diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 00000000..642ff51b --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,3 @@ +{ + "python.REPL.enableREPLSmartSend": false +} \ No newline at end of file diff --git a/student.ipynb b/student.ipynb index d3bb34af..29134053 100644 --- a/student.ipynb +++ b/student.ipynb @@ -7,26 +7,3591 @@ "## Final Project Submission\n", "\n", "Please fill out:\n", - "* Student name: \n", - "* Student pace: self paced / part time / full time\n", - "* Scheduled project review date/time: \n", - "* Instructor name: \n", - "* Blog post URL:\n" + "* Student name:\n", + "1. Winfred Kinya Bundi.\n", + "2. Carol Mundia.\n", + "3. Paul Muniu.\n", + "4. Dennis Mwenda.\n", + "* Student pace: Full time Hybrid\n", + "* Scheduled project review date/time:2/05/2024 \n", + "* Instructor name: Mwikali Maryanne.\n", + "* Blog post URL:git@github.com:winnycodegurl/dsc-phase-2-projectgroup4.git\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## INTRODUCTION\n", + "\n", + "In the fast-paced world of real estate, it's crucial for agencies to provide clients with precise information. Clients, whether they're looking to become homeowners or investors, rely on real estate companies for guidance on important decisions such as pricing, market trends, and property evaluations. To meet this need, real estate agencies can benefit from a sophisticated regression-based tool. This tool uses various property variables like the number of bedrooms, year built, floor count, living area, condition, location, and amenities to accurately predict property prices. By employing regression analysis, agencies can offer clients more precise pricing estimates, leading to better-informed decisions. Ultimately, this tool aims to improve client satisfaction, streamline decision-making processes, and drive success for real estate agencies.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## BUSINESS UNDERSTANDING\n", + "\n", + "\n", + "\n", + "The provided dataset encompasses details on homes sold, encompassing their attributes and sale prices. This dataset holds significant potential for real estate agencies across various avenues:\n", + "\n", + "\n", + "\n", + "1. \n", + "Market Analysis: Leveraging the dataset, agencies can discern market trends, including the demand for different property types, burgeoning neighborhoods witnessing property value escalations, and the impact obetter f featurenws or property renovations on sale prices. By employing market segmentation techniques, such as demographic or psychographic segmentation, agencies can further refine their analysis to understand the preferences and behaviors of distinct customer segments within the real estate market\n", + "\n", + "\n", + "\n", + "\n", + "2. \n", + "Property Valuation: By comprehending the correlation between house features and sale prices, agencies can proficiently gauge property values for both sellers and buyers, ensuring equitable and competitive pricing strategies\n", + "\n", + "\n", + "\n", + "\n", + "3. \n", + "Targeted Marketing: Through discerning buyer preferences from the dataset, agencies can tailor marketing endeavors to resonate with potential buyers seeking specific property types or neighborhoods, thus enhancing the efficacy of their outreach efforts. Market segmentation insights can inform the development of targeted marketing campaigns tailored to the unique needs and preferences of different customer segments, thereby maximizing the impact of marketing investments.\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PROBLEM STATEMENT.\n", + "\n", + "\n", + "\n", + "In King County, people involved in real estate have trouble figuring out what affects property values and trends in the market.\n", + "This study wants to help by looking at things like what features a property has, where it's located, what buyers prefer,\n", + "and how things change over time. By understanding these things better, people in real estate can make smarter choices about\n", + "buying and selling property and how they position themselves in the market.\n", + "The main goal is to give them practical advice that helps them do well in King County's real estate market, \n", + "which is always changing.\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## OBJECTIVES.\n", + "\n", + "Main OBJECTIVE\n", + "\n", + "\n", + "The primary aim of this project is to develop a predictive regression model to support real estate agencies in advising clients \n", + "on house prices. This model is intended to anticipate potential changes in property value based on property characteristics, \n", + "furnishing clients with valuable insights to facilitate informed investment decisions.\n", + "\n", + "\n", + "\n", + "Specific Goals:\n", + "\n", + "\n", + "i). Identification of Key Influencing Factors on House Prices:\n", + "\n", + "\n", + "\n", + "Analyze various property features, including bedrooms, bathrooms, and square footage, to determine their impact on sale price.\n", + "Investigate location-related attributes such as zip codes and geographic coordinates to further comprehend their effect on \n", + "property prices.\n", + "\n", + "\n", + "\n", + "ii). Assessment of Model Performance:\n", + "\n", + "\n", + "Employ metrics such as mean squared error, R-squared values, and residual analysis to \n", + "evaluate the model's accuracy in predicting house prices effectively.\n", + "\n", + " \n", + "\n", + "iii). Provision of Actionable Recommendations:\n", + "\n", + "\n", + "\n", + "Offer practical recommendations to real estate agencies aimed at enhancing profitability and market presence. \n", + "Utilize insights gleaned from the model to optimize marketing strategies and enhance overall decision-making processes.\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Understanding.\n", + "\n", + "\n", + "King County, Washington, situated in the northwest of the United States, is known for its vibrant housing market centered around Seattle. The county has experienced significant growth due to its strong economy and cultural importance, attracting a large number of residents and creating high demand for housing in both urban and suburban areas. Seattle, with its impressive skyline, is especially sought after by tech professionals and city lovers. King County's real estate market is competitive, offering a range of neighborhoods to suit different preferences, from historic areas to modern suburban developments.\n", + "\n", + "### Whereby the dataset contains:\n", + "\n", + "### Target Variable\n", + "\n", + "price: Sale price of the house .\n", + "\n", + "### Unique identifier\n", + "\n", + "id - Unique identifier for a house\n", + "\n", + "### Property Characteristics:\n", + "\n", + "bedrooms: Number of bedrooms.\n", + "\n", + "bathrooms: Number of bathrooms.\n", + "\n", + "sqft_living: Square footage of living space in the home.\n", + "\n", + "sqft_lot: Square footage of the lot.\n", + "\n", + "floors: Number of floors (levels) in the house.\n", + "\n", + "waterfront: Indicates whether the house is on a waterfront (categorical: YES/NO).\n", + "\n", + "view: Quality of view from the house, categorized into various types.\n", + "\n", + "condition: Overall condition of the house, categorized based on maintenance.\n", + "\n", + "grade: Overall grade of the house, reflecting construction and design quality.\n", + "\n", + "### Additional Features:\n", + "\n", + "sqft_above: Square footage of house apart from the basement.\n", + "\n", + "sqft_basement: Square footage of the basement.\n", + "\n", + "yr_built: Year when the house was built.\n", + "\n", + "yr_renovated: Year when the house was renovated.\n", + "\n", + "zipcode: ZIP Code of the property.\n", + "\n", + "lat: Latitude coordinate of the property.\n", + "\n", + "long: Longitude coordinate of the property.\n", + "\n", + "sqft_living15: Square footage of interior housing living space for the nearest 15 neighbors.\n", + "\n", + "sqft_lot15: Square footage of the land lots of the nearest 15 neighbors.\n", + "\n", + "### TABLE OF CONTENTS\n", + "1.Data Preparation\n", + "\n", + "2.Data cleaning\n", + "\n", + "3.Exploratory data analysis\n", + "\n", + "4.Statistical Analysis\n", + "\n", + "5.Modelling\n", + "\n", + "6.Regression Results\n", + "\n", + "7.Conclusion\n", + "\n", + "8.Reccomendations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1. DATA PREPARATION" + ] + }, + { + "cell_type": "code", + "execution_count": 209, + "metadata": {}, + "outputs": [], + "source": [ + "# Importing necessary libraries for data analysis and visualization\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt # for data visualization.\n", + "%matplotlib inline\n", + "import seaborn as sns # for enhanced data visualization.\n", + "from pandas.api.types import is_numeric_dtype # Used to check if a data type is numeric.\n", + "\n", + "from statsmodels.stats.outliers_influence import variance_inflation_factor # For calculating Variance Inflation Factor (VIF).\n", + "from statsmodels.graphics.regressionplots import plot_partregress_grid # For partial regression plots.\n", + "from sklearn.model_selection import train_test_split # Used to split data into training and testing sets.\n", + "from sklearn.preprocessing import PolynomialFeatures # Generate polynomial features.\n", + "from sklearn.linear_model import LinearRegression # Linear Regression model.\n", + "from sklearn.preprocessing import StandardScaler # Standardizing/Scaling features.\n", + "from sklearn.feature_selection import RFE # Recursive Feature Elimination for feature selection.\n", + "from sklearn.metrics import mean_squared_error, r2_score # Evaluation metrics for model performance.\n", + "import statsmodels.api as sm\n", + "from scipy.stats import kstest\n", + "\n", + "# Statsmodels is used to create statistical models.\n", + "from scipy import stats # Scientific computing library for statistical tests.\n", + "from scipy.stats import f_oneway # One-way ANOVA statistical test.\n", + "from scipy.stats import ttest_ind # Independent sample t-test for comparing means." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### *loading the King County House Sales dataset*\n" + ] + }, + { + "cell_type": "code", + "execution_count": 210, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 21597 entries, 0 to 21596\n", + "Data columns (total 21 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 id 21597 non-null int64 \n", + " 1 date 21597 non-null object \n", + " 2 price 21597 non-null float64\n", + " 3 bedrooms 21597 non-null int64 \n", + " 4 bathrooms 21597 non-null float64\n", + " 5 sqft_living 21597 non-null int64 \n", + " 6 sqft_lot 21597 non-null int64 \n", + " 7 floors 21597 non-null float64\n", + " 8 waterfront 19221 non-null object \n", + " 9 view 21534 non-null object \n", + " 10 condition 21597 non-null object \n", + " 11 grade 21597 non-null object \n", + " 12 sqft_above 21597 non-null int64 \n", + " 13 sqft_basement 21597 non-null object \n", + " 14 yr_built 21597 non-null int64 \n", + " 15 yr_renovated 17755 non-null float64\n", + " 16 zipcode 21597 non-null int64 \n", + " 17 lat 21597 non-null float64\n", + " 18 long 21597 non-null float64\n", + " 19 sqft_living15 21597 non-null int64 \n", + " 20 sqft_lot15 21597 non-null int64 \n", + "dtypes: float64(6), int64(9), object(6)\n", + "memory usage: 3.5+ MB\n" + ] + }, + { + "data": { + "text/html": [ + "
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iddatepricebedroomsbathroomssqft_livingsqft_lotfloorswaterfrontview...gradesqft_abovesqft_basementyr_builtyr_renovatedzipcodelatlongsqft_living15sqft_lot15
0712930052010/13/2014221900.031.00118056501.0NaNNONE...7 Average11800.019550.09817847.5112-122.25713405650
1641410019212/9/2014538000.032.25257072422.0NONONE...7 Average2170400.019511991.09812547.7210-122.31916907639
256315004002/25/2015180000.021.00770100001.0NONONE...6 Low Average7700.01933NaN9802847.7379-122.23327208062
3248720087512/9/2014604000.043.00196050001.0NONONE...7 Average1050910.019650.09813647.5208-122.39313605000
419544005102/18/2015510000.032.00168080801.0NONONE...8 Good16800.019870.09807447.6168-122.04518007503
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5 rows × 21 columns

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" + ], + "text/plain": [ + " id date price bedrooms bathrooms sqft_living \\\n", + "0 7129300520 10/13/2014 221900.0 3 1.00 1180 \n", + "1 6414100192 12/9/2014 538000.0 3 2.25 2570 \n", + "2 5631500400 2/25/2015 180000.0 2 1.00 770 \n", + "3 2487200875 12/9/2014 604000.0 4 3.00 1960 \n", + "4 1954400510 2/18/2015 510000.0 3 2.00 1680 \n", + "\n", + " sqft_lot floors waterfront view ... grade sqft_above \\\n", + "0 5650 1.0 NaN NONE ... 7 Average 1180 \n", + "1 7242 2.0 NO NONE ... 7 Average 2170 \n", + "2 10000 1.0 NO NONE ... 6 Low Average 770 \n", + "3 5000 1.0 NO NONE ... 7 Average 1050 \n", + "4 8080 1.0 NO NONE ... 8 Good 1680 \n", + "\n", + " sqft_basement yr_built yr_renovated zipcode lat long \\\n", + "0 0.0 1955 0.0 98178 47.5112 -122.257 \n", + "1 400.0 1951 1991.0 98125 47.7210 -122.319 \n", + "2 0.0 1933 NaN 98028 47.7379 -122.233 \n", + "3 910.0 1965 0.0 98136 47.5208 -122.393 \n", + "4 0.0 1987 0.0 98074 47.6168 -122.045 \n", + "\n", + " sqft_living15 sqft_lot15 \n", + "0 1340 5650 \n", + "1 1690 7639 \n", + "2 2720 8062 \n", + "3 1360 5000 \n", + "4 1800 7503 \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 210, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load the dataset to inspect the initial state of the data\n", + "file_path = 'data/kc_house_data.csv'\n", + "housing_data = pd.read_csv(file_path)\n", + "\n", + "# Display basic information and the first few rows of the dataset\n", + "housing_data.info()\n", + "housing_data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### *loading the column.md dataset*\n" + ] + }, + { + "cell_type": "code", + "execution_count": 211, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Column_nameDescription
0* `id`Unique identifier for a house
1* `date`Date house was sold
2* `price`Sale price (prediction target)
3* `bedrooms`Number of bedrooms
4* `bathrooms`Number of bathrooms
5* `sqft_living`Square footage of living space in the home
6* `sqft_lot`Square footage of the lot
7* `floors`Number of floors (levels) in house
8* `waterfront`Whether the house is on a waterfront
9* `view`Quality of view from house
10* `condition`How good the overall condition of the house is...
11* `grade`Overall grade of the house. Related to the con...
12* `sqft_above`Square footage of house apart from basement
13* `sqft_basement`Square footage of the basement
14* `yr_built`Year when house was built
15* `yr_renovated`Year when house was renovated
16* `zipcode`ZIP Code used by the United States Postal Service
17* `lat`Latitude coordinate
18* `long`Longitude coordinate
19* `sqft_living15`The square footage of interior housing living ...
20* `sqft_lot15`The square footage of the land lots of the nea...
\n", + "
" + ], + "text/plain": [ + " Column_name Description\n", + "0 * `id` Unique identifier for a house\n", + "1 * `date` Date house was sold\n", + "2 * `price` Sale price (prediction target)\n", + "3 * `bedrooms` Number of bedrooms\n", + "4 * `bathrooms` Number of bathrooms\n", + "5 * `sqft_living` Square footage of living space in the home\n", + "6 * `sqft_lot` Square footage of the lot\n", + "7 * `floors` Number of floors (levels) in house\n", + "8 * `waterfront` Whether the house is on a waterfront\n", + "9 * `view` Quality of view from house\n", + "10 * `condition` How good the overall condition of the house is...\n", + "11 * `grade` Overall grade of the house. Related to the con...\n", + "12 * `sqft_above` Square footage of house apart from basement\n", + "13 * `sqft_basement` Square footage of the basement\n", + "14 * `yr_built` Year when house was built\n", + "15 * `yr_renovated` Year when house was renovated\n", + "16 * `zipcode` ZIP Code used by the United States Postal Service\n", + "17 * `lat` Latitude coordinate\n", + "18 * `long` Longitude coordinate\n", + "19 * `sqft_living15` The square footage of interior housing living ...\n", + "20 * `sqft_lot15` The square footage of the land lots of the nea..." + ] + }, + "execution_count": 211, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "column_names_file = \"data/column_names.md\"\n", + "\n", + "with open(column_names_file, \"r\") as file:\n", + " markdown_content = file.readlines()\n", + "\n", + "column_names = []\n", + "description = []\n", + "for line in markdown_content:\n", + " parts = line.split('-', 1)\n", + " if len(parts) == 2: # Check if split produces two parts\n", + " column_names.append(parts[0].strip())\n", + " description.append(parts[1].strip())\n", + "\n", + "# Create DataFrame\n", + "data = {\n", + " \"Column_name\": column_names,\n", + " \"Description\": description\n", + "}\n", + "column_name_df = pd.DataFrame(data)\n", + "\n", + "column_name_df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 212, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 3 columns with missing values.\n", + "waterfront 2376\n", + "view 63\n", + "yr_renovated 3842\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "# Creating function to check counts of missing values\n", + "def has_missing_values(df):\n", + " missing_values = df.isnull().sum()\n", + " num_missing_values = missing_values[missing_values > 0].count()\n", + " if num_missing_values == 0:\n", + " print(\"There are no missing values in the DataFrame.\")\n", + " else:\n", + " print(f\"There are {num_missing_values} columns with missing values.\")\n", + " print(missing_values[missing_values > 0])\n", + " \n", + "has_missing_values(housing_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 213, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are no duplicate rows in the DataFrame.\n" + ] + } + ], + "source": [ + "#creating a function to check for duplicates.\n", + "def has_duplicates(df):\n", + " num_duplicates = df.duplicated().sum()\n", + " if num_duplicates == 0:\n", + " print(\"There are no duplicate rows in the DataFrame.\")\n", + " else:\n", + " print(f\"There are {num_duplicates} duplicate rows in the DataFrame.\")\n", + "\n", + "has_duplicates(housing_data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The dataset contains 21,597 entries and 21 features. Here’s a brief overview of the data:\n", + "\n", + "### Columns and their Data Types:\n", + "#### Numerical:\n", + "id, price, bedrooms, bathrooms, sqft_living, sqft_lot, floors, sqft_above, yr_built, yr_renovated, zipcode, lat, long, sqft_living15, sqft_lot15\n", + "\n", + "#### Categorical:\n", + "date (format object, should be datetime), waterfront, view, condition, grade, sqft_basement (format object, should be numeric)\n", + "\n", + "#### Missing Values:\n", + "waterfront: 2,376 missing values\n", + "view: 63 missing values\n", + "yr_renovated: 3,842 missing values\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. DATA CLEANING" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### a)Dropping columns:\n", + "We're dropping some columns during data cleaning to streamline our analysis and focus on the most relevant features. By removing unnecessary or redundant columns, we aim to simplify the dataset and improve the efficiency of subsequent analytical processes. This helps in reducing noise and enhancing the clarity of our findings." + ] + }, + { + "cell_type": "code", + "execution_count": 214, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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iddatepricebedroomsbathroomssqft_livingsqft_lotfloorswaterfrontconditiongradesqft_abovesqft_basementyr_builtyr_renovatedsqft_living15sqft_lot15
1613232984004702/4/2015437400.031.75215089251.0NOGood7 Average21500.019600.011007875
1488818423000507/2/2014600000.052.00219090721.0NaNVery Good7 Average1110?19650.016608327
448523971012701/26/2015716000.032.00142036001.5NOGood7 Average14200.019040.012503600
913215230591009/2/2014320000.051.001740273501.0NOGood5 Fair17400.019580.0276010749
16234792290046012/5/2014660000.031.75203090322.0NOGood7 Average2030?19630.023508937
\n", + "
" + ], + "text/plain": [ + " id date price bedrooms bathrooms sqft_living \\\n", + "16132 3298400470 2/4/2015 437400.0 3 1.75 2150 \n", + "14888 1842300050 7/2/2014 600000.0 5 2.00 2190 \n", + "4485 2397101270 1/26/2015 716000.0 3 2.00 1420 \n", + "9132 1523059100 9/2/2014 320000.0 5 1.00 1740 \n", + "16234 7922900460 12/5/2014 660000.0 3 1.75 2030 \n", + "\n", + " sqft_lot floors waterfront condition grade sqft_above \\\n", + "16132 8925 1.0 NO Good 7 Average 2150 \n", + "14888 9072 1.0 NaN Very Good 7 Average 1110 \n", + "4485 3600 1.5 NO Good 7 Average 1420 \n", + "9132 27350 1.0 NO Good 5 Fair 1740 \n", + "16234 9032 2.0 NO Good 7 Average 2030 \n", + "\n", + " sqft_basement yr_built yr_renovated sqft_living15 sqft_lot15 \n", + "16132 0.0 1960 0.0 1100 7875 \n", + "14888 ? 1965 0.0 1660 8327 \n", + "4485 0.0 1904 0.0 1250 3600 \n", + "9132 0.0 1958 0.0 2760 10749 \n", + "16234 ? 1963 0.0 2350 8937 " + ] + }, + "execution_count": 214, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "housing_data = housing_data.drop(['long','lat','view', 'zipcode'], axis=1)\n", + "housing_data.sample(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### b)Checking for placeholders\n", + "\n", + "Placeholders are values used to denote missing, unknown, or invalid data within a dataset. Common examples include \"N/A\", \"-\", \"UNKNOWN\", \"NULL\", #, etc. It's important to identify and handle placeholders properly during data preprocessing to ensure accurate analysis and modeling" + ] + }, + { + "cell_type": "code", + "execution_count": 215, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Column 'sqft_basement': Found 454 occurrences of potential placeholder .\n" + ] + } + ], + "source": [ + "# Define a list of common placeholder values\n", + "common_placeholders = [\"\", \"na\", \"n/a\", \"nan\", \"none\", \"null\", \"-\", \"--\", \"?\", \"??\", \"unknown\", \"missing\", \"void\", \"empty\", \"#\", \"#####\"]\n", + "\n", + "# Check for potential placeholders in the DataFrame\n", + "found_placeholder = False\n", + "for column in housing_data.columns:\n", + " placeholder_count = housing_data[column].isin(common_placeholders).sum()\n", + " if placeholder_count > 0:\n", + " print(f\"Column '{column}': Found {placeholder_count} occurrences of potential placeholder .\")\n", + " found_placeholder = True\n", + "\n", + "if not found_placeholder:\n", + " print(\"No potential placeholders found in the DataFrame.\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 216, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Convert the common placeholders to lowercase for case-insensitive matching\n", + "common_placeholders_lower = [placeholder.lower() for placeholder in common_placeholders]\n", + "\n", + "# Replace any of the common placeholders with NaN\n", + "housing_data['sqft_basement'] = housing_data['sqft_basement'].replace(common_placeholders_lower, pd.NA)\n", + "\n", + "# Drop rows with NaN in the sqft_basement column\n", + "housing_data.dropna(subset=['sqft_basement'], inplace=True)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Counter-check" + ] + }, + { + "cell_type": "code", + "execution_count": 217, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No potential placeholders found in the DataFrame.\n" + ] + } + ], + "source": [ + "# confirm no more placeholders\n", + "# Define a list of common placeholder values\n", + "common_placeholders = [\"\", \"na\", \"n/a\", \"nan\", \"none\", \"null\", \"-\", \"--\", \"?\", \"??\", \"unknown\", \"missing\", \"void\", \"empty\", \"#\", \"#####\"]\n", + "\n", + "# Check for potential placeholders in the DataFrame\n", + "found_placeholder = False\n", + "for column in housing_data.columns:\n", + " placeholder_count = housing_data[column].isin(common_placeholders).sum()\n", + " if placeholder_count > 0:\n", + " print(f\"Column '{column}': Found {placeholder_count} occurrences of potential placeholder .\")\n", + " found_placeholder = True\n", + "\n", + "if not found_placeholder:\n", + " print(\"No potential placeholders found in the DataFrame.\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "### b) Handling Missing Values:\n", + "waterfront: \n", + "Since these are categorical, we can replace missing values with the mode or create a separate category for missing values.\n", + "
yr_renovated: \n", + "A significant number of missing values suggest that these houses might not have been renovated. Impute with 0 or a specific marker value." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 218, "metadata": {}, "outputs": [], "source": [ - "# Your code here - remember to use markdown cells for comments as well!" + "# For categorical data, impute missing values with mode or specific marker\n", + "waterfront_mode = housing_data['waterfront'].mode()[0]\n", + "\n", + "housing_data['waterfront'].fillna(waterfront_mode, inplace=True)\n", + "housing_data['yr_renovated'].fillna(0, inplace=True) # Assuming no renovation if NaN" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### c) Convert Data\n", + "Convert date from object to datetime format.\n", + "sqft_basement: Convert from object to numeric, handling any non-numeric entries." + ] + }, + { + "cell_type": "code", + "execution_count": 219, + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import datetime\n", + "\n", + "housing_data['date'] = pd.to_datetime(housing_data['date'])\n", + "housing_data['sqft_basement'] = pd.to_numeric(housing_data['sqft_basement'], errors='coerce') # Convert to numeric, coerce errors\n", + "housing_data['sqft_basement'].fillna(0, inplace=True) # Assuming no basement if NaN or non-numeric" + ] + }, + { + "cell_type": "code", + "execution_count": 220, + "metadata": {}, + "outputs": [], + "source": [ + "# Change waterfront to integer\n", + "housing_data['waterfront'] = housing_data['waterfront'].apply(lambda x: 0 if x == 'NO' else 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 221, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['7 Average' '6 Low Average' '8 Good' '11 Excellent' '9 Better' '5 Fair'\n", + " '10 Very Good' '12 Luxury' '4 Low' '3 Poor' '13 Mansion']\n" + ] + } + ], + "source": [ + "# checking \"grade\" column\n", + "unique_grade = housing_data.grade.unique()\n", + "print(unique_grade)" + ] + }, + { + "cell_type": "code", + "execution_count": 222, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Average' 'Very Good' 'Good' 'Poor' 'Fair']\n" + ] + } + ], + "source": [ + "# checking \"condition\"column\n", + "unique_condition = housing_data.condition.unique()\n", + "print(unique_condition)" + ] + }, + { + "cell_type": "code", + "execution_count": 223, + "metadata": {}, + "outputs": [], + "source": [ + "# Convert grade and condition into representative numbers for easier Exploratory analysis.\n", + "housing_data['condition'] = housing_data['condition'].map({'Poor': 1,'Fair': 2,'Average': 3,'Good': 4,'Very Good': 5}).astype(float)\n", + "housing_data['grade'] = housing_data['grade'].map({'3 Poor': 1,'4 Low': 2,'5 Fair': 3,'6 Low Average': 4,'7 Average': 5,'8 Good': 6,'9 Better': 7,'10 Very Good': 8,'11 Excellent': 9,'12 Luxury': 10,'13 Mansion': 11}).astype(float) " + ] + }, + { + "cell_type": "code", + "execution_count": 224, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Index: 21143 entries, 0 to 21596\n", + "Data columns (total 17 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 id 21143 non-null int64 \n", + " 1 date 21143 non-null datetime64[ns]\n", + " 2 price 21143 non-null float64 \n", + " 3 bedrooms 21143 non-null int64 \n", + " 4 bathrooms 21143 non-null float64 \n", + " 5 sqft_living 21143 non-null int64 \n", + " 6 sqft_lot 21143 non-null int64 \n", + " 7 floors 21143 non-null float64 \n", + " 8 waterfront 21143 non-null int64 \n", + " 9 condition 21143 non-null float64 \n", + " 10 grade 21143 non-null float64 \n", + " 11 sqft_above 21143 non-null int64 \n", + " 12 sqft_basement 21143 non-null float64 \n", + " 13 yr_built 21143 non-null int64 \n", + " 14 yr_renovated 21143 non-null float64 \n", + " 15 sqft_living15 21143 non-null int64 \n", + " 16 sqft_lot15 21143 non-null int64 \n", + "dtypes: datetime64[ns](1), float64(7), int64(9)\n", + "memory usage: 2.9 MB\n" + ] + }, + { + "data": { + "text/html": [ + "
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iddatepricebedroomsbathroomssqft_livingsqft_lotfloorswaterfrontconditiongradesqft_abovesqft_basementyr_builtyr_renovatedsqft_living15sqft_lot15
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1187720250491142014-05-29402000.021.071011732.004.05.07100.019430.013701173
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" + ], + "text/plain": [ + " id date price bedrooms bathrooms sqft_living \\\n", + "9602 2917200085 2015-04-08 350000.0 2 1.0 1160 \n", + "11877 2025049114 2014-05-29 402000.0 2 1.0 710 \n", + "14592 968000120 2014-11-12 395000.0 3 2.0 1470 \n", + "1990 8562890370 2015-04-14 399950.0 4 2.5 3110 \n", + "17687 3575302562 2014-11-13 356000.0 3 1.5 1140 \n", + "\n", + " sqft_lot floors waterfront condition grade sqft_above \\\n", + "9602 5395 1.0 0 3.0 5.0 860 \n", + "11877 1173 2.0 0 4.0 5.0 710 \n", + "14592 10125 1.0 0 4.0 5.0 1470 \n", + "1990 5868 2.0 0 3.0 6.0 3110 \n", + "17687 7500 1.0 0 3.0 5.0 1140 \n", + "\n", + " sqft_basement yr_built yr_renovated sqft_living15 sqft_lot15 \n", + "9602 300.0 1940 0.0 1664 5363 \n", + "11877 0.0 1943 0.0 1370 1173 \n", + "14592 0.0 1962 0.0 1440 10125 \n", + "1990 0.0 2001 0.0 2950 5924 \n", + "17687 0.0 1976 0.0 1380 7500 " + ] + }, + "execution_count": 224, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "# Check transformations\n", + "housing_data.info()\n", + "housing_data.sample(5)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Feature Engineering:\n", + "\n", + "Create additional features that might be informative for our modeling:\n", + "\n", + "**House Age**: Calculate the age of the house from the 'yr_built' column to the current year.\n", + "\n", + "**Renovation Age**: If a house has been renovated ('yr_renovated' > 0), calculate the years since the renovation.\n", + "\n", + "**Total Square Footage**: Sum up 'sqft_living', 'sqft_lot', 'sqft_above', and 'sqft_basement' for a total square footage feature.\n", + "\n", + "These new features could reveal deeper insights into the housing prices and help improve the performance of our statistical models.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 225, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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house_agerenovation_agetotal_sqft
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" + ], + "text/plain": [ + " house_age renovation_age total_sqft\n", + "0 69 0.0 8010.0\n", + "1 73 33.0 12382.0\n", + "2 91 0.0 11540.0\n", + "3 59 0.0 8920.0\n", + "4 37 0.0 11440.0" + ] + }, + "execution_count": 225, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Current year for age calculations\n", + "from datetime import datetime\n", + "\n", + "current_year = datetime.now().year\n", + "\n", + "# Feature Engineering\n", + "housing_data['house_age'] = current_year - housing_data['yr_built']\n", + "housing_data['renovation_age'] = housing_data.apply(\n", + " lambda x: 0 if x['yr_renovated'] == 0 else current_year - x['yr_renovated'], axis=1\n", + ")\n", + "housing_data['total_sqft'] = housing_data['sqft_living'] + housing_data['sqft_lot'] + \\\n", + " housing_data['sqft_above'] + housing_data['sqft_basement']\n", + "\n", + "# Display the new features\n", + "housing_data[['house_age', 'renovation_age', 'total_sqft']].head()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The new features have been successfully added:\n", + "\n", + "**House Age**: Represents the age of the house since it was built.\n", + "\n", + "**Renovation Age**: If renovated, this indicates the number of years since the last renovation; otherwise, it is 0.\n", + "\n", + "**Total Square Footage**: Sum of the living area, lot size, above-ground level area, and basement area\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### *Sample data check.*" + ] + }, + { + "cell_type": "code", + "execution_count": 226, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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iddatepricebedroomsbathroomssqft_livingsqft_lotfloorswaterfrontconditiongradesqft_abovesqft_basementyr_builtyr_renovatedsqft_living15sqft_lot15house_agerenovation_agetotal_sqft
352922210001002014-05-07310000.031.751840107231.004.05.01220620.019740.015909820500.014403.0
2024189241003722015-04-231300000.043.50359053342.003.07.03140450.020060.021006250180.012514.0
1922338320806102015-04-06270000.032.50178050152.003.05.017800.020100.020105250140.08575.0
1860392973007502014-11-05355000.021.75176046001.004.05.0850910.019260.011504800980.08120.0
498095472011552014-10-16567500.031.00144030601.504.05.014400.019100.0144035701140.05940.0
\n", + "
" + ], + "text/plain": [ + " id date price bedrooms bathrooms sqft_living \\\n", + "3529 2221000100 2014-05-07 310000.0 3 1.75 1840 \n", + "20241 8924100372 2015-04-23 1300000.0 4 3.50 3590 \n", + "19223 3832080610 2015-04-06 270000.0 3 2.50 1780 \n", + "18603 9297300750 2014-11-05 355000.0 2 1.75 1760 \n", + "4980 9547201155 2014-10-16 567500.0 3 1.00 1440 \n", + "\n", + " sqft_lot floors waterfront condition grade sqft_above \\\n", + "3529 10723 1.0 0 4.0 5.0 1220 \n", + "20241 5334 2.0 0 3.0 7.0 3140 \n", + "19223 5015 2.0 0 3.0 5.0 1780 \n", + "18603 4600 1.0 0 4.0 5.0 850 \n", + "4980 3060 1.5 0 4.0 5.0 1440 \n", + "\n", + " sqft_basement yr_built yr_renovated sqft_living15 sqft_lot15 \\\n", + "3529 620.0 1974 0.0 1590 9820 \n", + "20241 450.0 2006 0.0 2100 6250 \n", + "19223 0.0 2010 0.0 2010 5250 \n", + "18603 910.0 1926 0.0 1150 4800 \n", + "4980 0.0 1910 0.0 1440 3570 \n", + "\n", + " house_age renovation_age total_sqft \n", + "3529 50 0.0 14403.0 \n", + "20241 18 0.0 12514.0 \n", + "19223 14 0.0 8575.0 \n", + "18603 98 0.0 8120.0 \n", + "4980 114 0.0 5940.0 " + ] + }, + "execution_count": 226, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "housing_data.sample(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 227, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Index: 21143 entries, 0 to 21596\n", + "Data columns (total 20 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 id 21143 non-null int64 \n", + " 1 date 21143 non-null datetime64[ns]\n", + " 2 price 21143 non-null float64 \n", + " 3 bedrooms 21143 non-null int64 \n", + " 4 bathrooms 21143 non-null float64 \n", + " 5 sqft_living 21143 non-null int64 \n", + " 6 sqft_lot 21143 non-null int64 \n", + " 7 floors 21143 non-null float64 \n", + " 8 waterfront 21143 non-null int64 \n", + " 9 condition 21143 non-null float64 \n", + " 10 grade 21143 non-null float64 \n", + " 11 sqft_above 21143 non-null int64 \n", + " 12 sqft_basement 21143 non-null float64 \n", + " 13 yr_built 21143 non-null int64 \n", + " 14 yr_renovated 21143 non-null float64 \n", + " 15 sqft_living15 21143 non-null int64 \n", + " 16 sqft_lot15 21143 non-null int64 \n", + " 17 house_age 21143 non-null int64 \n", + " 18 renovation_age 21143 non-null float64 \n", + " 19 total_sqft 21143 non-null float64 \n", + "dtypes: datetime64[ns](1), float64(9), int64(10)\n", + "memory usage: 3.4 MB\n" + ] + } + ], + "source": [ + "housing_data.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3. EXPLORATORY DATA ANALYSIS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next is EDA; Exploratory Data Analysis is a crucial step in data analysis. This process will involve examining and understanding the structure, patterns, and relationships within the dataset. It will aid us uncover insights, detect anomalies, and inform subsequent analysis and modeling decisions." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### a.) Univariate Analysis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**#Distribution of House Prices.**" + ] + }, + { + "cell_type": "code", + "execution_count": 228, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Set the style for seaborn\n", + "sns.set_style(\"whitegrid\")\n", + "\n", + "# Create subplots\n", + "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(10, 6))\n", + "\n", + "# Histogram\n", + "sns.histplot(housing_data['price'], bins=\"auto\", kde=False, color='#003399', ax=axes[0])\n", + "axes[0].set_title('Histogram of House Prices')\n", + "axes[0].set_xlabel('Price')\n", + "axes[0].set_ylabel('Frequency')\n", + "\n", + "# Density Plot\n", + "sns.histplot(housing_data['price'], bins=\"auto\", kde=True, color='#339933', ax=axes[1])\n", + "axes[1].set_title('Density Plot of House Prices')\n", + "axes[1].set_xlabel('Price')\n", + "axes[1].set_ylabel('Density')\n", + "\n", + "# A common title\n", + "plt.suptitle('Distribution Analysis of House Prices.', fontsize=16)\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "\n", + "# Show plots\n", + "plt.show();\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The histogram depicts the distribution of house prices, with most bars are clustered towards the left, suggesting that a significant number of houses are priced lower. The density plot illustrates a curve representing the density of house prices. Similar to the histogram, the curve peaks sharply on the left and gradually tapers off, indicating a right-skewed distribution. \n", + "
In summary, the majority of house prices are concentrated at the lower end, creating a skewed distribution.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**#Distribution of Bedrooms, Bathrooms and Floors.**" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# Create subplots\n", + "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(18, 6))\n", + "\n", + "# Common title for all subplots\n", + "fig.suptitle('Distribution of Bedrooms, Bathrooms, and Floors.', fontsize=16)\n", + "\n", + "# Box plot for bedrooms\n", + "sns.boxplot(x=housing_data['bedrooms'], ax=axes[0])\n", + "axes[0].set_title('Bedrooms')\n", + "axes[0].set_xlabel('Number of Bedrooms')\n", + "\n", + "# Box plot for bathrooms\n", + "sns.boxplot(x=housing_data['bathrooms'], ax=axes[1])\n", + "axes[1].set_title('Bathrooms')\n", + "axes[1].set_xlabel('Number of Bathrooms')\n", + "\n", + "# Box plot for floors\n", + "sns.boxplot(x=housing_data['floors'], ax=axes[2])\n", + "axes[2].set_title('Floors')\n", + "axes[2].set_xlabel('Number of Floors')\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "\n", + "# Show plots\n", + "plt.show();\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After analyzing the distribution of bedrooms, bathrooms and floors, an outlier was detected in the bedroom column. To ensure the accuracy of our analysis, the outlier value was identified and subsequently removed from the dataset. The box plot below displays the distribution of bedrooms after excluding the outlier value. " + ] + }, + { + "cell_type": "code", + "execution_count": 230, + "metadata": {}, + "outputs": [], + "source": [ + "# Identify the outlier value\n", + "outlier_value = housing_data['bedrooms'].max() \n", + "\n", + "# Filter the DataFrame to exclude the outlier\n", + "housing_data = housing_data[housing_data['bedrooms'] != outlier_value]" + ] + }, + { + "cell_type": "code", + "execution_count": 231, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Number of Bedrooms')" + ] + }, + "execution_count": 231, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Box plot for bedrooms\n", + "sns.boxplot(x=housing_data['bedrooms'])\n", + "plt.title('Bedrooms')\n", + "plt.xlabel('Number of Bedrooms')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### b.) Bivariate Analysis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**#Total Square Footage of houses by Price Range.**" + ] + }, + { + "cell_type": "code", + "execution_count": 232, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "price_range\n", + "300K-600K 10560\n", + "600K-1M 4691\n", + "100K-300K 4433\n", + "1M-2M 1234\n", + "2M-5M 187\n", + "70K-100K 30\n", + "5M-8M 7\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 232, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Define the labels with ranges\n", + "labels = [\"70K-100K\", \"100K-300K\", \"300K-600K\", \"600K-1M\", \"1M-2M\", \"2M-5M\", \"5M-8M\"]\n", + "\n", + "# Cut the data into the specified ranges and assign labels\n", + "housing_data.loc[:,\"price_range\"] = pd.cut(housing_data.price,\n", + " bins=[70000, 100000, 300000, 600000, 1000000, 2000000, 5000000, 8000000],\n", + " labels=labels)\n", + "\n", + "# Count the occurrences of each category\n", + "housing_data['price_range'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 233, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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iddatepricebedroomsbathroomssqft_livingsqft_lotfloorswaterfrontcondition...sqft_abovesqft_basementyr_builtyr_renovatedsqft_living15sqft_lot15house_agerenovation_agetotal_sqftprice_range
1915010731000652015-02-17348125.031.0140084511.503.0...14000.019530.015908433710.011251.0300K-600K
3012160000152015-04-17219950.031.5107066011.003.0...10700.019850.010306614390.08741.0100K-300K
1461572114007602014-05-28277000.041.0145062501.003.0...990460.019640.014404000600.09150.0100K-300K
1571424500002752014-07-16595000.041.5135081131.004.0...13500.019590.019308113650.010813.0300K-600K
309192649509402014-08-05348000.032.5206074582.003.0...20600.019890.024807743350.011578.0300K-600K
\n", + "

5 rows × 21 columns

\n", + "
" + ], + "text/plain": [ + " id date price bedrooms bathrooms sqft_living \\\n", + "19150 1073100065 2015-02-17 348125.0 3 1.0 1400 \n", + "3012 16000015 2015-04-17 219950.0 3 1.5 1070 \n", + "14615 7211400760 2014-05-28 277000.0 4 1.0 1450 \n", + "15714 2450000275 2014-07-16 595000.0 4 1.5 1350 \n", + "3091 9264950940 2014-08-05 348000.0 3 2.5 2060 \n", + "\n", + " sqft_lot floors waterfront condition ... sqft_above \\\n", + "19150 8451 1.5 0 3.0 ... 1400 \n", + "3012 6601 1.0 0 3.0 ... 1070 \n", + "14615 6250 1.0 0 3.0 ... 990 \n", + "15714 8113 1.0 0 4.0 ... 1350 \n", + "3091 7458 2.0 0 3.0 ... 2060 \n", + "\n", + " sqft_basement yr_built yr_renovated sqft_living15 sqft_lot15 \\\n", + "19150 0.0 1953 0.0 1590 8433 \n", + "3012 0.0 1985 0.0 1030 6614 \n", + "14615 460.0 1964 0.0 1440 4000 \n", + "15714 0.0 1959 0.0 1930 8113 \n", + "3091 0.0 1989 0.0 2480 7743 \n", + "\n", + " house_age renovation_age total_sqft price_range \n", + "19150 71 0.0 11251.0 300K-600K \n", + "3012 39 0.0 8741.0 100K-300K \n", + "14615 60 0.0 9150.0 100K-300K \n", + "15714 65 0.0 10813.0 300K-600K \n", + "3091 35 0.0 11578.0 300K-600K \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 233, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "housing_data.sample(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 234, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# Set the style of seaborn\n", + "sns.set_style(\"darkgrid\")\n", + "\n", + "# Create a bar plot\n", + "plt.figure(figsize=(10, 6))\n", + "sns.barplot(x=\"price_range\", y=\"total_sqft\", data=housing_data, errorbar=None, hue=\"price_range\", palette=\"crest\", legend=False)\n", + "plt.title(\"Total Square Footage by Price Range.\")\n", + "plt.xlabel(\"Price Range\")\n", + "plt.ylabel(\"Total Square Footage\")\n", + "plt.xticks(rotation=45) # Rotate x-axis labels for better readability\n", + "plt.show();\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "The bar plot illustrates the relationship between price range and total square footage. Each bar represents the total square footage of houses within different price range categories. \n", + "From the graph, it is evident that there is a positive association between house size and price. Specifically, larger houses, as indicated by higher total square footage, tend to command higher prices. \n", + "
This suggests that there is a tendency for bigger houses to have a higher price, indicating a positive correlation between the size of the property and its price.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**#Relationship between bedrooms, bathrooms, and house price**\n", + "\n", + "Created a scatter plot to visualize the relationship.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 235, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot for the relationship between bedrooms, bathrooms, and house price\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(housing_data['bedrooms'], housing_data['bathrooms'], c=housing_data['price'], cmap='winter', alpha=0.5)\n", + "plt.colorbar(label='House Price')\n", + "plt.xlabel('Number of Bedrooms')\n", + "plt.ylabel('Number of Bathrooms')\n", + "plt.title('Relationship between Bedrooms, Bathrooms, and House Price')\n", + "plt.grid(True)\n", + "plt.show();\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The scatter plot reveals a clear relationship between the number of bedrooms, bathrooms, and house prices. It indicates that houses with more bedrooms and bathrooms tend to command higher prices, reflecting buyer preferences for space and convenience. However, there's a diminishing return on the value added by additional bedrooms beyond a certain point. Understanding this relationship is crucial for both the real estate companies(sellers) and buyers in the real estate market, allowing them to make informed decisions based on their needs and market dynamics.\n", + "A house with a good balance of bedrooms and bathrooms tends to attract a wider range of potential buyers." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**#House age and house price**" + ] + }, + { + "cell_type": "code", + "execution_count": 236, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Line plot for house age vs. average house price\n", + "average_price_by_age = housing_data.groupby('house_age')['price'].mean()\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(average_price_by_age.index, average_price_by_age.values, marker='o', linestyle='-')\n", + "plt.xlabel('House Age (Years)')\n", + "plt.ylabel('Average House Price')\n", + "plt.title('Average House Price by House Age.')\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The scatter plot depicts the relationship between house age and prices; and reveals a lack of a clear linear trend. Instead, prices exhibit significant variation across different house ages. While the graph provides insights into how house prices fluctuate based on their age, no discernible pattern emerges. \n", + "In summary, the graph shows how house prices fluctuate based on their age, but no specific pattern emerges. This suggests that other factors beyond house age play a more influential role in determining house prices." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**#Prices of houses in relation to their respective Condition and Grade**" + ] + }, + { + "cell_type": "code", + "execution_count": 237, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create subplots with a shared y-axis\n", + "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(14, 6), sharey=True)\n", + "\n", + "# Bar plot for condition vs. price\n", + "sns.barplot(x='condition', y='price', data=housing_data, ax=axes[0], hue=\"condition\", palette='viridis', legend=False)\n", + "axes[0].set_title('Condition vs. Price')\n", + "axes[0].set_xlabel('Condition')\n", + "axes[0].set_ylabel('Price')\n", + "axes[0].grid(True)\n", + "\n", + "# Bar plot for grade vs. price\n", + "sns.barplot(x='grade', y='price', data=housing_data, ax=axes[1], hue=\"grade\", palette='viridis', legend=False)\n", + "axes[1].set_title('Grade vs. Price')\n", + "axes[1].set_xlabel('Grade')\n", + "axes[1].grid(True)\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "\n", + "# Show plots\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "The visualization presents comparisons between house prices and their condition and grade ratings. On the left, the condition of houses, rated from 1 to 5, shows relatively consistent prices across different condition levels, with no significant price increase observed for better conditions. Conversely, on the right, the grade of houses, ranging from 1 to 11, demonstrates a clear positive correlation with prices, indicating that higher-grade properties command higher prices." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### c.) Multivariate Analysis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### **#Correlation matrix**" + ] + }, + { + "cell_type": "code", + "execution_count": 238, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Exclude the 'id', date and 'price_range' column from the correlation matrix\n", + "correlation_matrix = housing_data.drop(columns=['id', 'price_range', 'date']).corr()\n", + "\n", + "# Set up the matplotlib figure\n", + "plt.figure(figsize=(20, 20))\n", + "\n", + "# Create a heatmap using seaborn\n", + "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f', linewidths=0.5)\n", + "\n", + "# Add a title\n", + "plt.title('Correlation Matrix')\n", + "\n", + "# Show the plot\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Price has a moderate positive correlation with sqft living (0.70), grade (0.67), sqft above (0.61). This means that as the values of these features increase, the price of the house also tends to increase." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 4.STATISTICAL ANALYSIS.\n", + "\n", + "Statistical analysis plays a crucial role in understanding relationships within datasets, identifying patterns, and gaining insights. In this regression modeling project aimed at predicting property values, several key steps in statistical analysis are essential:\n", + "\n", + "\n", + "1. Descriptive Statistics\n", + "2. Correlation matrix\n", + "3. Distribution Analysis\n", + "4. Inferential Statistics using Hypothesis Testing and Analysis of Variance\n", + "5. MultiColinierity" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### **a.) Descriptive Statistics**\n", + "\n", + "Initial insights into the central tendency, dispersion, and shape of the data distribution.\n", + "
Understanding the characteristics of the data." + ] + }, + { + "cell_type": "code", + "execution_count": 239, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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iddatepricebedroomsbathroomssqft_livingsqft_lotfloorswaterfrontconditiongradesqft_abovesqft_basementyr_builtyr_renovatedsqft_living15sqft_lot15house_agerenovation_agetotal_sqft
count2.114200e+04211422.114200e+0421142.00000021142.00000021142.0000002.114200e+0421142.00000021142.00000021142.00000021142.00000021142.00000021142.00000021142.00000021142.00000021142.00000021142.00000021142.00000021142.0000002.114200e+04
mean4.581107e+092014-10-29 08:57:27.7722068485.405060e+053.3711572.1160962080.9425311.508757e+041.4936150.0067163.4098485.6583101789.104437291.8380951971.02435968.2597201987.30247812739.32220252.9756410.9556811.924945e+04
min1.000102e+062014-05-02 00:00:007.800000e+041.0000000.500000370.0000005.200000e+021.0000000.0000001.0000001.000000370.0000000.0000001900.0000000.000000399.000000651.0000009.0000000.0000002.013000e+03
25%2.123049e+092014-07-22 00:00:003.220000e+053.0000001.7500001430.0000005.043000e+031.0000000.0000003.0000005.0000001200.0000000.0000001952.0000000.0000001490.0000005100.00000027.0000000.0000008.820000e+03
50%3.904940e+092014-10-16 00:00:004.500000e+053.0000002.2500001910.0000007.620000e+031.5000000.0000003.0000005.0000001560.0000000.0000001975.0000000.0000001840.0000007626.00000049.0000000.0000001.159350e+04
75%7.309100e+092015-02-18 00:00:006.450000e+054.0000002.5000002550.0000001.069575e+042.0000000.0000004.0000006.0000002210.000000560.0000001997.0000000.0000002360.00000010087.00000072.0000000.0000001.546000e+04
max9.900000e+092015-05-27 00:00:007.700000e+0611.0000008.00000013540.0000001.651359e+063.5000001.0000005.00000011.0000009410.0000004820.0000002015.0000002015.0000006210.000000871200.000000124.00000090.0000001.653959e+06
std2.876357e+09NaN3.680831e+050.9022130.768545918.5638164.121013e+040.5392520.0816800.6504221.174272828.413341442.50436429.322166362.774103685.67165527169.85997129.3221665.8246594.156724e+04
\n", + "
" + ], + "text/plain": [ + " id date price \\\n", + "count 2.114200e+04 21142 2.114200e+04 \n", + "mean 4.581107e+09 2014-10-29 08:57:27.772206848 5.405060e+05 \n", + "min 1.000102e+06 2014-05-02 00:00:00 7.800000e+04 \n", + "25% 2.123049e+09 2014-07-22 00:00:00 3.220000e+05 \n", + "50% 3.904940e+09 2014-10-16 00:00:00 4.500000e+05 \n", + "75% 7.309100e+09 2015-02-18 00:00:00 6.450000e+05 \n", + "max 9.900000e+09 2015-05-27 00:00:00 7.700000e+06 \n", + "std 2.876357e+09 NaN 3.680831e+05 \n", + "\n", + " bedrooms bathrooms sqft_living sqft_lot floors \\\n", + "count 21142.000000 21142.000000 21142.000000 2.114200e+04 21142.000000 \n", + "mean 3.371157 2.116096 2080.942531 1.508757e+04 1.493615 \n", + "min 1.000000 0.500000 370.000000 5.200000e+02 1.000000 \n", + "25% 3.000000 1.750000 1430.000000 5.043000e+03 1.000000 \n", + "50% 3.000000 2.250000 1910.000000 7.620000e+03 1.500000 \n", + "75% 4.000000 2.500000 2550.000000 1.069575e+04 2.000000 \n", + "max 11.000000 8.000000 13540.000000 1.651359e+06 3.500000 \n", + "std 0.902213 0.768545 918.563816 4.121013e+04 0.539252 \n", + "\n", + " waterfront condition grade sqft_above sqft_basement \\\n", + "count 21142.000000 21142.000000 21142.000000 21142.000000 21142.000000 \n", + "mean 0.006716 3.409848 5.658310 1789.104437 291.838095 \n", + "min 0.000000 1.000000 1.000000 370.000000 0.000000 \n", + "25% 0.000000 3.000000 5.000000 1200.000000 0.000000 \n", + "50% 0.000000 3.000000 5.000000 1560.000000 0.000000 \n", + "75% 0.000000 4.000000 6.000000 2210.000000 560.000000 \n", + "max 1.000000 5.000000 11.000000 9410.000000 4820.000000 \n", + "std 0.081680 0.650422 1.174272 828.413341 442.504364 \n", + "\n", + " yr_built yr_renovated sqft_living15 sqft_lot15 house_age \\\n", + "count 21142.000000 21142.000000 21142.000000 21142.000000 21142.000000 \n", + "mean 1971.024359 68.259720 1987.302478 12739.322202 52.975641 \n", + "min 1900.000000 0.000000 399.000000 651.000000 9.000000 \n", + "25% 1952.000000 0.000000 1490.000000 5100.000000 27.000000 \n", + "50% 1975.000000 0.000000 1840.000000 7626.000000 49.000000 \n", + "75% 1997.000000 0.000000 2360.000000 10087.000000 72.000000 \n", + "max 2015.000000 2015.000000 6210.000000 871200.000000 124.000000 \n", + "std 29.322166 362.774103 685.671655 27169.859971 29.322166 \n", + "\n", + " renovation_age total_sqft \n", + "count 21142.000000 2.114200e+04 \n", + "mean 0.955681 1.924945e+04 \n", + "min 0.000000 2.013000e+03 \n", + "25% 0.000000 8.820000e+03 \n", + "50% 0.000000 1.159350e+04 \n", + "75% 0.000000 1.546000e+04 \n", + "max 90.000000 1.653959e+06 \n", + "std 5.824659 4.156724e+04 " + ] + }, + "execution_count": 239, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "housing_data.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Price Distribution:**\n", + "\n", + "The price of houses in the dataset varies widely, ranging from $78,000 to $7,700,000, with an average price of $540,506. The standard deviation of $368,083.1 indicates a significant dispersion around the mean, suggesting a diverse range of housing prices.\n", + "\n", + "**Bedrooms and Bathrooms:** \n", + "\n", + "The average number of bedrooms is approximately 3.37, while the average number of bathrooms is about 2.12. The standard deviations for both variables are relatively small, indicating less variability compared to other features.\n", + "\n", + "**Square Footage:**\n", + "\n", + " The average square footage of living space is around 2,080, with a standard deviation of 918.56. Similarly, the average lot size is approximately 15,087 square feet, with a larger standard deviation of 41,210.13, suggesting more variability in lot sizes compared to living space.\n", + "\n", + "**Floors:**\n", + "\n", + "On average, houses have 1.49 floors, with a standard deviation of 0.54. This indicates some variability in the number of floors, although most houses seem to have either one or two floors.\n", + "\n", + "**Waterfront Property:**\n", + "\n", + " Only a small percentage (0.7%) of the houses are waterfront properties, based on the average value. This feature is likely represented as a binary variable (0 for no waterfront, 1 for waterfront), with most houses being non-waterfront properties.\n", + "\n", + "**Condition and Grade:**\n", + "\n", + "The average condition of houses is approximately 3.41, with a standard deviation of 0.65, suggesting some variability in the condition ratings. Similarly, the average grade is around 5.66, with a standard deviation of 1.17, indicating variations in the overall quality of houses.\n", + "\n", + "**Year Built and Year Renovated:**\n", + "\n", + "The houses in the dataset span a wide range of construction years, from 1900 to 2015, with an average year of construction around 1971. The standard deviation of 29.32 indicates some variability in the construction years. Additionally, the average year of renovation is approximately 68.26, with a standard deviation of 443.5, suggesting that most houses have not been renovated." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### **b.) Correlation Analysis with House Prices**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Correlation analysis was performed to examine the relationship between various features and the target variable, 'price'. \n", + "
Here are the correlation coefficients between each feature and the price:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 240, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "price 1.000000\n", + "bedrooms 0.316573\n", + "bathrooms 0.525899\n", + "sqft_living 0.702340\n", + "sqft_lot 0.087940\n", + "floors 0.256372\n", + "waterfront 0.265970\n", + "condition 0.035264\n", + "grade 0.667751\n", + "sqft_above 0.605167\n", + "sqft_basement 0.325003\n", + "yr_built 0.054471\n", + "yr_renovated 0.116721\n", + "sqft_living15 0.586441\n", + "sqft_lot15 0.083196\n", + "house_age -0.054471\n", + "renovation_age 0.082356\n", + "total_sqft 0.118225\n", + "dtype: float64" + ] + }, + "execution_count": 240, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "drop_var = ['id', 'price_range', 'date']\n", + "\n", + "correlation = housing_data.drop(drop_var, axis=1).corrwith(housing_data['price'])\n", + "correlation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These correlation coefficients indicate the strength and direction of the linear relationship between each feature and the price of the houses.\n", + "
Features with higher positive correlation coefficients, such as 'sqft_living', 'grade', 'bathrooms', and 'sqft_above', have a stronger positive linear relationship with the price, indicating that as these feature values increase, the price tends to increase as well. Conversely, features with low or negative correlation coefficients, such as 'condition', 'yr_built', 'sqft_lot', and 'house_age', have weaker or negative linear relationships with the price.\n", + "
However, it's imperative to underscore that correlation does not imply causation. There could be an underlying third factor driving changes in both features, underscoring the need for thorough investigation beyond correlation analysis." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### **c.) Distribution Analysis**\n", + "\n", + "Distribution analysis involves understanding the distribution of data, such as whether it follows a normal distribution and skewed distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 241, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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iddatepricebedroomsbathroomssqft_livingsqft_lotfloorswaterfrontcondition...sqft_abovesqft_basementyr_builtyr_renovatedsqft_living15sqft_lot15house_agerenovation_agetotal_sqftprice_range
071293005202014-10-1312.3099871.3862940.6931477.0741178.6395880.6931470.01.386294...7.0741170.00000019550.0000007.2011718.639588690.0000008.988571100K-300K
164141001922014-12-0913.1956161.3862941.1786557.8520508.8877911.0986120.01.386294...7.6829435.99396119517.5968947.4330758.941153733.5263619.424080300K-600K
256315004002015-02-2512.1007181.0986120.6931476.6476889.2104400.6931470.01.386294...6.6476880.00000019330.0000007.9087558.995041910.0000009.353661100K-300K
324872008752014-12-0913.3113311.6094381.3862947.5812108.5173930.6931470.01.791759...6.9574976.81454319650.0000007.2159758.517393590.0000009.096163600K-1M
419544005102015-02-1813.1421681.3862941.0986127.4271448.9972710.6931470.01.386294...7.4271440.00000019870.0000007.4960978.923191370.0000009.344959300K-600K
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" + ], + "text/plain": [ + " id date price bedrooms bathrooms sqft_living \\\n", + "0 7129300520 2014-10-13 12.309987 1.386294 0.693147 7.074117 \n", + "1 6414100192 2014-12-09 13.195616 1.386294 1.178655 7.852050 \n", + "2 5631500400 2015-02-25 12.100718 1.098612 0.693147 6.647688 \n", + "3 2487200875 2014-12-09 13.311331 1.609438 1.386294 7.581210 \n", + "4 1954400510 2015-02-18 13.142168 1.386294 1.098612 7.427144 \n", + "\n", + " sqft_lot floors waterfront condition ... sqft_above sqft_basement \\\n", + "0 8.639588 0.693147 0.0 1.386294 ... 7.074117 0.000000 \n", + "1 8.887791 1.098612 0.0 1.386294 ... 7.682943 5.993961 \n", + "2 9.210440 0.693147 0.0 1.386294 ... 6.647688 0.000000 \n", + "3 8.517393 0.693147 0.0 1.791759 ... 6.957497 6.814543 \n", + "4 8.997271 0.693147 0.0 1.386294 ... 7.427144 0.000000 \n", + "\n", + " yr_built yr_renovated sqft_living15 sqft_lot15 house_age \\\n", + "0 1955 0.000000 7.201171 8.639588 69 \n", + "1 1951 7.596894 7.433075 8.941153 73 \n", + "2 1933 0.000000 7.908755 8.995041 91 \n", + "3 1965 0.000000 7.215975 8.517393 59 \n", + "4 1987 0.000000 7.496097 8.923191 37 \n", + "\n", + " renovation_age total_sqft price_range \n", + "0 0.000000 8.988571 100K-300K \n", + "1 3.526361 9.424080 300K-600K \n", + "2 0.000000 9.353661 100K-300K \n", + "3 0.000000 9.096163 600K-1M \n", + "4 0.000000 9.344959 300K-600K \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 241, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from scipy.stats import skew\n", + "\n", + "# Select numerical variables only\n", + "numerical_data = housing_data.select_dtypes(include=['number'])\n", + "\n", + "# Compute skewness for each numerical variable\n", + "skewness = numerical_data.apply(lambda x: skew(x.dropna()))\n", + "\n", + "# Select variables with skewness above a certain threshold (e.g., 0.5)\n", + "skewed_variables = skewness[abs(skewness) > 0.5].index\n", + "\n", + "# Log transformation for skewed variables\n", + "df_log = housing_data.copy() # Create a copy of the original DataFrame to preserve the original data\n", + "df_log[skewed_variables] = housing_data[skewed_variables].apply(lambda x: np.log1p(x))\n", + "\n", + "# Check the distributions before and after transformation if needed\n", + "# For example, you can use histograms or density plots to visualize the distributions\n", + "\n", + "# Print the first few rows of the transformed data to verify\n", + "df_log.head()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 242, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Selecting numerical columns\n", + "numerical_columns = housing_data.select_dtypes(include=[np.number]).columns\n", + "\n", + "# Calculate the number of rows and columns for subplots\n", + "num_cols = len(numerical_columns)\n", + "num_rows = (num_cols + 2) // 3 # Calculate the number of rows needed, rounding up\n", + "\n", + "# Plot histograms for numerical variables\n", + "plt.figure(figsize=(12, num_rows * 4)) # Adjust the height based on the number of rows\n", + "for i, col in enumerate(numerical_columns, 1):\n", + " plt.subplot(num_rows, 3, i)\n", + " sns.histplot(housing_data[col], kde=True, edgecolor='black')\n", + " plt.title(col)\n", + " plt.xlabel('')\n", + " plt.ylabel('Frequency')\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Conclusion**\n", + "\n", + "In conclusion, the log transformation has effectively addressed skewness in the distribution of numerical variables within the dataset. Prior to transformation, variables such as house price, bedrooms, bathrooms, and various square footage measurements exhibited skewed distributions with long tails. However, after applying the log transformation, these distributions appear to be more symmetric and closer to a normal distribution. This transformation has enhanced the suitability of the data for statistical analysis by reducing skewness and improving the interpretability of the variables. It's important to acknowledge that while the log transformation has provided valuable improvements, it alters the scale and interpretation of the variables, necessitating careful consideration in subsequent analyses. Overall, the transformed variables are now better suited for further statistical modeling and analysis in the context of predicting property values and understanding real estate market trends." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### **d.) Inferential Statistics.**\n", + "\n", + "*We used one-way ANOVA approach*" + ] + }, + { + "cell_type": "code", + "execution_count": 243, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1. \u001b[1mbedrooms\u001b[0m: Reject the null hypothesis. There is a statistically significant relationship.\n", + "2. \u001b[1mbathrooms\u001b[0m: Reject the null hypothesis. There is a statistically significant relationship.\n", + "3. \u001b[1msqft_living\u001b[0m: Reject the null hypothesis. There is a statistically significant relationship.\n", + "4. \u001b[1msqft_lot\u001b[0m: Fail to reject the null hypothesis. There is no statistically significant relationship.\n", + "5. \u001b[1mfloors\u001b[0m: Reject the null hypothesis. There is a statistically significant relationship.\n", + "6. \u001b[1mwaterfront\u001b[0m: Reject the null hypothesis. There is a statistically significant relationship.\n", + "7. \u001b[1mcondition\u001b[0m: Reject the null hypothesis. There is a statistically significant relationship.\n", + "8. \u001b[1mgrade\u001b[0m: Reject the null hypothesis. There is a statistically significant relationship.\n", + "9. \u001b[1msqft_above\u001b[0m: Reject the null hypothesis. There is a statistically significant relationship.\n", + "10. \u001b[1msqft_basement\u001b[0m: Reject the null hypothesis. There is a statistically significant relationship.\n", + "11. \u001b[1myr_built\u001b[0m: Reject the null hypothesis. There is a statistically significant relationship.\n", + "12. \u001b[1myr_renovated\u001b[0m: Reject the null hypothesis. There is a statistically significant relationship.\n", + "13. \u001b[1msqft_living15\u001b[0m: Reject the null hypothesis. There is a statistically significant relationship.\n", + "14. \u001b[1msqft_lot15\u001b[0m: Fail to reject the null hypothesis. There is no statistically significant relationship.\n", + "15. \u001b[1mhouse_age\u001b[0m: Reject the null hypothesis. There is a statistically significant relationship.\n", + "16. \u001b[1mrenovation_age\u001b[0m: Reject the null hypothesis. There is a statistically significant relationship.\n", + "17. \u001b[1mtotal_sqft\u001b[0m: Fail to reject the null hypothesis. There is no statistically significant relationship.\n" + ] + }, + { + "data": { + "text/html": [ + "
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bedroomsbathroomssqft_livingsqft_lotfloorswaterfrontconditiongradesqft_abovesqft_basementyr_builtyr_renovatedsqft_living15sqft_lot15house_agerenovation_agetotal_sqft
F-statistic1.841471e+003.7286677.7025890.7327131.662592e+001.787176e+001.0511117.293065.0981141.750817e+001.236748e+001.0467165.2099780.7098411.236748e+001.171737e+000.775778
P-value1.765957e-1390.0000000.0000001.0000001.808184e-951.258742e-1250.0262890.000000.0000001.406487e-1162.417229e-170.0379430.0000001.0000002.417229e-172.430304e-101.000000
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" + ], + "text/plain": [ + " bedrooms bathrooms sqft_living sqft_lot floors \\\n", + "F-statistic 1.841471e+00 3.728667 7.702589 0.732713 1.662592e+00 \n", + "P-value 1.765957e-139 0.000000 0.000000 1.000000 1.808184e-95 \n", + "\n", + " waterfront condition grade sqft_above sqft_basement \\\n", + "F-statistic 1.787176e+00 1.051111 7.29306 5.098114 1.750817e+00 \n", + "P-value 1.258742e-125 0.026289 0.00000 0.000000 1.406487e-116 \n", + "\n", + " yr_built yr_renovated sqft_living15 sqft_lot15 \\\n", + "F-statistic 1.236748e+00 1.046716 5.209978 0.709841 \n", + "P-value 2.417229e-17 0.037943 0.000000 1.000000 \n", + "\n", + " house_age renovation_age total_sqft \n", + "F-statistic 1.236748e+00 1.171737e+00 0.775778 \n", + "P-value 2.417229e-17 2.430304e-10 1.000000 " + ] + }, + "execution_count": 243, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "from scipy.stats import f_oneway\n", + "\n", + "# List of features of interest\n", + "features_of_interest = ['bedrooms', 'bathrooms', 'sqft_living',\n", + " 'sqft_lot', 'floors', 'waterfront', 'condition', \n", + " 'grade', 'sqft_above', 'sqft_basement', 'yr_built', \n", + " 'yr_renovated', 'sqft_living15', 'sqft_lot15', \n", + " 'house_age', 'renovation_age', 'total_sqft']\n", + "\n", + "# Create an empty DataFrame to store ANOVA results\n", + "anova_results = pd.DataFrame(index=['F-statistic', 'P-value'])\n", + "\n", + "# Perform ANOVA for each feature\n", + "significant_features = []\n", + "\n", + "for i, column in enumerate(features_of_interest, 1):\n", + " groups = [housing_data[column][housing_data['price'] == category]\n", + " for category in housing_data['price'].unique()]\n", + "\n", + " # Perform ANOVA\n", + " f_statistic, p_value = f_oneway(*groups)\n", + "\n", + " # Store results in the DataFrame\n", + " anova_results[column] = [f_statistic, p_value]\n", + "\n", + " # Print interpretation\n", + " if p_value < 0.05:\n", + " significant_features.append(column)\n", + " print(f\"{i}. \\033[1m{column}\\033[0m: Reject the null hypothesis. There is a statistically significant relationship.\")\n", + " else:\n", + " print(f\"{i}. \\033[1m{column}\\033[0m: Fail to reject the null hypothesis. There is no statistically significant relationship.\")\n", + "\n", + "# Display ANOVA results\n", + "anova_results\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Conclusion**\n", + "\n", + "The features listed under \"Reject the Null Hypothesis\" have a statistically significant relationship with housing prices.\n", + "\n", + "These features are important predictors of housing prices in the given dataset.\n", + "\n", + "On the other hand, features listed under \"Fail to Reject the Null Hypothesis\" do not show a statistically significant relationship with housing prices based on the ANOVA test." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### **e.) Multicollinearity.**\n", + "\n", + "**Assessing Multicollinearity with Variance Inflation Factor (VIF)**\n", + "
In this analysis, we utilize the Variance Inflation Factor (VIF) to investigate multicollinearity among predictor variables in our regression model. Multicollinearity occurs when predictor variables are highly correlated with each other, which can lead to unreliable coefficient estimates. By computing the VIF for each predictor variable, we identify potential multicollinearity issues among property characteristics. \n", + "
High VIF values indicate a strong correlation between a predictor variable and the other variables in the model. Hence, it's crucial to examine the VIF values to ensure the reliability of our regression analysis and to address any multicollinearity detected.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 244, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\ADMIN\\anaconda3\\Lib\\site-packages\\statsmodels\\stats\\outliers_influence.py:198: RuntimeWarning: divide by zero encountered in scalar divide\n", + " vif = 1. / (1. - r_squared_i)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\u001b[1mVariance Inflation Factor (VIF):\u001b[0m\n" + ] + }, + { + "data": { + "text/html": [ + "
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FeatureVIF
0bedrooms1.688154
1bathrooms3.366371
2sqft_livinginf
3sqft_lotinf
4floors1.934470
5waterfront1.028593
6condition1.218261
7grade3.235515
8sqft_aboveinf
9sqft_basementinf
10yr_built94.556823
11yr_renovated4.226966
12sqft_living152.763013
13sqft_lot152.130997
14house_age7.743224
15renovation_age4.109794
16total_sqftinf
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" + ], + "text/plain": [ + " Feature VIF\n", + "0 bedrooms 1.688154\n", + "1 bathrooms 3.366371\n", + "2 sqft_living inf\n", + "3 sqft_lot inf\n", + "4 floors 1.934470\n", + "5 waterfront 1.028593\n", + "6 condition 1.218261\n", + "7 grade 3.235515\n", + "8 sqft_above inf\n", + "9 sqft_basement inf\n", + "10 yr_built 94.556823\n", + "11 yr_renovated 4.226966\n", + "12 sqft_living15 2.763013\n", + "13 sqft_lot15 2.130997\n", + "14 house_age 7.743224\n", + "15 renovation_age 4.109794\n", + "16 total_sqft inf" + ] + }, + "execution_count": 244, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from statsmodels.stats.outliers_influence import variance_inflation_factor\n", + "\n", + "# Compute Variance Inflation Factor (VIF) to detect multicollinearity\n", + "\n", + "X = housing_data[['bedrooms', 'bathrooms', 'sqft_living','sqft_lot', 'floors', 'waterfront', 'condition', 'grade', 'sqft_above', 'sqft_basement', 'yr_built', 'yr_renovated', 'sqft_living15', 'sqft_lot15', 'house_age', 'renovation_age', 'total_sqft']]\n", + "# Calculate the correlation matrix\n", + "correlation_matrix = X.corr()\n", + "\n", + "# Calculate VIF for each feature\n", + "vif_data = pd.DataFrame()\n", + "vif_data[\"Feature\"] = X.columns\n", + "vif_data[\"VIF\"] = [variance_inflation_factor(X.values, i) for i in range(len(X.columns))]\n", + "\n", + "# Print VIF for each feature\n", + "print(\"\\n\\033[1mVariance Inflation Factor (VIF):\\033[0m\")\n", + "vif_data\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Variance Inflation Factor (VIF) Analysis**\n", + "
The Variance Inflation Factor (VIF) was calculated to assess multicollinearity among the features in the dataset. A VIF value greater than 5 is typically considered indicative of multicollinearity. The results revealed that most features exhibited low levels of multicollinearity, with VIF values below 5. \n", + "
However, 'yr_built' displayed a remarkably high VIF of 94.56, indicating strong multicollinearity with other features. Additionally, 'sqft_living', 'sqft_lot', 'sqft_above', 'sqft_basement', and 'total_sqft' exhibited infinite VIF values, suggesting perfect multicollinearity. \n", + "
Addressing multicollinearity in this case may require further investigation, such as feature selection, dimensionality reduction techniques or applying regularization methods to mitigate multicollinearity effects and improve model performance. \n", + "
Overall, understanding the VIF values can help refine the regression model and ensure the reliability of the coefficient estimates.\n" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -40,9 +3605,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.11.5" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 }