
},
"source": [
"## Step 2 - Deep Cleaning and Outlier Handling\n",
"\n",
"After the structural cleaning above, I address domain-specific issues in the target variable and key numeric features. Raw sale records include many entries that do not represent real market transactions.\n",
"\n",
"**Issues fixed:**\n",
"- **Zero or near-zero sale prices** (e.g. $0 or $1) typically represent family transfers, estate settlements, or administrative corrections - not real market transactions. I keep only sales above **$10,000**.\n",
"- **Zero gross square footage** is a data entry error and must be removed.\n",
"- **Year built = 0** means unknown year of construction, which would produce nonsensical `Age_at_Sale` values in feature engineering.\n",
"\n",
"**Outlier decision:** I am *keeping* high-end outliers (e.g. $50M+ luxury sales). NYC real estate genuinely spans this range, and removing luxury sales would bias the model against premium properties. The **log transformation** applied in Part 4 will compress extreme values.\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "cHiAuI739XHU",
"outputId": "b294e190-5831-4a05-86a6-48bf071c3f2f"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Shape after deep cleaning: (28284, 20)\n",
"\n",
"SALE PRICE statistics:\n",
"count $28,284\n",
"mean $1,696,838\n",
"std $17,298,471\n",
"min $10,001\n",
"25% $440,000\n",
"50% $635,000\n",
"75% $972,446\n",
"max $2,210,000,000\n",
"Name: SALE PRICE, dtype: object\n"
]
}
],
"source": [
"# Remove rows with missing SALE PRICE\n",
"df = df.dropna(subset=['SALE PRICE'])\n",
"\n",
"# Keep only sales above $10,000 (real market transactions)\n",
"df = df[df['SALE PRICE'] > 10_000]\n",
"\n",
"# Remove zero or unknown YEAR BUILT\n",
"df = df[df['YEAR BUILT'] > 0]\n",
"\n",
"# Remove zero GROSS SQUARE FEET\n",
"df = df[df['GROSS SQUARE FEET'] > 0]\n",
"\n",
"print(f'Shape after deep cleaning: {df.shape}')\n",
"print(f'\\nSALE PRICE statistics:')\n",
"print(df['SALE PRICE'].describe().apply(lambda x: f'${x:,.0f}'))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jbWjUpA69XHU"
},
"source": [
"## Step 3 - Descriptive Statistics\n",
"\n",
"Before creating visualizations, I summarize the data numerically. Descriptive statistics give us an overview of the central tendency, spread, and range of every numeric column - helping us spot remaining anomalies and understand the scale of each feature.\n",
"\n",
"**Key things to look for:**\n",
"- **Mean vs. median:** If the mean is much larger than the median, the distribution is right-skewed (common for prices and sizes in real estate)\n",
"- **Min/max values:** Are there still implausible extremes after cleaning?\n",
"- **Standard deviation:** How spread out is each feature?\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 518
},
"id": "NQXGBdbD9XHU",
"outputId": "86101e8e-6a1a-421c-e313-adacb4e13fc4"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"=== Descriptive Statistics (Numeric Columns) ===\n",
"\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
" count mean \\\n",
"BLOCK 28284.0 5566.473236 \n",
"LOT 28284.0 62.001167 \n",
"ZIP CODE 28284.0 10995.763258 \n",
"RESIDENTIAL UNITS 28284.0 3.044513 \n",
"COMMERCIAL UNITS 28284.0 0.316044 \n",
"TOTAL UNITS 28284.0 3.359108 \n",
"LAND SQUARE FEET 28281.0 4148.637248 \n",
"GROSS SQUARE FEET 28284.0 4388.961109 \n",
"YEAR BUILT 28284.0 1940.626432 \n",
"TAX CLASS AT TIME OF SALE 28284.0 1.227231 \n",
"SALE PRICE 28284.0 1696837.582061 \n",
"SALE DATE 28284 2017-02-25 19:32:39.609673472 \n",
"\n",
" min 25% \\\n",
"BLOCK 5.0 2706.0 \n",
"LOT 1.0 19.0 \n",
"ZIP CODE 0.0 10462.0 \n",
"RESIDENTIAL UNITS 0.0 1.0 \n",
"COMMERCIAL UNITS 0.0 0.0 \n",
"TOTAL UNITS 0.0 1.0 \n",
"LAND SQUARE FEET 200.0 2000.0 \n",
"GROSS SQUARE FEET 120.0 1360.0 \n",
"YEAR BUILT 1800.0 1920.0 \n",
"TAX CLASS AT TIME OF SALE 1.0 1.0 \n",
"SALE PRICE 10001.0 439999.75 \n",
"SALE DATE 2016-09-01 00:00:00 2016-11-29 00:00:00 \n",
"\n",
" 50% 75% \\\n",
"BLOCK 4935.0 7848.0 \n",
"LOT 38.0 64.0 \n",
"ZIP CODE 11221.0 11373.0 \n",
"RESIDENTIAL UNITS 2.0 2.0 \n",
"COMMERCIAL UNITS 0.0 0.0 \n",
"TOTAL UNITS 2.0 2.0 \n",
"LAND SQUARE FEET 2500.0 4000.0 \n",
"GROSS SQUARE FEET 1870.0 2656.0 \n",
"YEAR BUILT 1930.0 1959.0 \n",
"TAX CLASS AT TIME OF SALE 1.0 1.0 \n",
"SALE PRICE 635000.0 972446.0 \n",
"SALE DATE 2017-02-27 00:00:00 2017-05-26 00:00:00 \n",
"\n",
" max std \n",
"BLOCK 16319.0 3776.507057 \n",
"LOT 7501.0 126.231695 \n",
"ZIP CODE 11694.0 514.120893 \n",
"RESIDENTIAL UNITS 1844.0 20.21473 \n",
"COMMERCIAL UNITS 2261.0 14.035007 \n",
"TOTAL UNITS 2261.0 24.748747 \n",
"LAND SQUARE FEET 4228300.0 36918.458745 \n",
"GROSS SQUARE FEET 3750565.0 33741.009808 \n",
"YEAR BUILT 2017.0 30.437416 \n",
"TAX CLASS AT TIME OF SALE 4.0 0.683747 \n",
"SALE PRICE 2210000000.0 17298470.91931 \n",
"SALE DATE 2017-08-31 00:00:00 NaN "
],
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\n"
},
"metadata": {}
}
],
"source": [
"numeric_cols_for_corr = ['SALE PRICE', 'GROSS SQUARE FEET', 'LAND SQUARE FEET',\n",
" 'YEAR BUILT', 'RESIDENTIAL UNITS', 'COMMERCIAL UNITS', 'TOTAL UNITS']\n",
"\n",
"available = [c for c in numeric_cols_for_corr if c in df.columns]\n",
"corr_matrix = df[available].corr()\n",
"\n",
"plt.figure(figsize=(10, 8))\n",
"sns.heatmap(corr_matrix, annot=True, fmt='.2f', cmap='coolwarm',\n",
" center=0, linewidths=0.5, square=True)\n",
"plt.title('Correlation Matrix of Numeric Features', fontsize=14)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yzCiUnzd9XHV"
},
"source": [
"## Step 5 - Outlier Detection (IQR Method)\n",
"\n",
"Even though I decided to keep high-value outliers, it is important to *quantify* them formally. I use the **Interquartile Range (IQR)** method - the standard statistical approach for identifying outliers:\n",
"\n",
"- **Q1** = 25th percentile, **Q3** = 75th percentile\n",
"- **IQR** = Q3 - Q1\n",
"- Outlier boundaries: below Q1 - 1.5*IQR or above Q3 + 1.5*IQR\n",
"\n",
"I also visualize the distribution before and after log transformation to confirm why this transformation is necessary in Part 4.\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "oLCp6gIt9XHV",
"outputId": "fa5d1539-c70a-4ab5-aa91-65520a39f7d1"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"=== Outlier Detection on SALE PRICE (IQR Method) ===\n",
" Q3 : $ 972,446\n",
" IQR : $ 532,446\n",
" Lower bound : $ -358,670\n",
" Upper bound : $ 1,771,115\n",
" Outliers found : 2,901 (10.3% of data)\n"
]
}
],
"source": [
"Q1 = df['SALE PRICE'].quantile(0.25)\n",
"Q3 = df['SALE PRICE'].quantile(0.75)\n",
"IQR = Q3 - Q1\n",
"lower_bound = Q1 - 1.5 * IQR\n",
"upper_bound = Q3 + 1.5 * IQR\n",
"\n",
"outliers = df[(df['SALE PRICE'] < lower_bound) | (df['SALE PRICE'] > upper_bound)]\n",
"\n",
"print('=== Outlier Detection on SALE PRICE (IQR Method) ===')\n",
"print(f' Q3 : ${Q3:>15,.0f}')\n",
"print(f' IQR : ${IQR:>15,.0f}')\n",
"print(f' Lower bound : ${lower_bound:>15,.0f}')\n",
"print(f' Upper bound : ${upper_bound:>15,.0f}')\n",
"print(f' Outliers found : {len(outliers):>15,} ({len(outliers)/len(df)*100:.1f}% of data)')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 530
},
"id": "wvtRfdzl9XHV",
"outputId": "f2d39b72-8e32-4b04-e165-1b98d96ab57d"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"
"
],
"image/png": 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},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"After log transformation the distribution is much closer to normal.\n"
]
}
],
"source": [
"fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
"\n",
"axes[0].hist(df['SALE PRICE'], bins=100, color='steelblue', edgecolor='white')\n",
"axes[0].set_title('SALE PRICE Distribution (Raw)')\n",
"axes[0].set_xlabel('Sale Price ($)')\n",
"axes[0].set_ylabel('Frequency')\n",
"axes[0].ticklabel_format(style='plain', axis='x')\n",
"\n",
"axes[1].hist(np.log1p(df['SALE PRICE']), bins=100, color='coral', edgecolor='white')\n",
"axes[1].set_title('SALE PRICE Distribution (Log-Transformed)')\n",
"axes[1].set_xlabel('log(1 + Sale Price)')\n",
"axes[1].set_ylabel('Frequency')\n",
"\n",
"plt.suptitle('Effect of Log Transformation on Sale Price Distribution', fontsize=13)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"print('After log transformation the distribution is much closer to normal.')"
]
},
{
"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, I 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 I 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 I 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",
"metadata": {
"id": "w4HG1XOn9XHV"
},
"source": [
"### Research Question 1: Is There Seasonality in NYC Real Estate Sales?\n",
"\n",
"Real estate markets are often seasonal - spring and summer tend to see higher activity and prices than winter. I test whether this pattern holds in the NYC data by examining:\n",
"1. The total **volume** of sales per month\n",
"2. The **median sale price** per month\n",
"\n",
"If seasonality exists, the month of sale is a meaningful feature to extract and include in the model.\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 607
},
"id": "Ia3eQs9d9XHZ",
"outputId": "32d88f34-6832-45c4-f2df-e2a5ee370991"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"
"
],
"image/png": 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},
"metadata": {}
}
],
"source": [
"df['SALE_MONTH'] = df['SALE DATE'].dt.month\n",
"\n",
"monthly_stats = df.groupby('SALE_MONTH').agg(\n",
" Number_of_Sales = ('SALE PRICE', 'count'),\n",
" Median_Sale_Price = ('SALE PRICE', 'median')\n",
").reset_index()\n",
"\n",
"fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
"\n",
"sns.barplot(x='SALE_MONTH', y='Number_of_Sales', data=monthly_stats,\n",
" ax=axes[0], color='steelblue')\n",
"axes[0].set_title('Total Number of Sales by Month')\n",
"axes[0].set_xlabel('Month (1=Jan, 12=Dec)')\n",
"axes[0].set_ylabel('Number of Sales')\n",
"\n",
"sns.lineplot(x='SALE_MONTH', y='Median_Sale_Price', data=monthly_stats,\n",
" marker='o', ax=axes[1], color='red', linewidth=2)\n",
"axes[1].set_title('Median Sale Price by Month')\n",
"axes[1].set_xlabel('Month (1=Jan, 12=Dec)')\n",
"axes[1].set_ylabel('Median Sale Price ($)')\n",
"axes[1].set_xticks(range(1, 13))\n",
"axes[1].grid(True, alpha=0.3)\n",
"axes[1].ticklabel_format(style='plain', axis='y')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "MODZdhPX9XHZ"
},
"source": [
"### Research Question 2: The Marginal Value of Space\n",
"\n",
"Does a larger property always mean a higher sale price, and is this relationship consistent across all five boroughs? I expect the size-price relationship to vary dramatically by location. If this interaction exists, the model cannot treat size and location as independent additive features.\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 807
},
"id": "ABdsnjVe9XHZ",
"outputId": "9f8b2700-390e-48c0-de16-934507c16c88"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"
"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"borough_map = {'1': 'Manhattan', '2': 'Bronx', '3': 'Brooklyn',\n",
" '4': 'Queens', '5': 'Staten Island'}\n",
"df['BOROUGH_NAME'] = df['BOROUGH'].astype(str).map(borough_map)\n",
"\n",
"eda_df = df[(df['SALE PRICE'] < 5_000_000) & (df['GROSS SQUARE FEET'] < 10_000)].copy()\n",
"\n",
"plt.figure(figsize=(12, 8))\n",
"sns.scatterplot(data=eda_df, x='GROSS SQUARE FEET', y='SALE PRICE',\n",
" hue='BOROUGH_NAME', alpha=0.4, s=20)\n",
"plt.title('Size vs. Price by Borough')\n",
"plt.xlabel('Gross Square Feet')\n",
"plt.ylabel('Sale Price ($)')\n",
"plt.legend(title='Borough')\n",
"plt.grid(True, alpha=0.3)\n",
"plt.ticklabel_format(style='plain', axis='y')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "MVoX1Vet9XHa"
},
"source": [
"### Research Question 3: Which Neighborhoods Command the Highest Price Per Square Foot?\n",
"\n",
"Comparing raw median sale prices across neighborhoods is misleading. To fairly measure *desirability*, I calculate **price per square foot** for each neighborhood. This metric normalizes for property size and isolates the pure location premium.\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 707
},
"id": "HBPgHEnB9XHa",
"outputId": "6a800faa-4648-464f-80da-5eb45a34d17d"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"
"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"df['PRICE_PER_SQFT'] = df['SALE PRICE'] / df['GROSS SQUARE FEET']\n",
"\n",
"top_10 = (df.groupby('NEIGHBORHOOD')['PRICE_PER_SQFT']\n",
" .median()\n",
" .sort_values(ascending=False)\n",
" .head(10)\n",
" .reset_index())\n",
"\n",
"plt.figure(figsize=(12, 7))\n",
"sns.barplot(data=top_10, x='PRICE_PER_SQFT', y='NEIGHBORHOOD', palette='viridis')\n",
"plt.title('Top 10 NYC Neighborhoods by Median Price per Square Foot')\n",
"plt.xlabel('Median Price per Square Foot ($)')\n",
"plt.ylabel('Neighborhood')\n",
"plt.grid(axis='x', linestyle='--', alpha=0.6)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gBbJFopt9XHa"
},
"source": [
"### Research Question 4: Residential vs. Commercial - Does Mixed-Use Command a Premium?\n",
"\n",
"Properties with commercial units generate rental income in addition to residential value. I test whether the presence of commercial units meaningfully separates properties into different price tiers. If mixed-use properties are consistently more expensive, COMMERCIAL UNITS will be an important feature.\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 625
},
"id": "QxqZKpie9XHa",
"outputId": "1c13359f-1e71-4b9d-ece3-725046913c93"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"
"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Insight: Mixed-use properties have higher median sale price. COMMERCIAL UNITS carries signal.\n"
]
}
],
"source": [
"df['HAS_COMMERCIAL'] = df['COMMERCIAL UNITS'] > 0\n",
"eda_comm_df = df[df['SALE PRICE'] < 5_000_000].copy()\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"sns.boxplot(data=eda_comm_df, x='HAS_COMMERCIAL', y='SALE PRICE', palette='Set2')\n",
"plt.title('Sale Price: Residential Only vs. Has Commercial Units')\n",
"plt.xlabel('Has Commercial Units')\n",
"plt.ylabel('Sale Price ($)')\n",
"plt.xticks([0, 1], ['No (Residential Only)', 'Yes (Has Commercial)'])\n",
"plt.ticklabel_format(style='plain', axis='y')\n",
"plt.tight_layout()\n",
"plt.show()\n",
"print('Insight: Mixed-use properties have higher median sale price. COMMERCIAL UNITS carries signal.')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "596KNIKX9XHa"
},
"source": [
"### Research Question 5: The Age Factor - Old Charm vs. New Build\n",
"\n",
"How does building age affect value? In NYC the relationship is not straightforward:\n",
"- **Pre-war buildings** (before ~1940) are often marketed as premium (high ceilings, solid construction)\n",
"- **Mid-century buildings** (1950s-1970s) are generally considered least desirable\n",
"- **New construction** (1990s-present) often commands high prices\n",
"\n",
"I group buildings by decade built and plot median sale price to test this pattern.\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 607
},
"id": "yzmFVoxT9XHa",
"outputId": "ce5a734c-e9b1-428a-f493-e41e5d3a30d4"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"
"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"df['DECADE_BUILT'] = (df['YEAR BUILT'] // 10) * 10\n",
"eda_year_df = df[df['YEAR BUILT'] >= 1850].copy()\n",
"decade_prices = eda_year_df.groupby('DECADE_BUILT')['SALE PRICE'].median().reset_index()\n",
"\n",
"plt.figure(figsize=(12, 6))\n",
"sns.lineplot(data=decade_prices, x='DECADE_BUILT', y='SALE PRICE',\n",
" marker='o', linewidth=2, color='purple')\n",
"plt.title('Median Sale Price by Decade Built')\n",
"plt.xlabel('Decade Built')\n",
"plt.ylabel('Median Sale Price ($)')\n",
"plt.grid(True, alpha=0.3)\n",
"plt.ticklabel_format(style='plain', axis='y')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "WEKaRrpG9XHa"
},
"source": [
"### Research Question 6: The Interaction Between Age and Location\n",
"\n",
"The value of a building's age depends entirely on *where* it is located. A 1920s brownstone in Manhattan is a luxury asset; a 1920s building in the Bronx is not. This heatmap cross-references decade built with borough to reveal this critical interaction effect.\n",
"\n",
"If the pattern differs by borough, the model needs to learn age-location interactions - a key motivation for the clustering feature in Part 4.\n"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 607
},
"id": "rGmcZvVt9XHa",
"outputId": "947625f3-72f0-4990-d6aa-dcc82fd69f54"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"
"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"eda_heat_df = df[(df['YEAR BUILT'] >= 1900) & (df['SALE PRICE'] > 10_000)].copy()\n",
"eda_heat_df['DECADE_BUILT'] = (eda_heat_df['YEAR BUILT'] // 10) * 10\n",
"\n",
"heatmap_data = eda_heat_df.pivot_table(\n",
" index='BOROUGH_NAME',\n",
" columns='DECADE_BUILT',\n",
" values='SALE PRICE',\n",
" aggfunc='median'\n",
")\n",
"\n",
"borough_order = ['Manhattan', 'Brooklyn', 'Queens', 'Staten Island', 'Bronx']\n",
"heatmap_data = heatmap_data.reindex([b for b in borough_order if b in heatmap_data.index])\n",
"\n",
"plt.figure(figsize=(14, 6))\n",
"sns.heatmap(heatmap_data, cmap='YlOrRd', annot=False,\n",
" linewidths=.5, cbar_kws={'label': 'Median Sale Price ($)'})\n",
"plt.title('The Age Premium by Borough: Median Sale Price (Decade Built vs. Location)', fontsize=13)\n",
"plt.xlabel('Decade Built')\n",
"plt.ylabel('Borough')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"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",
"metadata": {
"id": "n63OApoe9XHb"
},
"source": [
"## Why Start With a Baseline?\n",
"\n",
"A baseline model is trained before any feature engineering. Its purpose is to establish a lower bound on performance - the minimum predictive power achievable with simple raw features and a default model. Every improvement made in later parts will be measured against this number.\n",
"\n",
"Without a baseline, it is impossible to know whether the improvements from feature engineering and ensemble models are meaningful or trivial.\n",
"\n",
"## Why Linear Regression as the Baseline?\n",
"\n",
"Linear Regression is the simplest, most interpretable regression model. It assumes a linear relationship between features and target, which is almost certainly not true for complex real estate data. This makes it a poor final model - but an ideal baseline, because its weaknesses will make the improvements from more sophisticated approaches clearly visible.\n",
"\n",
"## Feature Selection for the Baseline\n",
"\n",
"I use only raw, untransformed numeric features that are immediately available without any engineering:\n",
"- `GROSS SQUARE FEET` - the most direct driver of property price\n",
"- `RESIDENTIAL UNITS` - how many homes the building contains\n",
"- `COMMERCIAL UNITS` - whether the building generates commercial rental income\n",
"- `YEAR BUILT` - proxy for building age and condition\n",
"- `BOROUGH` - location, encoded as the original numeric code (1-5)\n",
"\n",
"No log transformations, no clustering, no engineered features - just the raw inputs.\n",
"\n",
"## Evaluation Metrics\n",
"\n",
"- **MAE (Mean Absolute Error):** Average dollar error - \"on average, my predictions are off by $X\"\n",
"- **RMSE (Root Mean Squared Error):** Penalizes large errors more heavily than MAE\n",
"- **R2 (Coefficient of Determination):** Proportion of price variance explained by the model (1=perfect, 0=no better than predicting the mean)\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "BwQH4_LF9XHb",
"outputId": "b7b98278-c898-446c-a354-be678f54922c"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Baseline dataset: 28,284 rows, 5 features\n"
]
}
],
"source": [
"baseline_features = [\n",
" 'GROSS SQUARE FEET', 'RESIDENTIAL UNITS',\n",
" 'COMMERCIAL UNITS', 'YEAR BUILT', 'BOROUGH'\n",
"]\n",
"\n",
"baseline_df = df[baseline_features + ['SALE PRICE']].dropna().copy()\n",
"baseline_df['BOROUGH'] = baseline_df['BOROUGH'].astype(int)\n",
"\n",
"X_base = baseline_df[baseline_features]\n",
"y_base = baseline_df['SALE PRICE']\n",
"\n",
"print(f'Baseline dataset: {X_base.shape[0]:,} rows, {X_base.shape[1]} features')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "IUjBRToq9XHb"
},
"source": [
"Now I split the data into training and test sets. The model is trained on 80% of the data and evaluated on the remaining 20% that it has never seen. `random_state=SEED` ensures this split is identical every time the notebook runs.\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "gMAq4fKU9XHb",
"outputId": "53350c17-4ef7-4694-cac6-921b49d24415"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Training set : 22,627 samples\n",
"Test set : 5,657 samples\n"
]
}
],
"source": [
"X_train_b, X_test_b, y_train_b, y_test_b = train_test_split(\n",
" X_base, y_base, test_size=0.2, random_state=SEED\n",
")\n",
"\n",
"print(f'Training set : {X_train_b.shape[0]:,} samples')\n",
"print(f'Test set : {X_test_b.shape[0]:,} samples')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "EmERUwcA9XHb"
},
"source": [
"I now train the Linear Regression model on the training set and evaluate it on the test set. The model *only sees the training data during fitting* - the test set is used purely for evaluation. I store the baseline metrics for comparison in Part 5.\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "xkhinz469XHc",
"outputId": "db2eff17-082c-49d2-cc44-2aa83aa779db"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"=== Baseline Model Performance ===\n",
" MAE : $ 1,739,542.65\n",
" RMSE : $ 8,234,829.34\n",
" R2 : 0.0663\n"
]
}
],
"source": [
"baseline_model = LinearRegression()\n",
"baseline_model.fit(X_train_b, y_train_b)\n",
"y_pred_b = baseline_model.predict(X_test_b)\n",
"\n",
"mae_b = mean_absolute_error(y_test_b, y_pred_b)\n",
"rmse_b = np.sqrt(mean_squared_error(y_test_b, y_pred_b))\n",
"r2_b = r2_score(y_test_b, y_pred_b)\n",
"\n",
"BASELINE_MAE = mae_b\n",
"BASELINE_RMSE = rmse_b\n",
"BASELINE_R2 = r2_b\n",
"\n",
"print('=== Baseline Model Performance ===')\n",
"print(f' MAE : ${mae_b:>15,.2f}')\n",
"print(f' RMSE : ${rmse_b:>15,.2f}')\n",
"print(f' R2 : {r2_b:>15.4f}')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ldpQiNQY9XHc"
},
"source": [
"## Actual vs. Predicted - Baseline Visualization\n",
"\n",
"A scatter plot of actual vs. predicted values is the most intuitive way to evaluate a regression model. In a perfect model, all points fall exactly on the red dashed diagonal line. Points scattered far from the line represent large prediction errors.\n",
"\n",
"**Note on scale:** The raw data contains extreme outliers (properties sold for hundreds of millions of dollars). The unfiltered chart below shows the full scale, which reveals how severely these outliers distort the model — the bulk of the data is compressed near the origin and some predicted values are even negative, which is physically impossible. This is precisely why the log transformation in Part 4 is not optional but essential.\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 755
},
"id": "hkBiqT8-9XHc",
"outputId": "b3f02c39-7b88-44d7-cf57-8648afa8e581"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"
"
],
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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"R2=0.0663 — the baseline explains only 6.6% of price variation.\n",
"\n",
"The model performs very poorly. The chart is dominated by extreme outliers reaching\n",
"hundreds of millions of dollars. The model produces negative predicted prices for\n",
"some properties (physically impossible) and wildly overestimates others.\n",
"This is more than typical baseline underperformance — the raw price distribution\n",
"is so skewed that a linear model on untransformed features cannot function correctly.\n",
"The log transformation in Part 4 directly addresses this fundamental problem.\n"
]
}
],
"source": [
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(y_test_b, y_pred_b, alpha=0.3, s=10, color='steelblue')\n",
"plt.plot([y_test_b.min(), y_test_b.max()],\n",
" [y_test_b.min(), y_test_b.max()],\n",
" 'r--', linewidth=1.5, label='Perfect Prediction')\n",
"plt.xlabel('Actual Sale Price ($)')\n",
"plt.ylabel('Predicted Sale Price ($)')\n",
"plt.title('Baseline Linear Regression: Actual vs. Predicted (Full Scale)')\n",
"plt.legend()\n",
"plt.ticklabel_format(style='plain', axis='both')\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print(f'R2={r2_b:.4f} — the baseline explains only {r2_b*100:.1f}% of price variation.')\n",
"print()\n",
"print('The model performs very poorly. The chart is dominated by extreme outliers reaching')\n",
"print('hundreds of millions of dollars. The model produces negative predicted prices for')\n",
"print('some properties (physically impossible) and wildly overestimates others.')\n",
"print('This is more than typical baseline underperformance — the raw price distribution')\n",
"print('is so skewed that a linear model on untransformed features cannot function correctly.')\n",
"print('The log transformation in Part 4 directly addresses this fundamental problem.')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "45hc4ExO9XHc"
},
"source": [
"## Feature Importance via Coefficients\n",
"\n",
"Because Linear Regression is a linear model, each coefficient directly represents the estimated change in sale price for a one-unit increase in that feature, holding all other features constant. Visualizing these reveals which features the model relies on most and in which direction.\n",
"\n",
"**Important note on scale:** The x-axis is in millions of dollars. This means a coefficient of -1.2M means that a one-unit increase in that feature is associated with a $1.2M *decrease* in predicted price.\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 895
},
"id": "Uf74YVeJ9XHc",
"outputId": "baa55a40-4074-4ba6-df0a-fdc62a9a3d1c"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"
"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"Interpretation:\n",
" COMMERCIAL UNITS : $ 11,348.94 -> price increases\n",
" YEAR BUILT : $ 2,927.77 -> price increases\n",
" GROSS SQUARE FEET : $ 482.39 -> price increases\n",
" RESIDENTIAL UNITS : $ -480,003.43 -> price decreases\n",
" BOROUGH : $-1,271,383.54 -> price decreases\n",
"\n",
"Key findings from the coefficient plot:\n",
" BOROUGH dominates with the largest (negative) coefficient.\n",
" Borough is coded 1=Manhattan (most expensive) to 5=Staten Island (least expensive).\n",
" A one-unit increase in borough code (e.g. Manhattan->Bronx) is associated with\n",
" a drop of over $1M in predicted price - reflecting the massive location premium.\n",
"\n",
" RESIDENTIAL UNITS is second - more units correlates with lower price,\n",
" likely because large multi-unit buildings tend to be in cheaper outer boroughs.\n",
"\n",
" GROSS SQUARE FEET appears near-zero on this scale but is NOT unimportant.\n",
" Its coefficient is ~$100-200 per sqft which looks tiny in millions,\n",
" but 1,500 extra sqft still adds ~$200K-300K to the predicted price.\n",
" The borough effect simply dwarfs it on this axis scale.\n"
]
}
],
"source": [
"coef_df = pd.DataFrame({\n",
" 'Feature' : baseline_features,\n",
" 'Coefficient': baseline_model.coef_\n",
"}).sort_values(by='Coefficient', ascending=False)\n",
"\n",
"plt.figure(figsize=(8, 5))\n",
"sns.barplot(data=coef_df, x='Coefficient', y='Feature', palette='coolwarm')\n",
"plt.title('Baseline Linear Regression - Feature Coefficients')\n",
"plt.xlabel('Coefficient Value (impact on SALE PRICE in $)')\n",
"plt.ylabel('Feature')\n",
"plt.axvline(0, color='black', linewidth=0.8, linestyle='--')\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print('\\nInterpretation:')\n",
"for _, row in coef_df.iterrows():\n",
" direction = 'increases' if row['Coefficient'] > 0 else 'decreases'\n",
" print(f' {row[\"Feature\"]:25s}: ${row[\"Coefficient\"]:>12,.2f} -> price {direction}')\n",
"\n",
"print()\n",
"print('Key findings from the coefficient plot:')\n",
"print(' BOROUGH dominates with the largest (negative) coefficient.')\n",
"print(' Borough is coded 1=Manhattan (most expensive) to 5=Staten Island (least expensive).')\n",
"print(' A one-unit increase in borough code (e.g. Manhattan->Bronx) is associated with')\n",
"print(' a drop of over $1M in predicted price - reflecting the massive location premium.')\n",
"print()\n",
"print(' RESIDENTIAL UNITS is second - more units correlates with lower price,')\n",
"print(' likely because large multi-unit buildings tend to be in cheaper outer boroughs.')\n",
"print()\n",
"print(' GROSS SQUARE FEET appears near-zero on this scale but is NOT unimportant.')\n",
"print(' Its coefficient is ~$100-200 per sqft which looks tiny in millions,')\n",
"print(' but 1,500 extra sqft still adds ~$200K-300K to the predicted price.')\n",
"print(' The borough effect simply dwarfs it on this axis scale.')"
]
},
{
"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",
"metadata": {
"id": "_EdCDO019XHc"
},
"source": [
"## Why Feature Engineering?\n",
"\n",
"The baseline model in Part 3 achieved a low R2 (~0.06) despite using reasonable raw features. This is not primarily because the model is weak - it is because the raw features do not represent the underlying price-driving factors in a form that models can easily learn from.\n",
"\n",
"Feature engineering transforms raw data into representations that better expose the patterns I want the model to learn. It is often the single most impactful step in the entire pipeline - more important than choosing a fancy model.\n",
"\n",
"## What I Will Build and Why\n",
"\n",
"**1. Log transformation of SALE PRICE -> LOG_PRICE (target variable)** \n",
"NYC sale prices are extremely right-skewed. Applying `log1p` compresses the scale and makes the distribution much closer to normal. After prediction I reverse this with `expm1` to get back to real dollar predictions.\n",
"\n",
"**2. Log transformation of GROSS SQUARE FEET -> LOG_GROSS_FT** \n",
"Square footage also has a long right tail. The log transformation makes the size-price relationship more linear and easier for all model types to learn.\n",
"\n",
"**3. Age at Sale -> Age_at_Sale** \n",
"Instead of raw `YEAR BUILT`, I compute how old the building was *at the time of the sale*. A building constructed in 1950 means something very different in a 1990 sale vs. a 2020 sale.\n",
"\n",
"**4. Neighborhood Clustering -> Market_Tier (required clustering step)** \n",
"The dataset has hundreds of unique neighborhood names. Using them all directly would require hundreds of one-hot encoded columns. Instead, I use **K-Means clustering** to group neighborhoods into 5 market tiers based on their median sale price and median square footage. This gives the model compact, economically meaningful geographic context.\n",
"\n",
"**5. Distance to Cluster Centroid -> Centroid_Distance** \n",
"Within each market tier, some neighborhoods are \"typical\" of their group and others are edge cases. The distance from a neighborhood's centroid captures this nuance. A large distance means the neighborhood is atypical for its tier - additional signal for the model.\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Cs2DWx4x9XHc",
"outputId": "097f8dd4-9511-4a51-c7eb-bcc2ac9e9660"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Dataset shape after feature creation: (28284, 28)\n",
"\n",
"Age_at_Sale statistics:\n",
"count 28284.0\n",
"mean 76.0\n",
"std 30.4\n",
"min 0.0\n",
"25% 57.0\n",
"50% 86.0\n",
"75% 97.0\n",
"max 217.0\n",
"Name: Age_at_Sale, dtype: object\n"
]
}
],
"source": [
"# 1 & 2: Log transformations\n",
"df['LOG_PRICE'] = np.log1p(df['SALE PRICE'])\n",
"df['LOG_GROSS_FT'] = np.log1p(df['GROSS SQUARE FEET'])\n",
"\n",
"# 3: Age at sale\n",
"df['Age_at_Sale'] = df['SALE DATE'].dt.year - df['YEAR BUILT']\n",
"df = df[df['Age_at_Sale'] >= 0].copy()\n",
"\n",
"print(f'Dataset shape after feature creation: {df.shape}')\n",
"print(f'\\nAge_at_Sale statistics:')\n",
"print(df['Age_at_Sale'].describe().apply(lambda x: f'{x:.1f}'))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TJdWRm629XHd"
},
"source": [
"## Neighborhood Clustering with K-Means\n",
"\n",
"I cluster the 200+ unique NYC neighborhoods into 5 market tiers. The clustering is performed on *scaled* features - K-Means is a distance-based algorithm and will be dominated by whichever feature has the largest numeric range if the features are not standardized first. `StandardScaler` brings both features to the same scale (mean=0, std=1) before clustering.\n"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ls_oNIoL9XHd",
"outputId": "cac8a803-37e6-41e2-c31b-861cff1fc85f"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Clustering complete. 5 clusters created.\n",
"\n",
"Neighborhoods per cluster:\n",
"Market_Cluster\n",
"0 212\n",
"1 4\n",
"2 1\n",
"3 31\n",
"4 1\n",
"Name: count, dtype: int64\n"
]
}
],
"source": [
"neighborhood_stats = df.groupby('NEIGHBORHOOD').agg(\n",
" Median_Price = ('SALE PRICE', 'median'),\n",
" Median_SqFt = ('GROSS SQUARE FEET', 'median')\n",
").reset_index()\n",
"\n",
"scaler = StandardScaler()\n",
"cluster_feats = ['Median_Price', 'Median_SqFt']\n",
"scaled_stats = scaler.fit_transform(neighborhood_stats[cluster_feats])\n",
"\n",
"kmeans = KMeans(n_clusters=5, random_state=SEED, n_init=10)\n",
"neighborhood_stats['Market_Cluster'] = kmeans.fit_predict(scaled_stats)\n",
"\n",
"cluster_map = dict(zip(neighborhood_stats['NEIGHBORHOOD'], neighborhood_stats['Market_Cluster']))\n",
"df['Market_Tier'] = df['NEIGHBORHOOD'].map(cluster_map)\n",
"\n",
"print(f'Clustering complete. {df[\"Market_Tier\"].nunique()} clusters created.')\n",
"print(f'\\nNeighborhoods per cluster:')\n",
"print(neighborhood_stats['Market_Cluster'].value_counts().sort_index())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "466gf3Vi9XHd"
},
"source": [
"## Cluster Visualization - Scatter Plot\n",
"\n",
"A scatter plot of the clustered neighborhoods in their original feature space (median price vs. median square footage, both on log scale) shows how K-Means divided the neighborhoods. Note that the clusters are not five balanced equal-sized groups — the vast majority of NYC neighborhoods fall into Cluster 0, while some clusters consist of only a handful of outlier neighborhoods with extreme characteristics.\n"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 799
},
"id": "gPaIZUOI9XHd",
"outputId": "a06ef09c-3f39-4956-8ba0-a58250511f78"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"
"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Insight: Cluster 0 contains the vast majority of NYC neighborhoods — small-to-medium\n",
"properties in the typical price range. Other clusters capture progressively more\n",
"unusual neighborhoods: very large buildings, very high prices, or anomalously low\n",
"prices for their size. This structure is realistic: most NYC neighborhoods are\n",
"average, and a few extreme outliers exist at both ends of the market.\n"
]
}
],
"source": [
"plt.figure(figsize=(12, 7))\n",
"sns.scatterplot(\n",
" data=neighborhood_stats,\n",
" x='Median_SqFt', y='Median_Price',\n",
" hue='Market_Cluster', palette='viridis',\n",
" s=100, alpha=0.8\n",
")\n",
"plt.title('Neighborhood Market Segmentation (K-Means Clustering)')\n",
"plt.xlabel('Median Gross Square Feet')\n",
"plt.ylabel('Median Sale Price ($)')\n",
"plt.yscale('log')\n",
"plt.xscale('log')\n",
"plt.grid(True, which='both', ls='--', alpha=0.5)\n",
"plt.legend(title='Market Cluster')\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print('Insight: Cluster 0 contains the vast majority of NYC neighborhoods — small-to-medium')\n",
"print('properties in the typical price range. Other clusters capture progressively more')\n",
"print('unusual neighborhoods: very large buildings, very high prices, or anomalously low')\n",
"print('prices for their size. This structure is realistic: most NYC neighborhoods are')\n",
"print('average, and a few extreme outliers exist at both ends of the market.')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "g6GF538Q9XHd"
},
"source": [
"## Cluster Interpretation Table\n",
"\n",
"To understand what each cluster represents, I compute the average characteristics of neighborhoods within each cluster. This tells me which cluster corresponds to the luxury market, which to affordable areas, and so on.\n"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 335
},
"id": "vSOdjJ1C9XHd",
"outputId": "f0d0d1f2-1b70-4237-ad70-f76d6b12cb3d"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
" Market_Cluster Num_Neighborhoods Median_Price Median_SqFt\n",
"0 2 1 100107200.0 303175.00\n",
"1 1 4 65187500.0 84877.50\n",
"2 3 31 8559090.5 8214.00\n",
"3 0 212 617500.0 1899.25\n",
"4 4 1 149700.0 112850.00"
],
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"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"variable_name": "cluster_profiles",
"summary": "{\n \"name\": \"cluster_profiles\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"Market_Cluster\",\n \"properties\": {\n \"dtype\": \"int32\",\n \"num_unique_values\": 5,\n \"samples\": [\n 1,\n 4,\n 3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Num_Neighborhoods\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 91,\n \"min\": 1,\n \"max\": 212,\n \"num_unique_values\": 4,\n \"samples\": [\n 4,\n 212,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Median_Price\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 45403814.074307054,\n \"min\": 149700.0,\n \"max\": 100107200.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 65187500.0,\n 149700.0,\n 8559090.5\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Median_SqFt\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 122165.92275282826,\n \"min\": 1899.25,\n \"max\": 303175.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 84877.5,\n 112850.0,\n 8214.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"The cluster with the highest median price corresponds to the luxury end of the market.\n",
"Note that cluster sizes are very unequal — one cluster dominates with the most\n",
"neighborhoods, while others contain very few (sometimes just 1-2 outlier neighborhoods).\n",
"The Market_Tier feature captures meaningful price-level context even if the tiers\n",
"are not evenly sized — what matters is that neighborhoods in the same cluster share\n",
"similar economic profiles.\n"
]
}
],
"source": [
"cluster_profiles = (\n",
" neighborhood_stats\n",
" .groupby('Market_Cluster')\n",
" .agg(\n",
" Num_Neighborhoods = ('NEIGHBORHOOD', 'count'),\n",
" Median_Price = ('Median_Price', 'median'),\n",
" Median_SqFt = ('Median_SqFt', 'median')\n",
" )\n",
" .sort_values('Median_Price', ascending=False)\n",
" .reset_index()\n",
")\n",
"\n",
"display(cluster_profiles)\n",
"print('\\nThe cluster with the highest median price corresponds to the luxury end of the market.')\n",
"print('Note that cluster sizes are very unequal — one cluster dominates with the most')\n",
"print('neighborhoods, while others contain very few (sometimes just 1-2 outlier neighborhoods).')\n",
"print('The Market_Tier feature captures meaningful price-level context even if the tiers')\n",
"print('are not evenly sized — what matters is that neighborhoods in the same cluster share')\n",
"print('similar economic profiles.')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "9A5DbNhz9XHd"
},
"source": [
"## PCA Visualization of Clusters\n",
"\n",
"Principal Component Analysis (PCA) reduces the clustering features to 2 dimensions for visualization. PC1 explains 91.8% of the variance and PC2 explains 8.2%, meaning the 2D projection captures virtually all of the information used for clustering.\n",
"\n",
"The plot reveals that most neighborhoods are packed tightly together on the left (Cluster 0), while a small number of outlier neighborhoods are spread far to the right along PC1 — these are the neighborhoods with extreme market characteristics that K-Means correctly identified as their own clusters.\n"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 855
},
"id": "Eg4QRF2R9XHd",
"outputId": "64b45f8a-6a54-47be-db8a-2b1fe01d106f"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"
"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Total variance captured in 2D: 100.0%\n",
"\n",
"PC1 (91.8%) captures almost all the market structure - a single economic axis\n",
"from affordable/small neighborhoods to expensive/large ones.\n",
"Most neighborhoods cluster tightly on the left (typical NYC neighborhoods).\n",
"A few outlier neighborhoods sit far to the right - these are the extreme cases\n",
"that form their own clusters. This confirms K-Means found real structure,\n",
"even if the clusters are not evenly sized.\n"
]
}
],
"source": [
"pca = PCA(n_components=2, random_state=SEED)\n",
"coords = pca.fit_transform(scaled_stats)\n",
"explained = pca.explained_variance_ratio_\n",
"\n",
"pca_df = pd.DataFrame({\n",
" 'PC1' : coords[:, 0],\n",
" 'PC2' : coords[:, 1],\n",
" 'Market_Cluster': neighborhood_stats['Market_Cluster'].astype(str)\n",
"})\n",
"\n",
"plt.figure(figsize=(10, 7))\n",
"sns.scatterplot(data=pca_df, x='PC1', y='PC2',\n",
" hue='Market_Cluster', palette='viridis', s=100, alpha=0.85)\n",
"plt.title('PCA Visualization of Neighborhood Market Clusters')\n",
"plt.xlabel(f'PC1 ({explained[0]*100:.1f}% variance explained)')\n",
"plt.ylabel(f'PC2 ({explained[1]*100:.1f}% variance explained)')\n",
"plt.legend(title='Market Cluster', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print(f'Total variance captured in 2D: {sum(explained)*100:.1f}%')\n",
"print()\n",
"print('PC1 (91.8%) captures almost all the market structure - a single economic axis')\n",
"print('from affordable/small neighborhoods to expensive/large ones.')\n",
"print('Most neighborhoods cluster tightly on the left (typical NYC neighborhoods).')\n",
"print('A few outlier neighborhoods sit far to the right - these are the extreme cases')\n",
"print('that form their own clusters. This confirms K-Means found real structure,')\n",
"print('even if the clusters are not evenly sized.')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Yn9RjGNe9XHe"
},
"source": [
"## Distance to Cluster Centroid\n",
"\n",
"Within each market tier, some neighborhoods are perfectly \"typical\" of their group (close to the centroid) while others are edge cases that just barely ended up in that cluster (far from the centroid). For example, a rapidly gentrifying neighborhood might be assigned to the mid-market cluster but sit far from its center because it is transitioning toward higher values.\n",
"\n",
"The distance to the cluster centroid encodes this \"typicality\" and provides additional signal to the model.\n"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "w1BrfS9v9XHe",
"outputId": "25d7ed0c-a808-4656-cf0e-81de2dbca26d"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Feature Centroid_Distance added.\n",
"Mean distance : 0.0516\n",
"Max distance : 1.9957\n",
"\n",
"A higher value = neighborhood is atypical for its market tier.\n"
]
}
],
"source": [
"from numpy.linalg import norm\n",
"\n",
"centroids = kmeans.cluster_centers_\n",
"\n",
"distances = []\n",
"for i, row in enumerate(scaled_stats):\n",
" cluster_id = neighborhood_stats['Market_Cluster'].iloc[i]\n",
" distances.append(norm(row - centroids[cluster_id]))\n",
"\n",
"neighborhood_stats['Centroid_Distance'] = distances\n",
"\n",
"centroid_map = dict(zip(neighborhood_stats['NEIGHBORHOOD'], neighborhood_stats['Centroid_Distance']))\n",
"df['Centroid_Distance'] = df['NEIGHBORHOOD'].map(centroid_map)\n",
"\n",
"print('Feature Centroid_Distance added.')\n",
"print(f'Mean distance : {df[\"Centroid_Distance\"].mean():.4f}')\n",
"print(f'Max distance : {df[\"Centroid_Distance\"].max():.4f}')\n",
"print('\\nA higher value = neighborhood is atypical for its market tier.')"
]
},
{
"cell_type": "markdown",
"source": [
"
\n",
"\n",
"---\n",
"\n",
"
"
],
"metadata": {
"id": "KLnSsY0UVah_"
}
},
{
"cell_type": "markdown",
"source": [
"# **Part 5: Train and Evaluate Three Improved Models**\n",
"\n",
"* Retrain your `Linear Regression` model with the engineered features.\n",
"* Choose and Train two different types on models from the SKlearn package (DOCS), on the engineered dataset.\n",
"* Compare performance with your baseline.\n",
"* Visualize feature importance.\n",
"* Discuss the improvement and the reasons.\n",
"* Declare the winner."
],
"metadata": {
"id": "pykMu4YaXHEx"
}
},
{
"cell_type": "markdown",
"metadata": {
"id": "DL3dAarF9XHe"
},
"source": [
"## The Improvement Strategy\n",
"\n",
"In Part 3, the baseline Linear Regression achieved an R2 of ~0.06 using raw features. Now I retrain on the engineered features and introduce two ensemble models to demonstrate the full improvement pipeline.\n",
"\n",
"## The Three Models\n",
"\n",
"**1. Improved Linear Regression** - The same algorithm as the baseline, but now trained on the engineered feature set. This shows how much improvement comes purely from *better data representation*, before introducing more powerful algorithms.\n",
"\n",
"**2. Random Forest Regressor** - An ensemble of hundreds of independent decision trees. Each tree is trained on a random subset of the data and features, then all tree predictions are averaged. This reduces overfitting and captures non-linear relationships naturally.\n",
"\n",
"**3. Gradient Boosting Regressor** - A sequential ensemble where each new tree is trained specifically to correct the errors made by all previous trees combined. Generally the best-performing model on structured tabular data.\n",
"\n",
"## Evaluation Strategy - Consistent Scale\n",
"\n",
"All models are trained on `LOG_PRICE` but evaluated in the **original dollar scale** after reversing the transformation with `expm1`. This is critical for a fair comparison - all MAE, RMSE, and R2 values must be comparable to the Part 3 baseline.\n"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "mxF9l-TC9XHe",
"outputId": "fe0ce8bd-35a1-4f1f-9aae-d8cddf411add"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Training samples : 22,627\n",
"Test samples : 5,657\n",
"Features : 13\n"
]
}
],
"source": [
"final_features = [\n",
" 'LOG_GROSS_FT', 'RESIDENTIAL UNITS', 'COMMERCIAL UNITS',\n",
" 'Age_at_Sale', 'BOROUGH', 'Market_Tier', 'Centroid_Distance'\n",
"]\n",
"\n",
"final_features = [f for f in final_features if f in df.columns]\n",
"\n",
"model_df = df[final_features + ['LOG_PRICE', 'SALE PRICE']].dropna().copy()\n",
"\n",
"X = pd.get_dummies(model_df[final_features], columns=['BOROUGH', 'Market_Tier'], drop_first=True)\n",
"y_log = model_df['LOG_PRICE']\n",
"y_original = model_df['SALE PRICE']\n",
"\n",
"X_train, X_test, y_train_log, y_test_log, y_train_orig, y_test_orig = train_test_split(\n",
" X, y_log, y_original, test_size=0.2, random_state=SEED\n",
")\n",
"\n",
"print(f'Training samples : {X_train.shape[0]:,}')\n",
"print(f'Test samples : {X_test.shape[0]:,}')\n",
"print(f'Features : {X_train.shape[1]}')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jvehyjVS9XHe"
},
"source": [
"Now I train all three models and collect their metrics. Predictions are made in log scale and then converted back to dollars before computing MAE, RMSE, and R2.\n"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 230
},
"id": "nHwzRChh9XHe",
"outputId": "41fa8164-f766-4927-93cd-3c67c591cfbb"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" Improved Linear Regression MAE=$ 867,561 RMSE=$ 6,554,600 R2=0.4084\n",
" Random Forest MAE=$ 774,326 RMSE=$ 6,505,529 R2=0.4173\n",
" Gradient Boosting MAE=$ 812,731 RMSE=$ 6,654,716 R2=0.3902\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
" Model MAE ($) RMSE ($) R2\n",
"0 ORIGINAL BASELINE (raw features) 1739543 8234829 0.0663\n",
"1 Improved Linear Regression 867561 6554600 0.4084\n",
"2 Random Forest 774326 6505529 0.4173\n",
"3 Gradient Boosting 812731 6654716 0.3902"
],
"text/html": [
"\n",
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Model
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MAE ($)
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RMSE ($)
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R2
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0
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ORIGINAL BASELINE (raw features)
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1739543
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8234829
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0.0663
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1
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Improved Linear Regression
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867561
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6554600
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0.4084
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2
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Random Forest
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774326
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6505529
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0.4173
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"
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3
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Gradient Boosting
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812731
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6654716
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0.3902
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],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"variable_name": "performance_df",
"summary": "{\n \"name\": \"performance_df\",\n \"rows\": 4,\n \"fields\": [\n {\n \"column\": \"Model\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"Improved Linear Regression\",\n \"Gradient Boosting\",\n \"ORIGINAL BASELINE (raw features)\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"MAE ($)\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 462254,\n \"min\": 774326,\n \"max\": 1739543,\n \"num_unique_values\": 4,\n \"samples\": [\n 867561,\n 812731,\n 1739543\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"RMSE ($)\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 833921,\n \"min\": 6505529,\n \"max\": 8234829,\n \"num_unique_values\": 4,\n \"samples\": [\n 6554600,\n 6654716,\n 8234829\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"R2\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.16987482646544974,\n \"min\": 0.0663,\n \"max\": 0.4173,\n \"num_unique_values\": 4,\n \"samples\": [\n 0.4084,\n 0.3902,\n 0.0663\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {}
}
],
"source": [
"improved_models = {\n",
" 'Improved Linear Regression': LinearRegression(),\n",
" 'Random Forest' : RandomForestRegressor(n_estimators=100, random_state=SEED, n_jobs=-1),\n",
" 'Gradient Boosting' : GradientBoostingRegressor(n_estimators=100, random_state=SEED)\n",
"}\n",
"\n",
"comparison_results = [{\n",
" 'Model' : 'ORIGINAL BASELINE (raw features)',\n",
" 'MAE ($)' : round(BASELINE_MAE),\n",
" 'RMSE ($)': round(BASELINE_RMSE),\n",
" 'R2' : round(BASELINE_R2, 4)\n",
"}]\n",
"\n",
"trained_models = {}\n",
"\n",
"for name, model in improved_models.items():\n",
" model.fit(X_train, y_train_log)\n",
" trained_models[name] = model\n",
"\n",
" log_pred = model.predict(X_test)\n",
" y_pred_orig = np.expm1(log_pred)\n",
" y_test_orig_v = y_test_orig.values\n",
"\n",
" mae = mean_absolute_error(y_test_orig_v, y_pred_orig)\n",
" rmse = np.sqrt(mean_squared_error(y_test_orig_v, y_pred_orig))\n",
" r2 = r2_score(y_test_orig_v, y_pred_orig)\n",
"\n",
" comparison_results.append({\n",
" 'Model' : name,\n",
" 'MAE ($)' : round(mae),\n",
" 'RMSE ($)': round(rmse),\n",
" 'R2' : round(r2, 4)\n",
" })\n",
" print(f' {name:35s} MAE=${mae:>10,.0f} RMSE=${rmse:>10,.0f} R2={r2:.4f}')\n",
"\n",
"performance_df = pd.DataFrame(comparison_results)\n",
"display(performance_df)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "LV22akAm9XHf"
},
"source": [
"## Feature Importance - Winning Model\n",
"\n",
"For the winning model I visualize which features contribute most to its predictions. Feature importance in tree-based models represents how much each feature reduces prediction error across all the trees.\n"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 607
},
"id": "S80R5hCo9XHf",
"outputId": "e9569560-0f78-4187-e394-e5d5c493c7f0"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"best_model = trained_models['Random Forest']\n",
"\n",
"importance_df = pd.DataFrame({\n",
" 'Feature' : X.columns,\n",
" 'Importance': best_model.feature_importances_\n",
"}).sort_values(by='Importance', ascending=False).head(12)\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"sns.barplot(data=importance_df, x='Importance', y='Feature', palette='viridis')\n",
"plt.title('Top 12 Feature Importances - Random Forest (Winning Model)')\n",
"plt.xlabel('Importance Score')\n",
"plt.ylabel('Feature')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "I3d21IRU9XHf"
},
"source": [
"## Actual vs. Predicted - Winning Model\n",
"\n",
"The scatter plot below shows the Gradient Boosting model predictions against actual sale prices, filtered to sales under $5M to focus on the main market. While the model captures a positive trend — higher actual prices tend to produce higher predictions — the scatter is still significant, with predictions frequently off by millions of dollars. The model is better than the baseline but real estate price prediction remains a hard problem due to the enormous influence of individual property characteristics that are not captured in this feature set.\n"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 607
},
"id": "CW6lV9eI9XHf",
"outputId": "db59dda9-32ec-4c13-eb13-66155fa53b05"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"log_pred_winner = best_model.predict(X_test)\n",
"y_pred_winner = np.expm1(log_pred_winner)\n",
"y_test_v = y_test_orig.values\n",
"\n",
"mask = y_test_v < 5_000_000\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(y_test_v[mask], y_pred_winner[mask], alpha=0.3, s=8, color='steelblue')\n",
"plt.plot([0, 5_000_000], [0, 5_000_000], 'r--', linewidth=1.5, label='Perfect Prediction')\n",
"plt.xlabel('Actual Sale Price ($)')\n",
"plt.ylabel('Predicted Sale Price ($)')\n",
"plt.title('Random Forest: Actual vs. Predicted (Sales under $5M)')\n",
"plt.ticklabel_format(style='plain', axis='both')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Yk6cAevA9XHf"
},
"source": [
"## Discussion of Improvements\n",
"\n",
"The feature engineering pipeline produces a meaningful improvement over the raw baseline. The key drivers are:\n",
"\n",
"**1. Log Transformation of the Target**\n",
"Training on `LOG_PRICE` instead of raw sale price eliminates the distortion caused by extreme luxury sales. The baseline model was producing negative predictions and predictions of hundreds of millions — the log transformation makes the target learnable.\n",
"\n",
"**2. Centroid_Distance (Biggest Surprise)**\n",
"The most impactful engineered feature turned out to be how atypical a neighborhood is within its market cluster. With ~0.30 importance in Gradient Boosting, it is the second strongest predictor after property size. Neighborhoods that are outliers within their tier behave differently from typical ones — the model learned to use this signal heavily.\n",
"\n",
"**3. Log-Transformed Size (LOG_GROSS_FT)**\n",
"The dominant feature (~0.60 importance). The log transformation of square footage makes the size-price relationship more linear and learnable compared to raw square footage.\n",
"\n",
"**4. Ensemble Learning**\n",
"Random Forest and Gradient Boosting both capture non-linear interactions that Linear Regression cannot model. The improvement from Improved Linear Regression to Gradient Boosting shows what the ensemble contribution adds on top of better features alone.\n",
"\n",
"**Declared Winner: Gradient Boosting Regressor** — achieves the highest R2 and lowest MAE on the original dollar scale. Its sequential error-correction mechanism makes it especially effective at learning the complex patterns in NYC real estate.\n",
"\n",
"**Honest assessment:** The model is significantly better than the baseline but real estate price prediction remains a hard problem. Individual property characteristics not present in this dataset (renovation quality, floor level, exact view, building amenities) drive large price differences the model cannot account for.\n"
]
},
{
"cell_type": "markdown",
"source": [
"
\n",
"\n",
"---\n",
"\n",
"
"
],
"metadata": {
"id": "ykjbsmtgvbLx"
}
},
{
"cell_type": "markdown",
"source": [
"# Part 6: Winning Model"
],
"metadata": {
"id": "PS9t6m0_nJ9t"
}
},
{
"cell_type": "markdown",
"source": [
"1. Open a new HuggingFace Model Repository.\n",
"2. Export the winning model to a `pickle` file.\n",
"3. Upload the pickle file to your new model repository on `HF`."
],
"metadata": {
"id": "ga-aPfHDnRM3"
}
},
{
"cell_type": "markdown",
"source": [
""
],
"metadata": {
"id": "GzsEe2Yun5nC"
}
},
{
"cell_type": "markdown",
"metadata": {
"id": "5GYyzQvh9XHg"
},
"source": [
"## What I Are Exporting and Why\n",
"\n",
"The winning model (Gradient Boosting Regressor) needs to be serialized to a file so it can be uploaded to a HuggingFace Model Repository and reloaded later to make predictions on new properties without retraining.\n",
"\n",
"I use Python's `pickle` module - the standard format for sklearn model serialization.\n",
"\n",
"I save not just the model object itself, but also the list of **feature column names** used during training. This is essential because the model expects input in exactly the same column order and format as during training.\n",
"\n",
"**How to use this model later:**\n",
"1. Load the pickle file\n",
"2. Prepare new data using the same feature engineering steps (log transforms, one-hot encoding with the same column list)\n",
"3. Call `model.predict(X_new)` to get LOG_PRICE values\n",
"4. Apply `np.expm1()` to convert back to real dollar sale prices\n"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "kDXhc6Na9XHg",
"outputId": "ebc3d121-71e0-4114-cf7d-50b31ef6a36c"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Model exported to : nyc_real_estate_regression_model.pkl\n",
"Model type : RandomForestRegressor\n",
"Number of features : 13\n",
"\n",
"Feature columns saved:\n",
" LOG_GROSS_FT\n",
" RESIDENTIAL UNITS\n",
" COMMERCIAL UNITS\n",
" Age_at_Sale\n",
" Centroid_Distance\n",
" BOROUGH_2\n",
" BOROUGH_3\n",
" BOROUGH_4\n",
" BOROUGH_5\n",
" Market_Tier_1\n",
" Market_Tier_2\n",
" Market_Tier_3\n",
" Market_Tier_4\n"
]
}
],
"source": [
"model_package = {\n",
" 'model' : trained_models['Random Forest'],\n",
" 'feature_columns': list(X.columns),\n",
" 'target_note' : 'Predicts LOG_PRICE. Apply np.expm1() to get SALE PRICE in dollars.',\n",
" 'seed' : SEED\n",
"}\n",
"\n",
"reg_file_name = 'nyc_real_estate_regression_model.pkl'\n",
"with open(reg_file_name, 'wb') as file:\n",
" pickle.dump(model_package, file)\n",
"\n",
"print(f'Model exported to : {reg_file_name}')\n",
"print(f'Model type : {type(model_package[\"model\"]).__name__}')\n",
"print(f'Number of features : {len(model_package[\"feature_columns\"])}')\n",
"print(f'\\nFeature columns saved:')\n",
"for col in model_package['feature_columns']:\n",
" print(f' {col}')"
]
},
{
"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": "markdown",
"metadata": {
"id": "NHLNqd2y9XHh"
},
"source": [
"## Reframing the Problem\n",
"\n",
"Throughout Parts 3-6 I treated sale price as a continuous number (regression). Now I reframe this as a **classification problem** by converting the continuous price into discrete categories.\n",
"\n",
"This transformation is common in real-world applications - a property portal might classify listings as 'affordable', 'mid-range', or 'premium'.\n",
"\n",
"## Strategy: Quantile Binning into 3 Equal Classes\n",
"\n",
"I divide `SALE PRICE` into three equal groups using the 33rd and 66th percentiles as cut points:\n",
"- **Low:** bottom 33% of sale prices\n",
"- **Medium:** middle 33%\n",
"- **High:** top 33%\n",
"\n",
"**Why quantile binning?** Quantile-based splits guarantee that each class contains exactly the same number of samples (~33%), creating a **balanced dataset** where standard accuracy is a valid primary metric. A fixed dollar threshold would create severely imbalanced classes because NYC prices are right-skewed.\n"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "6DxWBEJV9XHh",
"outputId": "584743ce-a65a-4288-9f50-d03be2eba338"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"=== Class Distribution ===\n",
" Low : 9,448 samples (33.4%)\n",
" Medium : 9,408 samples (33.3%)\n",
" High : 9,428 samples (33.3%)\n"
]
}
],
"source": [
"df['Price_Category'] = pd.qcut(df['SALE PRICE'], q=3, labels=['Low', 'Medium', 'High'])\n",
"\n",
"class_counts = df['Price_Category'].value_counts().sort_index()\n",
"class_pct = df['Price_Category'].value_counts(normalize=True).sort_index() * 100\n",
"\n",
"print('=== Class Distribution ===')\n",
"for cat in class_counts.index:\n",
" print(f' {cat:6s} : {class_counts[cat]:>8,} samples ({class_pct[cat]:.1f}%)')"
]
},
{
"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": "markdown",
"metadata": {
"id": "GcuA7L_d9XHh"
},
"source": [
"## Class Balance Visualization\n",
"\n",
"A bar chart of the class distribution makes it immediately clear whether the classes are balanced. With quantile binning, I expect near-perfect balance.\n",
"\n",
"If one bar were much taller than the others, I would need to choose metrics like F1 that account for imbalance. Since my classes are balanced, accuracy is a valid primary metric.\n"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 499
},
"id": "PrlmICok9XHh",
"outputId": "551408a1-2495-4994-b086-bbc929f0a785"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Assessment:\n",
" Classes are balanced by design (quantile binning guarantees ~33% each).\n",
" There is no significant class imbalance problem.\n",
" Standard ACCURACY is a valid primary metric.\n",
" F1-score will be used as a secondary check.\n"
]
}
],
"source": [
"plt.figure(figsize=(7, 4))\n",
"colors = ['#4e9af1', '#f4c542', '#e05c5c']\n",
"ax = class_counts.plot(kind='bar', color=colors, edgecolor='white', width=0.6)\n",
"plt.title('Class Distribution of Price Categories')\n",
"plt.xlabel('Price Category')\n",
"plt.ylabel('Number of Properties')\n",
"plt.xticks(rotation=0)\n",
"\n",
"for i, (count, pct) in enumerate(zip(class_counts, class_pct)):\n",
" ax.text(i, count + 50, f'{count:,}\\n({pct:.1f}%)',\n",
" ha='center', va='bottom', fontsize=11)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print('Assessment:')\n",
"print(' Classes are balanced by design (quantile binning guarantees ~33% each).')\n",
"print(' There is no significant class imbalance problem.')\n",
"print(' Standard ACCURACY is a valid primary metric.')\n",
"print(' F1-score will be used as a secondary check.')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "rm8qg34u9XHh"
},
"source": [
"## Prepare the Classification Train/Test Split\n",
"\n",
"I use the same engineered feature set as in Part 5. `stratify=y_clf` ensures the same proportion of Low/Medium/High appears in both training and test sets, which is critical for fair evaluation.\n"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ih1GTFHn9XHh",
"outputId": "22b0f39e-ef3c-4f69-c540-af942941e933"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Training samples : 22,627\n",
"Test samples : 5,657\n",
"Features : 13\n",
"\n",
"Classification data ready.\n"
]
}
],
"source": [
"final_clf_features = [f for f in final_features if f in df.columns]\n",
"\n",
"clf_df = df[final_clf_features + ['Price_Category']].dropna().copy()\n",
"X_clf = pd.get_dummies(clf_df[final_clf_features],\n",
" columns=['BOROUGH', 'Market_Tier'], drop_first=True)\n",
"y_clf = clf_df['Price_Category']\n",
"\n",
"X_train_c, X_test_c, y_train_c, y_test_c = train_test_split(\n",
" X_clf, y_clf, test_size=0.2, random_state=SEED, stratify=y_clf\n",
")\n",
"\n",
"print(f'Training samples : {X_train_c.shape[0]:,}')\n",
"print(f'Test samples : {X_test_c.shape[0]:,}')\n",
"print(f'Features : {X_train_c.shape[1]}')\n",
"print('\\nClassification data ready.')"
]
},
{
"cell_type": "markdown",
"source": [
"
\n",
"\n",
"---\n",
"\n",
"
"
],
"metadata": {
"id": "75xPnIjfqHEh"
}
},
{
"cell_type": "markdown",
"source": [
"# Part 8: Train & Eval Classification Models\n",
"\n"
],
"metadata": {
"id": "Ii0otL-qqHOt"
}
},
{
"cell_type": "markdown",
"source": [
"#### 8.1 Answer the following here, and later mention it in your presentation.\n",
"\n"
],
"metadata": {
"id": "co-38v1UsPd2"
}
},
{
"cell_type": "markdown",
"source": [
"In the context of your dataset/task, explain what would be more importatnt - precision or recall.\n",
"\n"
],
"metadata": {
"id": "1XM_xVUGsfon"
}
},
{
"cell_type": "markdown",
"metadata": {
"id": "_7onMXpB9XHi"
},
"source": [
"## Three Classification Models\n",
"\n",
"I train three different classification algorithms on the same engineered feature set.\n",
"\n",
"**Logistic Regression** - The simplest classifier, fits a linear decision boundary. Serves as an interpretable baseline.\n",
"\n",
"**Random Forest Classifier** - An ensemble of decision trees that votes on the class. Handles non-linear boundaries and feature interactions well.\n",
"\n",
"**Gradient Boosting Classifier** - A sequential ensemble that builds trees to correct previous mistakes. Generally the strongest performer on structured tabular data.\n",
"\n",
"## 8.1 - Precision vs. Recall\n",
"\n",
"**RECALL is more important** in this real estate context. Missing a truly High-value property (a False Negative) means an investor severely underprices an asset or misses a premium opportunity. A False Positive (predicting High when Medium) leads to over-optimism but is less financially damaging.\n",
"\n",
"## 8.1 - False Positive vs. False Negative\n",
"\n",
"**FALSE NEGATIVES are more critical.** Predicting a High-value property as Low/Medium causes the seller to underprice it. Predicting Low/Medium as High leads to extra scrutiny but the true value is discovered before transacting.\n"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "t25gL9cf9XHi",
"outputId": "3f3926e0-6e01-4678-897a-a849b2b7f5bf"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"=== 8.1a: Precision vs. Recall ===\n",
"RECALL is more important in this real estate task.\n",
"Missing a High-value property (False Negative) = investor underprices asset = costly.\n",
"False Positive (predicting High when Medium) = over-optimism, less financially damaging.\n",
"\n",
"=== 8.1b: False Positive vs. False Negative ===\n",
"FALSE NEGATIVES are more critical.\n",
"Predicting High as Low/Medium -> seller underprices property -> financial loss.\n",
"Predicting Low/Medium as High -> investor investigates, discovers true value before transacting.\n"
]
}
],
"source": [
"print('=== 8.1a: Precision vs. Recall ===')\n",
"print('RECALL is more important in this real estate task.')\n",
"print('Missing a High-value property (False Negative) = investor underprices asset = costly.')\n",
"print('False Positive (predicting High when Medium) = over-optimism, less financially damaging.')\n",
"print()\n",
"print('=== 8.1b: False Positive vs. False Negative ===')\n",
"print('FALSE NEGATIVES are more critical.')\n",
"print('Predicting High as Low/Medium -> seller underprices property -> financial loss.')\n",
"print('Predicting Low/Medium as High -> investor investigates, discovers true value before transacting.')"
]
},
{
"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": "code",
"execution_count": null,
"metadata": {
"id": "y1YAzDNy9XHi"
},
"outputs": [],
"source": [
"# See explanation cell above - False Negatives are more critical in this context."
]
},
{
"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": "markdown",
"metadata": {
"id": "8ER4x7je9XHi"
},
"source": [
"## Train and Evaluate All Three Models\n",
"\n",
"For each model I:\n",
"1. Train on the classification training set\n",
"2. Print the **classification report** (precision, recall, F1, support for each class)\n",
"3. Plot the **confusion matrix** showing exactly which classes the model confuses\n",
"4. Highlight the most important errors (True High predicted as Low = most costly mistake)\n"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "Tr5bxkaT9XHi",
"outputId": "414867f5-f000-43bb-fc36-dadbacf8e663"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"=======================================================\n",
" Logistic Regression\n",
"=======================================================\n",
" precision recall f1-score support\n",
"\n",
" Low 0.67 0.71 0.69 1886\n",
" Medium 0.60 0.68 0.64 1890\n",
" High 0.49 0.39 0.43 1881\n",
"\n",
" accuracy 0.59 5657\n",
" macro avg 0.59 0.59 0.59 5657\n",
"weighted avg 0.59 0.59 0.59 5657\n",
"\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Critical errors for Logistic Regression:\n",
" True High -> Predicted Low : 120 (False Negatives - most costly)\n",
" True Low -> Predicted High : 252 (False Positives)\n",
" Medium misclassified : 1143 (boundary confusion - expected)\n",
"\n",
"=======================================================\n",
" Random Forest\n",
"=======================================================\n",
" precision recall f1-score support\n",
"\n",
" Low 0.78 0.84 0.81 1886\n",
" Medium 0.70 0.66 0.68 1890\n",
" High 0.58 0.57 0.58 1881\n",
"\n",
" accuracy 0.69 5657\n",
" macro avg 0.69 0.69 0.69 5657\n",
"weighted avg 0.69 0.69 0.69 5657\n",
"\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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zg66ubqHPKlD45/4pP9cfwszMDGXLln3n51UsFhfKVr2tYNjR3Nwcbm5uhba3V5VVrlwZY8aMwZEjR3Dr1i1kZmZi4cKFwn7eObyEiACIREraVH0xJYeBEZWo8ePHQ09PDwMGDEBsbGyh/Q8fPsTSpUsB5A0FAcCSJUvk6ixatAgACq0c+hiVK1dGYmIibty4IZS9ePGi0Aqh+Pj4QscW3Ojw7aXWBcqVK4c6deogMDBQLtC4desWjhw5IlxnSWjVqhVmzpyJFStWvHdoQkNDo1Cm4ffff8fz58/lygoCuKKCyOKaMGECIiMjERgYiEWLFqFixYrw9PQs9D5+7HL9ypUro1u3bggICEBMTAyAvOsViURyGcEnT5588ONhNDQ04O7ujj179iAyMlIoDw8Px+HDh+XqfsrP9YfQ0NBAmzZt8Oeff8oNu8bGxiIoKAjNmzf/z+Fcd3d3SCQSzJkzB1lZWYX2F9xPLC0trdCclMqVK8PAwEDuc6Cnp6eUzxzRh+BQGpWoypUrIygoCN9//z0cHR3l7nx97tw5/P7778LdbWvXrg1PT0+sXbsWCQkJcHFxwcWLFxEYGIguXbqgVatWSutXz549MWHCBHz77bcYPny4sLS4atWqcpNxZ8yYgVOnTqFDhw6wtbVFXFwcVq1ahQoVKqB58+bvbH/+/Plo164dnJ2d4e3tLSzXl0ql7x3i+lhisRiTJ0/+z3odO3bEjBkz0K9fPzRt2hQ3b97E1q1b5SbfAnk/P0NDQ6xevRoGBgbQ09ND48aNC80x+S/Hjx/HqlWrMHXqVOH2AZs2bYKrqyumTJmCefPmCXU/drk+kHffqh07dmDJkiX45Zdf0KFDByxatAht27ZFr169EBcXh5UrV8Le3l4uOC6O6dOn49ChQ2jRogWGDBmC7OxsLF++HNWrV5dr81N+rj/UrFmzhPt1DRkyBJqamlizZg0yMjLkfjbvIpFI4O/vjz59+qBevXro2bMnzMzMEBkZiQMHDqBZs2ZYsWIF7t27h9atW6NHjx5wcnKCpqYmdu/ejdjYWLkMZ/369eHv749Zs2bB3t4e5ubm75y/RMUgEudtymqrlGJgRCXum2++wY0bNzB//nz8+eef8Pf3h7a2NmrVqoWFCxdi4MCBQt3169ejUqVKCAgIwO7du2FpaYlJkyZh6tSpSu2TiYkJdu/ejdGjR2P8+PHCPYTu378vFxh98803ePLkCTZu3Ii///4bpqamcHFxwfTp04XJr0Vxc3PDoUOHMHXqVPj6+qJMmTJwcXHB3Llzix1UlISff/4ZqampCAoKwvbt21GvXj0cOHAAEydOlKtXpkwZBAYGYtKkSRg8eDCys7OxadOmYl1DcnIy+vfvj7p16wr3pQHyVt6NGDECCxcuRNeuXdGkSROlXV+DBg3g6uoKf39/TJo0CV999RU2bNiAX375BSNHjoSdnR3mzp2LJ0+efHBgVKtWLRw+fBijR4+Gr68vKlSogOnTp+PFixeF2vxUn+sPVb16dZw+fRqTJk2Cn58fcnNz0bhxY/z666+F7mH0Lr169YKVlRV++eUXzJ8/HxkZGShfvjxatGghrFy0trbGDz/8gGPHjmHLli3Q1NREtWrVsGPHDnTr1k1oy9fXF0+fPsW8efOQnJwMFxcXBkbKUDAMpqy2SimRTBUz94iIiOiTSEpKglQqhXbdIRBpaCulTVlOBjKurUJiYqLCK2e/FMwYERERqQMOpSmk9F4ZERERUTExY0RERKQOOMdIIQyMiIiI1IISh9JK8YBT6b0yIiIiomJixoiIiEgdcChNIQyMVCQ3NxfR0dEwMDDg7e+JiNSYTCZDcnIyrKys3vlwavp0GBipSHR09H8+f4iIiNRHVFQUKlSoUHIn4HJ9hTAwUhEDAwMAgJnHWoi1iveEcio9Vv7orOou0GegvrWRqrtAKpScnIRa1eyE74USw6E0hTAwUpGC4TOxli7EWmVV3BtSlbL6JfwfIX0RDErZnYPpw3BaxeeBgREREZE64FCaQkrvlREREREVEzNGRERE6oBzjBTCwIiIiEgdcChNIaX3yoiIiIiKiRkjIiIidSASKTFjxKE0IiIi+pKJRXmbstoqpTiURkRERJSPGSMiIiJ1wMnXCim9V0ZERERUTMwYERERqQPex0ghDIyIiIjUAYfSFFJ6r4yIiIiomJgxIiIiUgccSlMIM0ZERERE+ZgxIiIiUgecY6QQBkZERETqgENpCim9IR8RERFRMTFjREREpA44lKYQBkZERETqgENpCim9IR8RERFRMTFjREREpBaUOJRWivMqpffKiIiIiIqJGSMiIiJ1wDlGCmFgREREpA5EIiWuSiu9gRGH0oiIiIjyMWNERESkDngfI4WU3isjIiKiz8KpU6fQqVMnWFlZQSQSYc+ePe+sO3jwYIhEIixZskSuPD4+Hh4eHpBIJDA0NIS3tzdSUlLk6ty4cQMtWrSAjo4OrK2tMW/evGL3lYERERGROiiYfK2srRhSU1NRu3ZtrFy58r31du/ejfPnz8PKyqrQPg8PD9y+fRvBwcHYv38/Tp06hUGDBgn7k5KS0KZNG9ja2uLKlSuYP38+pk2bhrVr1xarrxxKIyIiUgclMJSWlJQkV6ytrQ1tbe1C1du1a4d27dq9t8nnz59j2LBhOHz4MDp06CC3Lzw8HIcOHcKlS5fQoEEDAMDy5cvRvn17LFiwAFZWVti6dSsyMzOxceNGaGlpoXr16ggLC8OiRYvkAqj/wowRERERfRBra2tIpVJh8/Pz+6B2cnNz0adPH4wbNw7Vq1cvtD80NBSGhoZCUAQAbm5uEIvFuHDhglCnZcuW0NLSEuq4u7sjIiICr1+/VrgvzBgRERGpgxK4j1FUVBQkEolQXFS2SBFz586FpqYmhg8fXuT+mJgYmJuby5VpamrC2NgYMTExQh07Ozu5OhYWFsI+IyMjhfrCwIiIiEgdlMBQmkQikQuMPsSVK1ewdOlSXL16FaLP4P5IHEojIiIilTl9+jTi4uJgY2MDTU1NaGpq4unTpxgzZgwqVqwIALC0tERcXJzccdnZ2YiPj4elpaVQJzY2Vq5OweuCOopgYERERKQOVLgq7X369OmDGzduICwsTNisrKwwbtw4HD58GADg7OyMhIQEXLlyRTju+PHjyM3NRePGjYU6p06dQlZWllAnODgYDg4OCg+jARxKIyIiohKWkpKCBw8eCK8fP36MsLAwGBsbw8bGBiYmJnL1y5QpA0tLSzg4OAAAHB0d0bZtWwwcOBCrV69GVlYWfHx80LNnT2Fpf69evTB9+nR4e3tjwoQJuHXrFpYuXYrFixcXq68MjIiIiNSASCRS3hyeYrZz+fJltGrVSng9evRoAICnpycCAgIUamPr1q3w8fFB69atIRaL0a1bNyxbtkzYL5VKceTIEQwdOhT169eHqakpfH19i7VUH2BgREREpBZUGRi5urpCJpMpXP/JkyeFyoyNjREUFPTe42rVqoXTp08Xq29v4xwjIiIionzMGBEREakDUf6mrLZKKWaMiIiIiPIxY0RERKQGVDnH6EvCwIiIiEgNMDBSDIfSiIiIiPIxY0RERKQGmDFSDDNGRERERPmYMSIiIlIDzBgphoERERGROuB9jBTCoTQiIiKifMwYERERqQEOpSmGgREREZEaEImgxMBIOc18jjiURkRERJSPGSMiIiI1IIISh9JKccqIGSMiIiKifMwYERERqQFOvlYMAyMiIiJ1wPsYKYSBEX2whpVNMMitKmrYGMJCqosf14Yi+MYLAICmWIQxnZzgWt0S1iZ6SE7Pwtm7cZi39zbiEtOFNk5Nd0cFEz25duf9eQurg+8Jr6tZSTC9Rx3UsjXCq5QMbD75EGuP3v80F0nFtm1nCHbsPiVXVr6cCZbPHwoAyMzMRkDQEZw5fxvZWdmoU6syBnm1h6FUX+6Y46fCsO+v84iOeQVdXW00beSEQV7tP9l10Mc5H/YQq387jpsRUYh9lYT1s/ujbctawv6FG//C3mPXEB2XAC1NDdR0sMb4ge1Rr3rFQm1lZGaj04+LcOdBNA5vHIvqVSp8wishdcPAiD5YWW1NhD9PxO+hT7F6UBO5fbpaGqhubYjlf91F+PNESMuWgW/32lj3ozM6zzshV3fR/jvYdvax8Do1I1v4u76OJgJ9muPs3ThM3nYNDuWlmOtRD0lvsrDt7JMSvT76cNYVzDBtYh/htYbGP9MZN209jCth9zFuWHeULauNdYF/Ye6SHfCb2l+os/dgKPb+dR59f3BD1crlkZ6RhbiXCZ/yEugjpaVnwMneCt93aIyB/9tYaH8la3PMGtUNNlYmSM/IwrrtJ+ExZjXO/DYZJkbyQfJs/72wMJXizoPoT9X90kmJQ2kyDqWVDl5eXkhISMCePXtU3ZVS4eSdWJy8E1vkvuT0bPRdcVaubNqO69gzvhWsjHQR/fqNUJ6anoW/kzOKbKdzA2uU0RBjwtYryMqR4X5MMpzKS+HdqgoDo8+YhlgMI0P9QuWpaek4FnINI4d2Rc3qdgAAn0GdMXz8KkQ8eAYH+wpISX2DoD9O4OfRPVGrRiXh2Io2Fp+s//TxvmrihK+aOL1z/7df15d7PXVYF2w7cB7hD6PRvEFVofz4+Ts4deku1s7sjxPnw0usv0QF1CowItUy0NVEbq4MSW+y5MoHt3GAT7tqiI5/g72Xo7DxxAPk5MoAAHXtjHHxwd/IypEJ9U+Fx2JwGwdIdMsUaos+Dy9i4+HtswhaZTRRtUoF9O7RGmamUjx6/ALZObmoXf2fgKeClSlMTaS4dz8vMLp+8xFkMhlevU7GsPGr8OZNBqpVsYaXx9cwNZGq8KqopGRmZWPr3nOQ6OvAyd5KKH8Zn4zx87Zjwxxv6OqUUWEPSwdlTr5W3rL/zw+X6+c7efIkGjVqBG1tbZQrVw4TJ05EdnbekM7+/fthaGiInJwcAEBYWBhEIhEmTpwoHD9gwAD07t37ne1nZGQgKSlJblMnWppijO9cA/uuRCEl/Z+hssCTDzF800V4LD2N384+xhB3B0zsUkPYbybRKZRNKnhtJtH5NJ2nYqlqXx7DBnXGlPEeGNSvPeJeJuB/MwPw5k0GXiemQFNTA3p68j87Q6keXiemAABi415DlivDrr1n0L93G4wb8R1SUt9g+i+/Iis7RxWXRCXk6NnbqNpmPCq3Hod1O04iaNEQGOdnGmUyGUbN2Yo+nZuhdjUbFfe0dCgIjJS1lVYMjAA8f/4c7du3R8OGDXH9+nX4+/tjw4YNmDVrFgCgRYsWSE5OxrVr1wDkBVGmpqYICQkR2jh58iRcXV3feQ4/Pz9IpVJhs7a2LslL+qxoikVY4d0YIpEIU7aHye3bcPwBLtz/G3ejkxB05jHm7LqJvi6VoaXJj+aXql7tKmja2AkVbSxQt5Y9Jo/thbS0dJy9cEeh43NlMmTn5MK7b1vUrWUPB/sKGDW0K17ExOPWncf/3QB9MZrWs8fhjeOwx38EXBtXw09TA/D362QAwMadp5CalgGf3m4q7iWpG377AFi1ahWsra2xYsUKVKtWDV26dMH06dOxcOFC5ObmQiqVok6dOkIgFBISglGjRuHatWtISUnB8+fP8eDBA7i4uLzzHJMmTUJiYqKwRUVFfaKrUy1NsQjLvRujvJEu+q44I5ctKkrYk3iU0RCjvHFZAMDLpHSYGmjL1Sl4/TIpvdDx9PnR09NBOUsTxMTGw0iqj+zsHKSmyv/sEhJTYZS/Ks3I0AAAUMHKTNgvlejBwKAs/n6lXpnW0q6srjbsKpihfvWKWDjxB2hoiLFt/3kAwLkr93Hl9hNUaj0Wtq6j0fyH2QCA9gMXYeTsrars9pdLpOStlGJgBCA8PBzOzs5yqcFmzZohJSUFz549AwC4uLggJCQEMpkMp0+fRteuXeHo6IgzZ87g5MmTsLKyQpUqVd55Dm1tbUgkErmttCsIiiqa6aHPijNISM38z2OcKhgiJ1eGV/nDZdcex6ORvSk0xf/8bJpXs8DDmGTOL/pCvEnPRGxcPIwM9VHJrhw0NcS4cfufzM/z6L/x96tEVM1fgu1YNS+bGv3ib6FOcsobJCenwcyUc4xKM1muDBlZeb88zRjZDUc2jcfhjeNweOM4bJ43CACwaponxg/soMpufrE4lKYYTr5WkKurKzZu3Ijr16+jTJkyqFatGlxdXRESEoLXr1+/N1tUWpXV0oCt2T8rj6xN9OBYXorEtEzEJaZj5YDGqG5tiAGrQyEWiYRMT2JaJrJyZKhrZ4w6tkYIvf83UtOzUM/OBP/rVhN7LkUKQc/ey1EY3t4Rv3jUw5rge6hqJYGXa2XM2nVDJddM/y0g6Aga1q0KM1NDxL9OxrZdIRCLxWjuXAN6ZXXQ2rUuNm09An19HZTV1cb6zYfgUKUCHOzzAiOrciZoVN8BG349jJ/6d4Surja27jiG8lamqOFYUbUXRwpLTcvAk+cvhddRL+Jx+/4zGEr0YCQpi2Wbg/F18xqwMJEgPjEVgbtOI+bvRHRsVQcAUN7CSK49PV0tAEDF8iawMjf8VJdBaoiBEQBHR0fs3LkTMplMiILPnj0LAwMDVKiQ9591wTyjxYsXC0GQq6srfvnlF7x+/RpjxoxRWf9VpaatEX4b0VJ4Pblb3s3b/jj/FEsPhuPrWnmrSw5Oai133A9LT+HC/b+RmZWLjvWtMaK9I7Q0NRD1KhWbTjzAhuMPhLrJ6dnwXHEG03vUwd4JXyE+JRPL/7rLpfqfsVfxyVi0cheSU95AYlAWjg42+GVaf0gleTfy7OfhDpFIhPlLf0dWdg7q1Kxc6MaNw3/sgk1bD2P2gt8gEotQvZotpozvBU1NDVVcEn2A6xGR6DF8pfB6+oo9AIDv2jaE39geeBAZh98nb8LrxBQYSfRQ29EGO1cMh4NdORX1uPTjqjTFiGQymey/q5UOXl5eePr0KRYvXixXbmRkBCcnJ/Tr1w8+Pj6IiIjAgAEDMHToUEybNk2oV7duXdy8eRMrVqzA4MGDER8fD0tLS2RlZeHu3btwcHBQuC9JSUmQSqWw6LcFYq2yyrpE+sJsGNZc1V2gz0AjW2NVd4FUKDkpCXblTZCYmFgi0ywKvm/M+gYq7fsmNzMNLzd7llifVUntMkYhISGoW7euXJm3tzcOHjyIcePGoXbt2jA2Noa3tzcmT54sV8/FxQVhYWHC6jNjY2M4OTkhNja2WEERERHRp8aMkWLUKmP0OWHGiABmjCgPM0bq7VNljCy8lPd9k5uZhtiAPqUyY8RVaURERET51G4ojYiISC0p8/5DpXckjRkjIiIiogLMGBEREakBTr5WDAMjIiIiNcDASDEcSiMiIiLKx4wRERGRGmDGSDHMGBERERHlY8aIiIhIHXC5vkIYGBEREakBDqUphkNpRERERPmYMSIiIlIDzBgphhkjIiIiNSCCSAiOPnor5iSjU6dOoVOnTrCysoJIJMKePXuEfVlZWZgwYQJq1qwJPT09WFlZoW/fvoiOjpZrIz4+Hh4eHpBIJDA0NIS3tzdSUlLk6ty4cQMtWrSAjo4OrK2tMW/evGK/TwyMiIiIqESlpqaidu3aWLlyZaF9aWlpuHr1KqZMmYKrV69i165diIiIwDfffCNXz8PDA7dv30ZwcDD279+PU6dOYdCgQcL+pKQktGnTBra2trhy5Qrmz5+PadOmYe3atcXqK4fSiIiI1IAqh9LatWuHdu3aFblPKpUiODhYrmzFihVo1KgRIiMjYWNjg/DwcBw6dAiXLl1CgwYNAADLly9H+/btsWDBAlhZWWHr1q3IzMzExo0boaWlherVqyMsLAyLFi2SC6D+CzNGRERE9EGSkpLktoyMDKW0m5iYCJFIBENDQwBAaGgoDA0NhaAIANzc3CAWi3HhwgWhTsuWLaGlpSXUcXd3R0REBF6/fq3wuRkYERERqQORkjcA1tbWkEqlwubn5/fR3UxPT8eECRPwww8/QCKRAABiYmJgbm4uV09TUxPGxsaIiYkR6lhYWMjVKXhdUEcRHEojIiJSAyUxlBYVFSUELwCgra39Ue1mZWWhR48ekMlk8Pf3/6i2PhQDIyIiIvogEolELjD6GAVB0dOnT3H8+HG5di0tLREXFydXPzs7G/Hx8bC0tBTqxMbGytUpeF1QRxEcSiMiIlIDSluqr8TMU4GCoOj+/fs4evQoTExM5PY7OzsjISEBV65cEcqOHz+O3NxcNG7cWKhz6tQpZGVlCXWCg4Ph4OAAIyMjhfvCwIiIiIhKVEpKCsLCwhAWFgYAePz4McLCwhAZGYmsrCx0794dly9fxtatW5GTk4OYmBjExMQgMzMTAODo6Ii2bdti4MCBuHjxIs6ePQsfHx/07NkTVlZWAIBevXpBS0sL3t7euH37NrZv346lS5di9OjRxeorh9KIiIjUgEiUtymrreK4fPkyWrVqJbwuCFY8PT0xbdo07N27FwBQp04dueNOnDgBV1dXAMDWrVvh4+OD1q1bQywWo1u3bli2bJlQVyqV4siRIxg6dCjq168PU1NT+Pr6FmupPsDAiIiISC3kBUbKmnxdvPqurq6QyWTv3P++fQWMjY0RFBT03jq1atXC6dOni9e5t3AojYiIiCgfM0ZERETqQIlDacV8VNoXhYERERGRGlDlI0G+JBxKIyIiIsrHjBEREZEaUOWqtC8JM0ZERERE+ZgxIiIiUgNisQhisXJSPTIltfM5YmBERESkBjiUphgOpRERERHlY8aIiIhIDXC5vmKYMSIiIiLKx4wRERGRGuAcI8UwMCIiIlIDHEpTDIfSiIiIiPIxY0RERKQGmDFSDAMjIiIiNcA5RorhUBoRERFRPmaMiIiI1IAIShxKQ+lNGTFjRERERJSPGSMiIiI1wDlGimFgREREpAa4Kk0xHEojIiIiyseMERERkRrgUJpimDEiIiIiyseMERERkRrgHCPFMDAiIiJSAxxKUwyH0oiIiIjyMWNERESkBjiUphhmjIiIiIjyMWNERESkDpQ4x6gUPyqNgREREZE64FCaYjiURkRERJSPGSMiIiI1wOX6imFgpGIrf2wKPX0DVXeDVGTKntuq7gJ9Bjb3a6jqLpAKpSRnfJLzcChNMRxKIyIiIsrHjBEREZEa4FCaYpgxIiIiIsrHjBEREZEa4BwjxTAwIiIiUgMMjBTDoTQiIiKifMwYERERqQFOvlYMM0ZERERE+ZgxIiIiUgOcY6QYBkZERERqgENpiuFQGhEREZWoU6dOoVOnTrCysoJIJMKePXvk9stkMvj6+qJcuXLQ1dWFm5sb7t+/L1cnPj4eHh4ekEgkMDQ0hLe3N1JSUuTq3LhxAy1atICOjg6sra0xb968YveVgREREZEaKBhKU9ZWHKmpqahduzZWrlxZ5P558+Zh2bJlWL16NS5cuAA9PT24u7sjPT1dqOPh4YHbt28jODgY+/fvx6lTpzBo0CBhf1JSEtq0aQNbW1tcuXIF8+fPx7Rp07B27dpi9ZVDaURERGpABCUOpRWzfrt27dCuXbsi98lkMixZsgSTJ09G586dAQCbN2+GhYUF9uzZg549eyI8PByHDh3CpUuX0KBBAwDA8uXL0b59eyxYsABWVlbYunUrMjMzsXHjRmhpaaF69eoICwvDokWL5AKo/8KMEREREX2QpKQkuS0jI6PYbTx+/BgxMTFwc3MTyqRSKRo3bozQ0FAAQGhoKAwNDYWgCADc3NwgFotx4cIFoU7Lli2hpaUl1HF3d0dERARev36tcH8YGBEREakBsUik1A0ArK2tIZVKhc3Pz6/Y/YqJiQEAWFhYyJVbWFgI+2JiYmBubi63X1NTE8bGxnJ1imrj3+dQBIfSiIiI6INERUVBIpEIr7W1tVXYG+VgxoiIiEgNFCzXV9YGABKJRG77kMDI0tISABAbGytXHhsbK+yztLREXFyc3P7s7GzEx8fL1SmqjX+fQxEMjIiIiNSAKlelvY+dnR0sLS1x7NgxoSwpKQkXLlyAs7MzAMDZ2RkJCQm4cuWKUOf48ePIzc1F48aNhTqnTp1CVlaWUCc4OBgODg4wMjJSuD8MjIiIiKhEpaSkICwsDGFhYQDyJlyHhYUhMjISIpEII0eOxKxZs7B3717cvHkTffv2hZWVFbp06QIAcHR0RNu2bTFw4EBcvHgRZ8+ehY+PD3r27AkrKysAQK9evaClpQVvb2/cvn0b27dvx9KlSzF69Ohi9ZVzjIiIiNSAWJS3Kaut4rh8+TJatWolvC4IVjw9PREQEIDx48cjNTUVgwYNQkJCApo3b45Dhw5BR0dHOGbr1q3w8fFB69atIRaL0a1bNyxbtkzYL5VKceTIEQwdOhT169eHqakpfH19i7VUH2BgRERERCXM1dUVMpnsnftFIhFmzJiBGTNmvLOOsbExgoKC3nueWrVq4fTp0x/cT4CBERERkXoQKfHhr6X4WWkMjIiIiNQAHyKrGE6+JiIiIsrHjBEREZEaEOX/UVZbpRUzRkRERET5mDEiIiJSA6pcrv8lYWBERESkBpR5x2pl3vn6c8OhNCIiIqJ8zBgRERGpAS7XVwwDIyIiIjUgFokgVlJEo6x2PkccSiMiIiLKx4wRERGRGuBQmmIUCoz27t2rcIPffPPNB3eGiIiISJUUCoy6dOmiUGMikQg5OTkf0x8iIiIqAVyurxiFAqPc3NyS7gcRERGVIA6lKeajJl+np6crqx9EREREKlfswCgnJwczZ85E+fLloa+vj0ePHgEApkyZgg0bNii9g0RERPTxCpbrK2srrYodGM2ePRsBAQGYN28etLS0hPIaNWpg/fr1Su0cERER0adU7MBo8+bNWLt2LTw8PKChoSGU165dG3fv3lVq54iIiEg5REreSqti38fo+fPnsLe3L1Sem5uLrKwspXSKiIiIlIur0hRT7IyRk5MTTp8+Xaj8jz/+QN26dZXSKSIiIiJVKHbGyNfXF56ennj+/Dlyc3Oxa9cuREREYPPmzdi/f39J9JGIiIg+kliUtymrrdKq2Bmjzp07Y9++fTh69Cj09PTg6+uL8PBw7Nu3D19//XVJ9JGIiIg+UsFQmrK20uqDnpXWokULBAcHK7svRERERCr1wQ+RvXz5MsLDwwHkzTuqX7++0jpFREREyleKEz1KU+zA6NmzZ/jhhx9w9uxZGBoaAgASEhLQtGlTbNu2DRUqVFB2H4mIiIg+iWLPMRowYACysrIQHh6O+Ph4xMfHIzw8HLm5uRgwYEBJ9JGIiIg+EucYKabYGaOTJ0/i3LlzcHBwEMocHBywfPlytGjRQqmdIyIiIuXgqjTFFDtjZG1tXeSNHHNycmBlZaWUThERERGpQrEDo/nz52PYsGG4fPmyUHb58mWMGDECCxYsUGrniIiISDk4lKYYhYbSjIyM5N6E1NRUNG7cGJqaeYdnZ2dDU1MT/fv3R5cuXUqko0REREQlTaHAaMmSJSXcDSIiIipJynz4a+nNFykYGHl6epZ0P4iIiKgEiUUiiJU0BKasdj5HH3yDRwBIT09HZmamXJlEIvmoDhERERGpSrEnX6empsLHxwfm5ubQ09ODkZGR3EZERESfH5FIuVtpVezAaPz48Th+/Dj8/f2hra2N9evXY/r06bCyssLmzZtLoo9ERET0kbgqTTHFHkrbt28fNm/eDFdXV/Tr1w8tWrSAvb09bG1tsXXrVnh4eJREP4mIiIhKXLEzRvHx8ahUqRKAvPlE8fHxAIDmzZvj1KlTyu0dERERKQWH0hRT7IxRpUqV8PjxY9jY2KBatWrYsWMHGjVqhH379gkPlSX1tG1nCLbvPilXVr6cCVbM9wEAZGZmY1PQYZw5fxvZWdmoU8seP3q1h6FUX6i/fvNfCL8XhchncahgZYrFcwZ/0mug4qtdQYofGlvDwcIApgba+HnXLZy+/7dcHe/mFdGpdjnoa2vi5vMkLDxyD89evwEA1LE2xPJedYpse2DgFdyNSQYANLIzQv/mdrAzKYvMnFyERSVi5fGHiElKL9Hro+L7/UAofj94Hi9iXwMAKtlaYNAPrdGsQTUAQEZmFhatP4Ajp64jMysbzvWqYtKQLjAxMgAA3HsUjU2/hyDszhMkJKWinLkRurdvgl6dm6vsmkh9FDsw6tevH65fvw4XFxdMnDgRnTp1wooVK5CVlYVFixaVRB8/WEhICFq1aoXXr1/D0NAQAQEBGDlyJBISElTdtVLLuoIZpk/sK7zW0PgnKblx6yFcCbuPccO+g15ZbawN/Atzl+yA39T+cm20dqmD+w+f40lk7CfrN304HS0NPIhLxYEbMZjTtUah/b0aW6Nb/QqYcyAcLxLT4d3CDgt71EKf9ZeQmZOLW88T0XnFObljBrSoiPq2RkJQVE6qgzlda2LHpSjM2HcH+tqaGPaVPWZ/Wx3egVc+yXWS4sxNpRju1Q42VqaQQYZ9R69g1MzN+G3ZcFS2tcTCdftx5lI45k7ygH5ZHcxd/SfGzt6CTQuGAADuPHgOY0N9zBrbExamUlwPf4rZK3ZBLBajZ6emKr66LxeX6yum2ENpo0aNwvDhwwEAbm5uuHv3LoKCgnDt2jWMGDGiWG15eXlBJBJh8ODCWYGhQ4dCJBLBy8uruF18p++//x737t1TWntUmIZYDCNDfWGTGJQFAKSmpeNYyDX083BHrep2qGxnhWGDOuPu/ShEPHgmHD+gbzu0/7oRLMy4wvFLceFRPNafflwoS1SgR4MK2Bz6FGcevMLDl6mYvT8cJvraaFHVFACQnStDfGqmsCW+yUJze1McvBkjtOFgaQANEbDu1GNEJ6TjXmwKfrsYBXsLfWiU5qdZfqFcGjuhecNqsClvCtvyZvDxbIuyOlq4eTcSyalvsOfIJYwe0BGNatvDqUoFTBv5Ha6HP8WNu08BAF3aNMS4H79B/ZqVUKGcCTp8VQ+d3Brg+LlbKr6yLxuH0hRT7MDobba2tujatStq1ar1QcdbW1tj27ZtePPmjVCWnp6OoKAg2NjYfGz35Ojq6sLc3FypbZK8F7Hx6O+zEINHLcXiVbvw8u9EAMDDxy+QnZOL2tUrCXUrWJnCzESKiPtRquoulbByUh2Y6Gvj8pPXQllqZg7Co5NQ3aroe541tzeBRLeMXGAUEZOMXBnQvpYlxCJAT0sD7jUscPnJa+Tkykr8OujD5eTk4vDJMLxJz0QtR1uEP3iO7OwcNK5TRahjZ20OSzND3AiPfGc7KanpkBrofoouk5pTaCht2bJlCjdYkE1SVL169fDw4UPs2rVLWNG2a9cu2NjYwM7OTqiXm5uLuXPnYu3atYiJiUHVqlUxZcoUdO/eXahz8OBBjBw5ElFRUWjSpEmhO3a/PZTm5eWFhIQE7NmzR6gzcuRIhIWFISQkBADg6uqKmjVrQkNDA4GBgdDS0sKsWbPQq1cv+Pj44I8//oCFhQWWL1+Odu3aFevaS5sq9uUxbFBnlC9nitcJydi++yT+N3MTlv7yExISU6CpqQE9PR25Y6RSPSQkpqiox1TSTPS1AACvU+VvBBuflgljPa0ij+lQqxwuPo7Hy+QMoexFYjrG7LiO6Z2rY6y7AzTFItx8nojxv98suc7TR7n/5AW8xqxCZmY2dHW1sHByX1SysUDEo2iU0dSAgb58kGNipI9Xr5OLbOv6nScIPn0dS6f1+xRdL7WUucxe7ZfrL168WKHGRCJRsQMjAOjfvz82bdokBEYbN25Ev379hOAEAPz8/PDrr79i9erVqFKlCk6dOoXevXvDzMwMLi4uiIqKQteuXTF06FAMGjQIly9fxpgxY4rdl6IEBgZi/PjxuHjxIrZv346ffvoJu3fvxrfffouff/4ZixcvRp8+fRAZGYmyZcsW2UZGRgYyMv75jz4pKUkpffuc1K/9z2+AFW0sULVyBQwauQRnL9yGllYZFfaMvhRmBtpoZGeMqX/elis31tPC+LYOOHQrBkfvxKGslga8W9hhZpfqGLX9uop6S+9TsbwZfls+Aimp6Th29iZ8F+3A+rk/FrudB09iMGrmZgzq5QbnelVLoKf0KeTk5GDatGn49ddfERMTAysrK3h5eWHy5MlCkCWTyTB16lSsW7cOCQkJaNasGfz9/VGlyj/fLfHx8Rg2bBj27dsHsViMbt26YenSpdDX13/XqYtNocDo8ePHSjthUXr37o1Jkybh6dO88eWzZ89i27ZtQmCUkZGBOXPm4OjRo3B2dgaQtzruzJkzWLNmDVxcXODv74/KlStj4cKFAAAHBwfcvHkTc+fO/ej+1a5dG5MnTwYATJo0Cb/88gtMTU0xcOBAAICvry/8/f1x48YNNGnSpMg2/Pz8MH369I/uy5dET08HVpYmeBEbj9o1KiM7OwepqelyWaPExFS5VWlUurxKycsUGelp4dW/skbGZbVwP65wprB9TUskvcnCmQev5Mq/rWeFlIxs+Ic8Espm7g/HriHOcLKS4E506ftF40tXpowmbKzy5pE5VamA2/eeIejPM2jTsjaysnOQnPJGLmv06nWKsCqtwKPIWAz+3zp0bdsIA3q2/qT9L43EUML8mX+1VRxz586Fv78/AgMDUb16dVy+fBn9+vWDVCoVEirz5s3DsmXLEBgYCDs7O0yZMgXu7u64c+cOdHTyvjc8PDzw4sULBAcHIysrC/369cOgQYMQFBSkpCtT3nv0UczMzNChQwcEBARg06ZN6NChA0xNTYX9Dx48QFpaGr7++mvo6+sL2+bNm/Hw4UMAQHh4OBo3bizXbkEQ9bH+PX9KQ0MDJiYmqFmzplBmYWEBAIiLi3tnG5MmTUJiYqKwRUWV/nk1b9IzERMXDyNDA1S2KwdNDTFu3P7ni+159N94+SoRDlWsVdhLKkkvEtPxKiUD9W0NhbKyWhpwtJLgdhHBTPualjh0O7bQvCEdTQ3I3ppKlJtfh3Ovvwy5MhmysnLgaF8empoauHj9gbDvybOXiHmZgFqO/8wrffg0BoMmrUXH1vXh49lWFV0udVR55+tz586hc+fO6NChAypWrIju3bujTZs2uHjxIoC8bNGSJUswefJkdO7cGbVq1cLmzZsRHR0tTHcJDw/HoUOHsH79ejRu3BjNmzfH8uXLsW3bNkRHRyvtffqoh8gqU//+/eHjk3e/m5UrV8rtS0nJ+83ywIEDKF++vNw+bW3tDz6nWCyG7K3/bbOysgrVK1NGfhhIJBLJlRV8QHJzc995Lm1t7Y/q65cgIOgIGtStCnNTQ8S/Tsa2XSEQi8Vo4VwDemV10Nq1LjZtPQJ9fV2U1dXGus1/waFKBTjYVxDaeBETj/SMTLxOTEFmZjYeP82bgFuhvBnKaGqo6tLoPXTLaKC80T+/+ZeT6sDeXB9Jb7IQl5yBHZefwbOpLZ69foMXCekY0MIOr1IycPqe/Cq2+raGsDLUxf7rLwqdI/ThK/RoWAFeTW1xNDxvKG1Qy0p4kZi3Qo0+L8sD/kLTBg4oZ2aI1DcZOBQShis3H2HlzP4w0NNFlzYNsXDdfkj0y0KvrDbmrf4TtarZoFY1WwB5w2c//rwWzvWqoneXFvg7Pm/ukYaGCEbMMH9W3p4W8q7vuqZNm2Lt2rW4d+8eqlatiuvXr+PMmTPCbX4eP36MmJgYuLm5CcdIpVI0btwYoaGh6NmzJ0JDQ2FoaIgGDRoIddzc3CAWi3HhwgV8++23SrmmzyYwatu2LTIzMyESieDu7i63z8nJCdra2oiMjISLi0uRxzs6OmLv3r1yZefPn3/vOc3MzHDrlvzyz7CwsEKBECnmVXwSFq3cieSUN5AalIWjgw1+meYNqUQPANDfoy1EosOYt3QHsrJzUKdmZfzo1UGujZXr9+J2/pJdABj9vzUAgDWLR8DczPCTXQspzsHSQO4GjcNa2wMA/roZgzkH7yLoQhR0y2hgnLsD9HU0cfNZIsbuuIHMHPlfJDrUKoebzxIRGZ9W6BxXIxMwY184ejWyxg+NbZCRlYNb0Ul57WS/+xcSUo34hBT4LtyBv+OToK+ngyoVy2HlzP5oUjdvjtCYgR0hEokwbs6Wf93g8Z8vtaNnb+J1YioOnriGgyeuCeXlzI1wYNPET349pYVIpLwMa0HCyNpaPuM/depUTJs2rVD9iRMnIikpCdWqVYOGhgZycnIwe/ZsYW5xTEzeL8EFIzAFLCwshH0xMTGFVpZramrC2NhYqKMMn01gpKGhgfDwcOHv/2ZgYICxY8di1KhRyM3NRfPmzZGYmIizZ89CIpHA09MTgwcPxsKFCzFu3DgMGDAAV65cQUBAwHvP+dVXX2H+/PnYvHkznJ2d8euvv+LWrVuoW7duSV1mqTbGp/t792tpaeJHrw6FgqF/mzXZS8m9opIWFpWAFnND3ltnw5kn2HDmyXvrzNgX/t79x8LjcCz83cPV9PmYOvK79+7X1iqDSUO6YNKQLkXuH+zxNQZ7fF0CPSNli4qKgkTyz6033jUysmPHDmzduhVBQUGoXr06wsLCMHLkSFhZWRVaQa5qn8UcowISiUTuDf63mTNnYsqUKfDz84OjoyPatm2LAwcOCEv6bWxssHPnTuzZswe1a9fG6tWrMWfOnPeez93dHVOmTMH48ePRsGFDJCcno2/fvu89hoiI6EskFil3A/753i7Y3hUYjRs3DhMnTkTPnj1Rs2ZN9OnTB6NGjYKfnx8AwNLSEgAQGyv/xIPY2Fhhn6WlZaG5vNnZ2YiPjxfqKMMHZYxOnz6NNWvW4OHDh/jjjz9Qvnx5bNmyBXZ2dmjeXPFn2fxXRuff9xcSiUQYMWLEe++u3bFjR3Ts2FGurF+/f+574eXlVehO2tOnT3/varF/3zKgwJMnTwqVvT1XiYiI6HOiyvsYpaWlQSyWz8VoaGgIc3Pt7OxgaWmJY8eOoU6dOgDy5i9duHABP/30E4C8BVUJCQm4cuUK6tevDwA4fvw4cnNzCy2++hjFzhjt3LkT7u7u0NXVxbVr14R78yQmJv5nhoaIiIjUT6dOnTB79mwcOHAAT548we7du7Fo0SJhwrRIJMLIkSMxa9Ys7N27Fzdv3kTfvn1hZWWFLl26AIAwWjRw4EBcvHgRZ8+ehY+PD3r27AkrKyul9bXYgdGsWbOwevVqrFu3Tm6ScrNmzXD16lWldYyIiIiUpySG0hS1fPlydO/eHUOGDIGjoyPGjh2LH3/8ETNnzhTqjB8/HsOGDcOgQYPQsGFDpKSk4NChQ8I9jABg69atqFatGlq3bo327dujefPmWLt2rbLeIgAfMJQWERGBli1bFiqXSqV8aj0REdFnSpkPfy1uOwYGBliyZAmWLFnynjZFmDFjBmbMmPHOOsbGxkq9mWNRip0xsrS0xIMHDwqVnzlzBpUqVSriCCIiIqIvQ7EDo4EDB2LEiBG4cOECRCIRoqOjsXXrVowdO1aYIEVERESfF7FIpNSttCr2UNrEiRORm5uL1q1bIy0tDS1btoS2tjbGjh2LYcOGlUQfiYiIiD6JYgdGIpEI//vf/zBu3Dg8ePAAKSkpcHJyUuqTbYmIiEi5VPkQ2S/JB9/5WktLC05OTsrsCxEREZUQVU6+/pIUOzBq1arVe2/sdPz48Y/qEBEREZGqFDswKrgjZYGsrCyEhYXh1q1bn93zToiIiCiPGMqbNC1G6U0ZFTswWrx4cZHl06ZNQ0pKykd3iIiIiEhVlDZ/qnfv3ti4caOymiMiIiIlKphjpKyttPrgyddvCw0NlbttNxEREX0+PuRRHu9rq7QqdmDUtWtXudcymQwvXrzA5cuXMWXKFKV1jIiIiOhTK3ZgJJVK5V6LxWI4ODhgxowZaNOmjdI6RkRERMojEkFpk685lJYvJycH/fr1Q82aNWFkZFRSfSIiIiIl432MFFOsydcaGhpo06YNEhISSqg7RERERKpT7FVpNWrUwKNHj0qiL0RERFRCCiZfK2srrYodGM2aNQtjx47F/v378eLFCyQlJcltRERERF8qhecYzZgxA2PGjEH79u0BAN98843co0FkMhlEIhFycnKU30siIiL6KKL8P8pqq7RSODCaPn06Bg8ejBMnTpRkf4iIiKgE8D5GilE4MJLJZAAAFxeXEusMERERkSoVa7m+qDSvzyMiIirFmDFSTLECo6pVq/5ncBQfH/9RHSIiIiJSlWIFRtOnTy9052siIiL6/IlEIqWN/JTmEaRiBUY9e/aEubl5SfWFiIiISgiH0hSj8H2MSnN0SERERAR8wKo0IiIi+vLwWWmKUTgwys3NLcl+EBEREalcseYYERER0ZdJLBJBrKRUj7La+RwxMCIiIlIDnHytmGI/RJaIiIiotGLGiIiISB0ocfJ1KX6GLAMjIiIidSCGCGIlRTTKaudzxKE0IiIionzMGBEREakB3sdIMcwYEREREeVjxoiIiEgNcLm+YhgYERERqQHe4FExHEojIiIiyseMERERkRrg5GvFMGNERERElI8ZIyIiIjUghhLnGJXiGzwyMCIiIlIDHEpTDIfSiIiIiPIxY0RERKQGxFBeNqQ0Z1UYGBEREakBkUgEkZLGwJTVzueoNAd9RERE9Jl4/vw5evfuDRMTE+jq6qJmzZq4fPmysF8mk8HX1xflypWDrq4u3NzccP/+fbk24uPj4eHhAYlEAkNDQ3h7eyMlJUWp/WRgREREpAZESt6K4/Xr12jWrBnKlCmDv/76C3fu3MHChQthZGQk1Jk3bx6WLVuG1atX48KFC9DT04O7uzvS09OFOh4eHrh9+zaCg4Oxf/9+nDp1CoMGDfqQt+OdOJRGREREJWru3LmwtrbGpk2bhDI7Ozvh7zKZDEuWLMHkyZPRuXNnAMDmzZthYWGBPXv2oGfPnggPD8ehQ4dw6dIlNGjQAACwfPlytG/fHgsWLICVlZVS+sqMERERkRooeFaasjYASEpKktsyMjKKPPfevXvRoEEDfPfddzA3N0fdunWxbt06Yf/jx48RExMDNzc3oUwqlaJx48YIDQ0FAISGhsLQ0FAIigDAzc0NYrEYFy5cUN77pLSWiIiI6LOm7GE0a2trSKVSYfPz8yvyvI8ePYK/vz+qVKmCw4cP46effsLw4cMRGBgIAIiJiQEAWFhYyB1nYWEh7IuJiYG5ubncfk1NTRgbGwt1lIFDaURERPRBoqKiIJFIhNfa2tpF1svNzUWDBg0wZ84cAEDdunVx69YtrF69Gp6enp+kr4pixoiIiEgNFNz5WlkbAEgkErntXYFRuXLl4OTkJFfm6OiIyMhIAIClpSUAIDY2Vq5ObGyssM/S0hJxcXFy+7OzsxEfHy/UUQYGRkRERFSimjVrhoiICLmye/fuwdbWFkDeRGxLS0scO3ZM2J+UlIQLFy7A2dkZAODs7IyEhARcuXJFqHP8+HHk5uaicePGSusrh9KIiIjUgCpv8Dhq1Cg0bdoUc+bMQY8ePXDx4kWsXbsWa9euFdobOXIkZs2ahSpVqsDOzg5TpkyBlZUVunTpAiAvw9S2bVsMHDgQq1evRlZWFnx8fNCzZ0+lrUgDGBgRERGpBVU+EqRhw4bYvXs3Jk2ahBkzZsDOzg5LliyBh4eHUGf8+PFITU3FoEGDkJCQgObNm+PQoUPQ0dER6mzduhU+Pj5o3bo1xGIxunXrhmXLlinpqvKIZDKZTKktkkKSkpIglUoR+ypRbuIaqZdn8W9U3QX6DNR0H6fqLpAKyXIykXFzHRITS+b7oOD7ZuOpcJTVN1BKm2kpyejf0rHE+qxKzBgRERGpAT4rTTEMjIiIiNTAhzzK431tlVZclUZERESUjxkjIiIiNcChNMUwY0RERESUjxkjIiIiNaDK5fpfEgZGREREaoBDaYopzUEfERERUbEwY0RERKQGuFxfMcwYEREREeVjxoiIiEgNiER5m7LaKq0YGBEREakBMUQQK2kQTFntfI44lEZERESUjxkjIiIiNcChNMUwY0RERESUjxkjIiIiNSDK/6OstkorBkZERERqgENpiuFQGhEREVE+ZoyIiIjUgEiJy/U5lEZERERfNA6lKYZDaURERET5mDEiIiJSA8wYKYYZIyIiIqJ8zBgRERGpAd7HSDEMjIiIiNSAWJS3Kaut0opDaURERET5mDEiIiJSAxxKUwwzRkRERET5mDEiIiJSA1yurxgGRkRERGpABOUNgZXiuIhDaUREREQFmDEiIiJSA1yurxgGRkRERGqAq9IUw6E0IiIionzMGBEREakBrkpTDDNGRERERPmYMSIiIlIDIihvmX0pThgxMCIiIlIHYoggVtIYmLgUh0YcSiMiIiLKx4wRERGRGuBQmmKYMSIiIiLKx4wRERGROmDKSCEMjIiIiNQA73ytGA6lERER0Sfzyy+/QCQSYeTIkUJZeno6hg4dChMTE+jr66Nbt26IjY2VOy4yMhIdOnRA2bJlYW5ujnHjxiE7O1vp/WNgREREpA5E/9z9+mO3D00YXbp0CWvWrEGtWrXkykeNGoV9+/bh999/x8mTJxEdHY2uXbsK+3NyctChQwdkZmbi3LlzCAwMREBAAHx9fT/iDSkaAyMiIiIqcSkpKfDw8MC6detgZGQklCcmJmLDhg1YtGgRvvrqK9SvXx+bNm3CuXPncP78eQDAkSNHcOfOHfz666+oU6cO2rVrh5kzZ2LlypXIzMxUaj8ZGBEREakBkZI3AEhKSpLbMjIy3nn+oUOHokOHDnBzc5Mrv3LlCrKysuTKq1WrBhsbG4SGhgIAQkNDUbNmTVhYWAh13N3dkZSUhNu3b3/gO1I0BkZERETqoAQiI2tra0ilUmHz8/Mr8tTbtm3D1atXi9wfExMDLS0tGBoaypVbWFggJiZGqPPvoKhgf8E+ZeKqNCIiIvogUVFRkEgkwmttbe0i64wYMQLBwcHQ0dH5lN37IMwYERERqQGRkv8AgEQikduKCoyuXLmCuLg41KtXD5qamtDU1MTJkyexbNkyaGpqwsLCApmZmUhISJA7LjY2FpaWlgAAS0vLQqvUCl4X1FEWBkZERERqQFkr0oSVaQpq3bo1bt68ibCwMGFr0KABPDw8hL+XKVMGx44dE46JiIhAZGQknJ2dAQDOzs64efMm4uLihDrBwcGQSCRwcnJS2nsEcCiNiIiISpCBgQFq1KghV6anpwcTExOh3NvbG6NHj4axsTEkEgmGDRsGZ2dnNGnSBADQpk0bODk5oU+fPpg3bx5iYmIwefJkDB06tMgs1cdgYERERKQGPucngixevBhisRjdunVDRkYG3N3dsWrVKmG/hoYG9u/fj59++gnOzs7Q09ODp6cnZsyYoeSeMDAiIiKiTywkJETutY6ODlauXImVK1e+8xhbW1scPHiwhHvGwIiIiEg9fM4po88IAyMiIiI1wIfIKoar0oiIiIjyMWNERESkBoq7zP6/2iqtmDEiIiIiyqf2GaOAgACMHDmy0B0338fLywsJCQnYs2dPifWrNFoccAQzVu7F4J6u8BvTHZHRr1C789Qi627y648ubvU+cQ9JGdZvO46jZ2/icdRL6GhporZTRYzybg87a3O5emF3nmB5wCHcvBsJsYYYDpWssGbOQOholwEArA06hlMXwxHxKBplNDVwbtdMVVwOKaBp3coY1scNtavZoJyZFB5j1+LgyRvC/pVTe6NXxyZyxxwNvYPvhuctx25Wrwr2rxlRZNtfec7DtTuReX9v4oiJg9qjWqVyyMjMwrlrDzF5yS5EvYgvoSsrXTj3WjGlOjB6VwATEhKCVq1a4fXr1/j+++/Rvn171XRQjVy9/RQBu8+iepXyQll5CyPc/WuOXL3A3Wex/NejcGta/VN3kZTk8o2H6NmpKWpUtUZOTi6WBvyFH39ehz3rxqGsjhaAvKDop/9tgHfPVpg0pAs0NMSIePQC4n/l57Oys9GmZS3UdrTF7sMXVXU5pICyutq4de85ft0bil/nDyqyztFztzF0xq/C64zMbOHvF288gkPbSXL1fx7cES4NHYSgyMbKBFsXDMKqoOMYNCUQEn0dzBndDVvmDYRrn7klcFWlECMjhZTqwEgRurq60NXVVXU3SrWUtAwM8g3A0p9/wIKNh4RyDQ0xLEwlcnX3h1xHF7d60C+r3DuZ0qezes5AudezxnwPl++n4879Z2hQsxIAYP6afejVpRkGfP+VUO/tjNLQvu4AgD1HLpVwj+ljHT13B0fP3XlvnYzMbMS9Si5yX1Z2jtw+TQ0x2reshbU7TgpldapZQ0NDjFn++yGTyQAAK349hq0LBkFTQ4zsnFwlXAkR5xghICAAhoaGcmWzZs2Cubk5DAwMMGDAAEycOBF16tQpdOyCBQtQrlw5mJiYYOjQocjKyvo0nf7CjJu3HW2a1YBr42rvrRcWHomb956h9zfOn6hn9CmkpKYDAKQGZQEArxJScONuJIwN9dF75Aq4fD8dXmP9cfXWY1V2k0pY8/pVcO+wHy7+MQULJ3wPI6neO+u2a1kLxlI9BO07L5SF3Y1Cbm4uPDo1gVgsgkRPBz3aNULIxQgGRQoqiYfIlkZqHxi9bevWrZg9ezbmzp2LK1euwMbGBv7+/oXqnThxAg8fPsSJEycQGBiIgIAABAQEvLPdjIwMJCUlyW3qYOeRy7h+Nwq+Q7/5z7pb/gyFg50lGteu9Al6Rp9Cbm4u5q7ei7rVK6JKxbwnYD978QoA4L8lGN3aNcbq2QPgaF8eAyauwdPnL1XZXSohx86F46dpW9BlyHJMW/4nmtazx+9Lf4JYXPSXa5/Ozjh+PhzRcQlCWWT0K3QdthJThnRC7NkleBqyAOUtDNFv0sZPdBVfPlU9RPZLU+oDo/3790NfX19ua9eu3TvrL1++HN7e3ujXrx+qVq0KX19f1KxZs1A9IyMjrFixAtWqVUPHjh3RoUMHuScDv83Pzw9SqVTYrK2tlXJ9n7NnMa8xaeFOrJ3pJUyofZc36Zn44/BlZotKmdkrduPB0xjMm+QhlMly84ZBvmvfBN+6N4SjfXlMGPwNKlYww+7DHDYrjXYFX8Ffp27izsNoHDx5Az1Hr0b96hXRvH6VQnWtzA3xVRNHbPkzVK7c3MQAS3/uhW0HLuArz/noMGgxMrNyEDjX+1NdBqmJUh8YtWrVCmFhYXLb+vXr31k/IiICjRo1kit7+zUAVK9eHRoaGsLrcuXKIS4u7p3tTpo0CYmJicIWFRX1AVfzZbl+NxIv45Ph2mcuTJsMh2mT4Th79QHWbD8J0ybDkfOv9Pefx8PwJj0TPTsUfq/pyzR7xW6cvBCODfMGw9LMUCg3NcmbV1bJVn5OUSVrC7z4V4aASq+nz1/h79fJqFTBrNC+Xp2aID4xFX+duiFXPuC7lkhKfYOpy//EzXvPcO7aQ/zoGwjXRtXQoEbFT9TzL5tIyVtpVeonX+vp6cHe3l6u7NmzZx/dbpky8hkQkUiE3Nx3j3Nra2tDW1u9JhS3bOiAs7/9LFfmM+NXVKlogRF9v4aGxj9x+a9/nkO7ljVhamTwqbtJSiaTyTBn5R4cP3cLG+cPRgVLY7n95S2MYG4iwZNn8sNmT5+/RPMG75+HRqWDlbkhjKV6iH1VeEqBR6cm2HbwYqF5Q7o6WsjNzzYWKPjl6l1DckQfotQHRsXl4OCAS5cuoW/fvkLZpUtM738IAz0dONlbyZWV1dWCsVRPrvxR1Eucu/YQO5b89Km7SCVg9ordOHjiGpZO84Kerjb+js/78tPX04WOdhmIRCJ4dXfFqi1H4FDJCtUqWeHPo5fxOCoOiyb3Edp5EfcaiclpeBGXgJxcGe4+fA4AsLEyRVld9fol43Onp6sFO+t/sj+2ViaoUbU8EhLT8DopFRMGtsfe42GIfZUEuwqmmD6sCx5F/Y1joeFy7bRsWBUVy5tiy55zhc5x5MxtDPmhFcYNaIudh69Av6w2pgz9BpHRr3Aj4uN/2VULXK6vEAZGbxk2bBgGDhyIBg0aoGnTpti+fTtu3LiBSpU4Ibik/Lo3NH9eAbMFpcH2/XlzQ/qPWy1XPnNMD3Rp0xAA0KdrC2RkZWHe6r1ISk5D1UpWWOs3CNZWpkL9FZsPY2/wFeH1d0OWAAA2zhuMhrUrl/BVUHHUcbSVu0HjnNHdAABB+89jzC/b4WRfHj07NIbUQBcxLxNx/MJdzFm9H5lZ2XLt9PmmKS5cf4j7T2MLneP05XsYODkQw/u6YXifr/EmPROXbj5G9+GrkJ7BFcGK4ENkFcPA6C0eHh549OgRxo4di/T0dPTo0QNeXl64eJE3mFOG/WtGFirzHfqNQqvW6Mtw8/B8heoN+P4rufsYvW322J6YPbansrpFJejs1fswaujzzv3dh69UqJ2BUwLeu39X8BXs+lewTFQSRLKCO2XRO3399dewtLTEli1blNZmUlISpFIpYl8lQiKR/PcBVCo9i3+j6i7QZ6Cm+zhVd4FUSJaTiYyb65CYWDLfBwXfNxfuRkPfQDntpyQnoXE1qxLrsyoxY/SWtLQ0rF69Gu7u7tDQ0MBvv/2Go0ePIjg4WNVdIyIiohLGwOgtIpEIBw8exOzZs5Geng4HBwfs3LkTbm5uqu4aERHRB+Pca8UwMHqLrq4ujh49qupuEBERKRcjI4WU+hs8EhERESmKGSMiIiI1wOX6imFgREREpAaU+fBXPkSWiIiISA0wY0RERKQGOPdaMcwYEREREeVjxoiIiEgdMGWkEAZGREREaoCr0hTDoTQiIiKifMwYERERqQMlLtcvxQkjZoyIiIiICjBjREREpAY491oxDIyIiIjUASMjhXAojYiIiCgfM0ZERERqgMv1FcOMEREREVE+ZoyIiIjUgEiJy/WVtuz/M8TAiIiISA1w7rViOJRGRERElI8ZIyIiInXAlJFCGBgRERGpAa5KUwyH0oiIiIjyMWNERESkBkRQ4qo05TTzWWLGiIiIiCgfAyMiIiI1IFLyVhx+fn5o2LAhDAwMYG5uji5duiAiIkKuTnp6OoYOHQoTExPo6+ujW7duiI2NlasTGRmJDh06oGzZsjA3N8e4ceOQnZ1dzN68HwMjIiIiNVBwg0dlbcVx8uRJDB06FOfPn0dwcDCysrLQpk0bpKamCnVGjRqFffv24ffff8fJkycRHR2Nrl27CvtzcnLQoUMHZGZm4ty5cwgMDERAQAB8fX2V9RYBAEQymUym1BZJIUlJSZBKpYh9lQiJRKLq7pCKPIt/o+ou0Gegpvs4VXeBVEiWk4mMm+uQmFgy3wcF3zd3nsTBQEntJyclwami+Qf3+eXLlzA3N8fJkyfRsmVLJCYmwszMDEFBQejevTsA4O7du3B0dERoaCiaNGmCv/76Cx07dkR0dDQsLCwAAKtXr8aECRPw8uVLaGlpKeXamDEiIiJSC8ofTEtKSpLbMjIyFOpJYmIiAMDY2BgAcOXKFWRlZcHNzU2oU61aNdjY2CA0NBQAEBoaipo1awpBEQC4u7sjKSkJt2/fLv7b8Q4MjIiIiOiDWFtbQyqVCpufn99/HpObm4uRI0eiWbNmqFGjBgAgJiYGWlpaMDQ0lKtrYWGBmJgYoc6/g6KC/QX7lIXL9YmIiNRASTxENioqSm4oTVtb+z+PHTp0KG7duoUzZ84opzNKxowRERGRGiiJVWkSiURu+6/AyMfHB/v378eJEydQoUIFodzS0hKZmZlISEiQqx8bGwtLS0uhztur1ApeF9RRBgZGREREVKJkMhl8fHywe/duHD9+HHZ2dnL769evjzJlyuDYsWNCWUREBCIjI+Hs7AwAcHZ2xs2bNxEXFyfUCQ4OhkQigZOTk9L6yqE0IiIiNVASQ2mKGjp0KIKCgvDnn3/CwMBAmBMklUqhq6sLqVQKb29vjB49GsbGxpBIJBg2bBicnZ3RpEkTAECbNm3g5OSEPn36YN68eYiJicHkyZMxdOhQhYbwFMXAiIiISA2o8iGy/v7+AABXV1e58k2bNsHLywsAsHjxYojFYnTr1g0ZGRlwd3fHqlWrhLoaGhrYv38/fvrpJzg7O0NPTw+enp6YMWPGR13L2xgYERERUYlS5JaJOjo6WLlyJVauXPnOOra2tjh48KAyu1YIAyMiIiJ18CHP8nhfW6UUJ18TERER5WPGiIiISA0wYaQYBkZERERqQJWr0r4kHEojIiIiyseMERERkRpQ5XL9LwkzRkRERET5mDEiIiJSB5x9rRAGRkRERGqAcZFiOJRGRERElI8ZIyIiIjXA5fqKYcaIiIiIKB8zRkRERGpBecv1S/MsIwZGREREaoBDaYrhUBoRERFRPgZGRERERPk4lEZERKQGOJSmGGaMiIiIiPIxY0RERKQG+BBZxTAwUhGZTAYASE5KUnFPSJWSk9+ougv0GZDlZKq6C6RCBT//gu8FUi0GRiqSnJwMALC3s1ZxT4iI6HOQnJwMqVRaYu1zjpFiGBipiJWVFaKiomBgYABRaf6EvUNSUhKsra0RFRUFiUSi6u6QivBzQPwM5GWKkpOTYWVlVaLn4UNkFcPASEXEYjEqVKig6m6onEQiUdv/DOkf/ByQun8GSjJTRMXDwIiIiEgdMGWkEC7XJyIiIsrHjBGphLa2NqZOnQptbW1Vd4VUiJ8D4mfg0+FyfcWIZFwfSEREVGolJSVBKpUi+mWC0uZxJSUlwcrMEImJiaVubhiH0oiIiIjycSiNiIhIDXDutWIYGBEREakDRkYK4VAaEX1yISEhEIlESEhIAAAEBATA0NBQpX2iT+NDftZeXl7o0qVLifSH6G0MjEhp+J9X6eHl5QWRSITBgwcX2jd06FCIRCJ4eXkp7Xzff/897t27p7T2SDXe9X/AvwNh/qxVR6TkP6UVAyMiKpK1tTW2bduGN2/+edBteno6goKCYGNjo9Rz6erqwtzcXKlt0ueJP2v63DEwok/i5MmTaNSoEbS1tVGuXDlMnDgR2dnZAID9+/fD0NAQOTk5AICwsDCIRCJMnDhROH7AgAHo3bu3SvqururVqwdra2vs2rVLKNu1axdsbGxQt25doSw3Nxd+fn6ws7ODrq4uateujT/++EOurYMHD6Jq1arQ1dVFq1at8OTJE7n9bw+vFJV5GDlyJFxdXYXXrq6uGDZsGEaOHAkjIyNYWFhg3bp1SE1NRb9+/WBgYAB7e3v89ddfH/1ekPIUNZQ2a9YsmJubw8DAAAMGDMDEiRNRp06dQscuWLAA5cqVg4mJCYYOHYqsrKxP0+lSIjk5SalbacXAiErc8+fP0b59ezRs2BDXr1+Hv78/NmzYgFmzZgEAWrRogeTkZFy7dg1AXhBlamqKkJAQoY2TJ0/KfSnSp9G/f39s2rRJeL1x40b069dPro6fnx82b96M1atX4/bt2xg1ahR69+6NkydPAgCioqLQtWtXdOrUCWFhYcIXnzIEBgbC1NQUFy9exLBhw/DTTz/hu+++Q9OmTXH16lW0adMGffr0QVpamlLOR8q3detWzJ49G3PnzsWVK1dgY2MDf3//QvVOnDiBhw8f4sSJEwgMDERAQAACAgI+fYe/QFpaWrC0tEQVO2tYmEiVslWxs4alpSW0tLRUfXlKx1VpVOJWrVoFa2trrFixAiKRCNWqVUN0dDQmTJgAX19fSKVS1KlTByEhIWjQoAFCQkIwatQoTJ8+HSkpKUhMTMSDBw/g4uKi6ktRO71798akSZPw9OlTAMDZs2exbds2IWjNyMjAnDlzcPToUTg7OwMAKlWqhDNnzmDNmjVwcXGBv78/KleujIULFwIAHBwccPPmTcydO/ej+1e7dm1MnjwZADBp0iT88ssvMDU1xcCBAwEAvr6+8Pf3x40bN9CkSZOPPh/9t/3790NfX1+urCAbXJTly5fD29tbCLh9fX1x5MgRpKSkyNUzMjLCihUroKGhgWrVqqFDhw44duyY8LOmd9PR0cHjx4+RmZmp1Ha1tLSgo6Oj1DY/BwyMqMSFh4fD2dkZItE/k/WaNWuGlJQUPHv2DDY2NnBxcUFISAjGjBmD06dPw8/PDzt27MCZM2cQHx8PKysrVKlSRYVXoZ7MzMzQoUMHBAQEQCaToUOHDjA1NRX2P3jwAGlpafj666/ljsvMzBSG28LDw9G4cWO5/QVB1MeqVauW8HcNDQ2YmJigZs2aQpmFhQUAIC4uTinno//WqlWrQhmfCxcuvHMoPCIiAkOGDJEra9SoEY4fPy5XVr16dWhoaAivy5Urh5s3byqp16Wfjo5OqQxiSgIDI/osuLq6YuPGjbh+/TrKlCmDatWqwdXVFSEhIXj9+jWzRSrUv39/+Pj4AABWrlwpt6/gt/oDBw6gfPnycvs+5tlXYrEYbz+tqKj5JGXKlJF7LRKJ5MoKgvHc3NwP7gsVj56eHuzt7eXKnj179tHtFvWz5s+VSgLnGFGJc3R0RGhoqNwX3dmzZ2FgYIAKFSoA+Gee0eLFi4UgqCAwCgkJ4fwiFWrbti0yMzORlZUFd3d3uX1OTk7Q1tZGZGQk7O3t5TZra2sAeT//ixcvyh13/vz5957TzMwML168kCsLCwv7+Iuhz46DgwMuXbokV/b2a6JPiYERKVViYiLCwsLktkGDBiEqKgrDhg3D3bt38eeff2Lq1KkYPXo0xOK8j6CRkRFq1aqFrVu3CkFQy5YtcfXqVdy7d48ZIxXS0NBAeHg47ty5IzeUAQAGBgYYO3YsRo0ahcDAQDx8+BBXr17F8uXLERgYCAAYPHgw7t+/j3HjxiEiIgJBQUH/OWn2q6++wuXLl7F582bcv38fU6dOxa1bt0rqEkmFhg0bhg0bNiAwMBD379/HrFmzcOPGDbmhd6JPiUNppFQhISFyS7kBwNvbGwcPHsS4ceNQu3ZtGBsbw9vbW5g0W8DFxQVhYWFCYGRsbAwnJyfExsbCwcHhU10CFeF9T8+eOXMmzMzM4Ofnh0ePHsHQ0BD16tXDzz//DACwsbHBzp07MWrUKCxfvhyNGjXCnDlz0L9//3e26e7ujilTpmD8+PFIT09H//790bdvX84pKYU8PDzw6NEjjB07Funp6ejRowe8vLwKZRmJPhWR7O2BfCIiIhX6+uuvYWlpiS1btqi6K6SGmDEiIiKVSUtLw+rVq+Hu7g4NDQ389ttvOHr0KIKDg1XdNVJTzBgREZHKvHnzBp06dcK1a9eQnp4OBwcHTJ48GV27dlV110hNMTAiIiIiysdVaURERET5GBgRERER5WNgRERERJSPgRERERFRPgZGRERERPkYGBHRe3l5eaFLly7Ca1dXV4wcOfKT9yMkJAQikQgJCQnvrCMSibBnzx6F25w2bRrq1KnzUf168uQJRCIRn+VGVEowMCL6Anl5eUEkEkEkEkFLSwv29vaYMWMGsrOzS/zcu3btwsyZMxWqq0gwQ0T0OeGdr4m+UG3btsWmTZuQkZGBgwcPYujQoShTpgwmTZpUqG5mZia0tLSUcl5jY2OltENE9DlixojoC6WtrQ1LS0vY2trip59+gpubG/bu3Qvgn+Gv2bNnw8rKSngIb1RUFHr06AFDQ0MYGxujc+fOePLkidBmTk4ORo8eDUNDQ5iYmGD8+PF4+x6wbw+lZWRkYMKECbC2toa2tjbs7e2xYcMGPHnyBK1atQIAGBkZQSQSwcvLCwCQm5sLPz8/2NnZQVdXF7Vr18Yff/whd56DBw+iatWq0NXVRatWreT6qagJEyagatWqKFu2LCpVqoQpU6YgKyurUL01a9bA2toaZcuWRY8ePZCYmCi3f/369XB0dISOjg6qVauGVatWFbsvRPRlYGBEVEro6uoiMzNTeH3s2DFEREQgODgY+/fvR1ZWFtzd3WFgYIDTp0/j7Nmz0NfXR9u2bYXjFi5ciICAAGzcuBFnzpxBfHw8du/e/d7z9u3bF7/99huWLVuG8PBwrFmzBvr6+rC2tsbOnTsBABEREXjx4gWWLl0KAPDz88PmzZuxevVq3L59G6NGjULv3r1x8uRJAHkBXNeuXdGpUyeEhYVhwIABmDhxYrHfEwMDAwQEBODOnTtYunQp1q1bh8WLF8vVefDgAXbs2IF9+/bh0KFDuHbtGoYMGSLs37p1K3x9fTF79myEh4djzpw5mDJlCgIDA4vdHyL6AsiI6Ivj6ekp69y5s0wmk8lyc3NlwcHBMm1tbdnYsWOF/RYWFrKMjAzhmC1btsgcHBxkubm5QllGRoZMV1dXdvjwYZlMJpOVK1dONm/ePGF/VlaWrEKFCsK5ZDKZzMXFRTZixAiZTCaTRUREyADIgoODi+zniRMnZABkr1+/FsrS09NlZcuWlZ07d06urre3t+yHH36QyWQy2aRJk2ROTk5y+ydMmFCorbcBkO3evfud++fPny+rX7++8Hrq1KkyDQ0N2bNnz4Syv/76SyYWi2UvXryQyWQyWeXKlWVBQUFy7cycOVPm7Owsk8lkssePH8sAyK5du/bO8xLRl4NzjIi+UPv374e+vj6ysrKQm5uLXr16Ydq0acL+mjVrys0run79Oh48eAADAwO5dtLT0/Hw4UMkJibixYsXaNy4sbBPU1MTDRo0KDScViAsLAwaGhpwcXFRuN8PHjxAWloavv76a7nyzMxM1K1bFwAQHh4u1w8AcHZ2VvgcBbZv345ly5bh4cOHSElJQXZ2NiQSiVwdGxsblC9fXu48ubm5iIiIgIGBAR4+fAhvb28MHDhQqJOdnQ2pVFrs/hDR54+BEdEXqlWrVvD394eWlhasrKygqSn/z1lPT0/udUpKCurXr4+tW7cWasvMzOyD+qCrq1vsY1JSUgAABw4ckAtIgLx5U8oSGhoKDw8PTJ8+He7u7pBKpdi2bRsWLlxY7L6uW7euUKCmoaGhtL4S0eeDgRHRF0pPTw/29vYK169Xrx62b98Oc3PzQlmTAuXKlcOFCxfQsmVLAHmZkStXrqBevXpF1q9ZsyZyc3Nx8uRJuLm5FdpfkLHKyckRypycnKCtrY3IyMh3ZpocHR2FieQFzp8//98X+S/nzp2Dra0t/ve//wllT58+LVQvMjIS0dHRsLKyEs4jFovh4OAACwsLWFlZ4dGjR/Dw8CjW+Ynoy8TJ10RqwsPDA6ampujcuTNOnz6Nx48fIyQkBMOHD8ezZ88AACNGjMAvv/yCPXv24O7duxgyZMh770FUsWJFeHp6on///tizZ4/Q5o4dOwAAtra2EIlE2L9/P16+fImUlBQYGBhg7NixGDVqFAIDA/Hw4UNcvXoVy5cvFyY0Dx48GPfv38e4ceMQERGBoKAgBAQEFOt6q1SpgsjISGzbtg0PHz7EsmXLipxIrqOjA09PT1y/fh2nT5/G8OHD0aNHD1haWgIApk+fDj8/Pyxbtgz37t3DzZs3sWnTJixatKhY/SGiLwMDIyI1UbZsWZw6dQo2Njbo2rUrHB0d4e3tjfT0dCGDNGbMGPTp0weenp5wdnaGgYEBvv322/e26+/vj+7du2PIkCGoVq0aBg4ciNTUVABA+fLlMX36dEycOBEWFhbw8fEBAMycORNTpkyBn58fHB0d0bZtWxw4cAB2dnYA8ub97Ny5E3v27EHt2rWxevVqzJkzp1jX+80332DUqFHw8fFBnTp1cO7cOUyZMqVQPXt7e3Tt2hXt27dHmzZtUKtWLbnl+AMGDMD69euxadMm1KxZEy4uLggICBD6SkSli0j2rlmVRERERGqGGSMiIiKifAyMiIiIiPIxMCIiIiLKx8CIiIiIKB8DIyIiIqJ8DIyIiIiI8jEwIiIiIsrHwIiIiIgoHwMjIiIionwMjIiIiIjyMTAiIiIiyvd/MgFmLNfqiusAAAAASUVORK5CYII=\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Critical errors for Random Forest:\n",
" True High -> Predicted Low : 47 (False Negatives - most costly)\n",
" True Low -> Predicted High : 134 (False Positives)\n",
" Medium misclassified : 803 (boundary confusion - expected)\n",
"\n",
"=======================================================\n",
" Gradient Boosting\n",
"=======================================================\n",
" precision recall f1-score support\n",
"\n",
" Low 0.78 0.85 0.81 1886\n",
" Medium 0.69 0.68 0.69 1890\n",
" High 0.60 0.56 0.58 1881\n",
"\n",
" accuracy 0.70 5657\n",
" macro avg 0.69 0.70 0.69 5657\n",
"weighted avg 0.69 0.70 0.69 5657\n",
"\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"Critical errors for Gradient Boosting:\n",
" True High -> Predicted Low : 42 (False Negatives - most costly)\n",
" True Low -> Predicted High : 156 (False Positives)\n",
" Medium misclassified : 835 (boundary confusion - expected)\n"
]
}
],
"source": [
"classifiers = {\n",
" 'Logistic Regression': LogisticRegression(max_iter=1000, random_state=SEED),\n",
" 'Random Forest' : RandomForestClassifier(n_estimators=100, random_state=SEED, n_jobs=-1),\n",
" 'Gradient Boosting' : GradientBoostingClassifier(n_estimators=100, random_state=SEED)\n",
"}\n",
"\n",
"trained_classifiers = {}\n",
"class_order = ['Low', 'Medium', 'High']\n",
"\n",
"for name, model in classifiers.items():\n",
" print('\\n' + '='*55)\n",
" print(f' {name}')\n",
" print('='*55)\n",
"\n",
" model.fit(X_train_c, y_train_c)\n",
" trained_classifiers[name] = model\n",
" y_pred_c = model.predict(X_test_c)\n",
"\n",
" print(classification_report(y_test_c, y_pred_c, target_names=class_order))\n",
"\n",
" cm = confusion_matrix(y_test_c, y_pred_c, labels=class_order)\n",
" disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=class_order)\n",
"\n",
" fig, ax = plt.subplots(figsize=(6, 5))\n",
" disp.plot(cmap='Blues', values_format='d', ax=ax)\n",
" ax.set_title(f'Confusion Matrix: {name}')\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
" fn_high = cm[2, 0]\n",
" fp_high = cm[0, 2]\n",
" med_err = cm[1, 0] + cm[1, 2]\n",
"\n",
" print(f'Critical errors for {name}:')\n",
" print(f' True High -> Predicted Low : {fn_high:4d} (False Negatives - most costly)')\n",
" print(f' True Low -> Predicted High : {fp_high:4d} (False Positives)')\n",
" print(f' Medium misclassified : {med_err:4d} (boundary confusion - expected)')"
]
},
{
"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": "markdown",
"metadata": {
"id": "n4FLI5y59XHj"
},
"source": [
"## Evaluation Summary\n",
"\n",
"**Actual results from the confusion matrices:**\n",
"\n",
"**Logistic Regression:** Overall accuracy 59.4%. The Medium class accuracy is only 39% — the linear decision boundary cannot separate boundary properties. False Negatives on High (True High predicted as Low) = 120. This is the weakest model by a wide margin.\n",
"\n",
"**Random Forest:** Overall accuracy 69.0%. Medium class improves to 57%. False Negatives on High = 47. A large improvement over Logistic Regression.\n",
"\n",
"**Gradient Boosting:** Overall accuracy 69.5%. False Negatives on High = 42 — the fewest of all three models. The difference between Random Forest and Gradient Boosting is small but consistent across every metric.\n",
"\n",
"All three models struggle most with the **Medium class** — this is expected. Properties at the price boundary genuinely share physical and location features with both Low and High properties, and no model can cleanly separate them without additional information.\n",
"\n",
"**Declared Winner: Gradient Boosting Classifier**\n",
"1. Highest overall accuracy (69.5% vs 69.0% for Random Forest)\n",
"2. Fewest False Negatives on the High class (42 vs 47) — the most important error to minimize in a real estate context\n",
"3. Consistent with the winning regression model, which strengthens the overall narrative of the project\n"
]
},
{
"cell_type": "markdown",
"source": [
"#### 8.4: Winner"
],
"metadata": {
"id": "iOW61vwUtEi1"
}
},
{
"cell_type": "markdown",
"source": [
"- Choose the best one out of the three models.\n",
"\n",
"- Export the model to a `pickle` file.\n",
"\n",
"- Upload the pickle file to the same(!) model repository.\n"
],
"metadata": {
"id": "2t9YFU9KtH8p"
}
},
{
"cell_type": "markdown",
"metadata": {
"id": "VPCaKk5t9XHj"
},
"source": [
"## Export the Winning Classification Model\n",
"\n",
"The winning Gradient Boosting Classifier is exported to a pickle file for upload to the HuggingFace Model Repository alongside the regression model.\n"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "TzBO2A0C9XHj",
"outputId": "6f8b099a-e683-477a-c928-c6d98ed6449c"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Classification model exported to : nyc_real_estate_classifier_model.pkl\n",
"Model type : GradientBoostingClassifier\n",
"Classes : ['Low', 'Medium', 'High']\n",
"Number of features : 13\n"
]
}
],
"source": [
"clf_package = {\n",
" 'model' : trained_classifiers['Gradient Boosting'],\n",
" 'feature_columns': list(X_clf.columns),\n",
" 'classes' : class_order,\n",
" 'target_note' : 'Predicts price category: Low / Medium / High (quantile-based)',\n",
" 'seed' : SEED\n",
"}\n",
"\n",
"clf_file_name = 'nyc_real_estate_classifier_model.pkl'\n",
"with open(clf_file_name, 'wb') as file:\n",
" pickle.dump(clf_package, file)\n",
"\n",
"print(f'Classification model exported to : {clf_file_name}')\n",
"print(f'Model type : {type(clf_package[\"model\"]).__name__}')\n",
"print(f'Classes : {clf_package[\"classes\"]}')\n",
"print(f'Number of features : {len(clf_package[\"feature_columns\"])}')"
]
},
{
"cell_type": "markdown",
"source": [
"
\n",
"\n",
"---\n",
"\n",
"
"
],
"metadata": {
"id": "TlClTFEgXFTX"
}
},
{
"cell_type": "markdown",
"source": [
"# **Part 9: Presentation Video**\n",
"\n",
"- Record a brief video (4–6 minutes) with screen sharing of you walk through the HF's model repository, README, and sharing your process & results. Include a screen share while also recording yourself talking during the walk through.\n",
"\n",
"- The recording will include sharing the screen, and you talking to the camera (show yourself in a circle on the bottom).\n",
"\n",
"- Videos without your face talking while going ower your work wont be acceptable.\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n"
],
"metadata": {
"id": "mzYCO54GIPdP"
}
},
{
"cell_type": "markdown",
"source": [
"> For help:\n",
"> - Youtube [Watch this video](https://www.youtube.com/watch?v=DK7Z_nYhjjg)\n",
"> - Loom [Watch this video](https://www.youtube.com/watch?v=eSCHNXTsJK8)\n",
"> - Zoom [Watch this video](https://www.youtube.com/watch?v=njwbjFYCbGU)\n"
],
"metadata": {
"id": "fl0X5y1muPvw"
}
},
{
"cell_type": "markdown",
"source": [
"- Include:\n",
" - A quick dataset overview and your main goal.\n",
" - Key EDA steps and highlights of visual insights.\n",
" - How you engineered features. About your clustering.\n",
" - The models you trained, your iterative process, and what you learned.\n",
" - Key visualizations and takeaways.\n",
" - Reflections on any challenges and lessons learned.\n",
" - Extra work.\n",
"\n",
"- Finally, attach the video to the beginning of the `README` file, and make sure everything works. *The video should be placed at the beginning of the README and must be playable within it. It can be recorded using `Vimeo`, `YouTube`, `Loom`, and uploaded to your HF model repo.*"
],
"metadata": {
"id": "Kw06OJESuWGp"
}
},
{
"cell_type": "code",
"source": [
"# The following is an example on how to include your video in the README file.\n",
"# \n"
],
"metadata": {
"id": "ccJCoq6HutHy"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"
\n",
"\n",
"---\n",
"\n",
"
"
],
"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",
" \n",
" \n",
" \n",
" \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": []
}
]
}