Housing Price Prediction ML Frameworks
End-to-end ML projects for predicting residential property prices using regression models, feature engineering, and real estate datasets. Does NOT include commercial real estate valuation, rental demand forecasting, or general property investment analysis tools.
There are 168 housing price prediction frameworks tracked. 1 score above 50 (established tier). The highest-rated is ccao-data/model-res-avm at 53/100 with 57 stars.
Get all 168 projects as JSON
curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=housing-price-prediction&limit=20"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
| # | Framework | Score | Tier |
|---|---|---|---|
| 1 |
ccao-data/model-res-avm
Automated valuation model for all class 200 residential properties in Cook... |
|
Established |
| 2 |
Amey-Thakur/BANGALORE-HOUSE-PRICE-PREDICTION
Machine Learning Project to Predict House Prices in Bangalore. |
|
Emerging |
| 3 |
vishwasbasotra/Bangalore-Real-Estate-Price-Prediction-WebApp
This Model/WebApp predicts real estate price in Bangalore. |
|
Emerging |
| 4 |
ccao-data/model-condo-avm
Automated valuation model for all class 299 and 399 residential condominiums... |
|
Emerging |
| 5 |
huzaifsayed/Linear-Regression-Model-for-House-Price-Prediction
Linear Regression Model for Real State House Price Prediction |
|
Emerging |
| 6 |
irahorecka/craigslist-housing-miner
A global scraping tool for Craigslist housing |
|
Emerging |
| 7 |
massquantity/Kaggle-HousePrices
Kaggle Kernel for House Prices competition ... |
|
Emerging |
| 8 |
agrawal-priyank/machine-learning-regression
Built house price prediction model using linear regression and k nearest... |
|
Emerging |
| 9 |
aildnont/HIFIS-model
Machine learning models for prediction of chronic homelessness using the... |
|
Emerging |
| 10 |
noahgift/real_estate_ml
Machine Learning for Real Estate |
|
Emerging |
| 11 |
tatha04/Housing-Prices-Advanced-Regression-Techniques
This notebook explores the housing dataset from Kaggle to predict Sales... |
|
Emerging |
| 12 |
JensBender/rental-price-prediction
🏠 Predicting Singapore rental prices using XGBoost. Includes web scraping of... |
|
Emerging |
| 13 |
MYoussef885/House_Price_Prediction
The "House Price Prediction" project focuses on predicting housing prices... |
|
Emerging |
| 14 |
vaibhavvikas/housing-price-predictor
A machine learning project to predict the housing price based on Kaggle... |
|
Emerging |
| 15 |
Viveckh/LilHomie
A Machine Learning Project implemented from scratch which involves web... |
|
Emerging |
| 16 |
bshtmichielsen/house_price_predictor
Predicting the prices of houses using regression. |
|
Emerging |
| 17 |
brandokoch/real-estate-price-prediction
This repository presents an end-to-end process of approaching a machine... |
|
Emerging |
| 18 |
sidharth178/House-Prices-Advanced-Regression-Techniques
The objective of the project is to perform advance regression techniques to... |
|
Emerging |
| 19 |
harshjuly12/House-Price-Prediction-Using-Linear-Regression
This repository contains code for predicting house prices using the Linear... |
|
Emerging |
| 20 |
epigos/house-prices-prediction
Ghana rental house price prediction using machine learning |
|
Emerging |
| 21 |
Tejas-TA/Machine-Learning-Prediction-of-California-House-Prices
The repository contains the California House Prices Prediction Project... |
|
Emerging |
| 22 |
gaeldatascience/property-price-classification
Predicting whether a real estate property in France was sold for more than... |
|
Emerging |
| 23 |
nirdesh17/House-Price-Prediction
This project demonstrates the application of machine learning techniques to... |
|
Emerging |
| 24 |
dgovor/Housing-Price-Prediction-MATLAB
Machine Learning model for price prediction using Linear Regression |
|
Emerging |
| 25 |
youssef-laouina/Predicting-Apartments-Prices-in-Buenos-Aires
Machine learning project predicting real estate prices in Buenos Aires,... |
|
Emerging |
| 26 |
Sudhanshu1st/Advanced-House-Prediction-EDA
In this Data science project I tried to create Jupyter notebooks for EDA and... |
|
Emerging |
| 27 |
CodeByPinar/House-Price-Prediction-Project
🏠 This project focuses on predicting house prices using advanced regression... |
|
Experimental |
| 28 |
Vasi012/PP5-Predictive-Analysis
Milestone Project for Predictive Analytics Specialisation at Code Institute:... |
|
Experimental |
| 29 |
nkrivoshey/Analysis-of-the-Dubai-Real-Estate-market
Detailed analysis of the property market for the period Jan-June 2023 of Dubai |
|
Experimental |
| 30 |
mohataher/spark-ml-predict-uk-house-prices
Predict prices of UK houses using Spark ML. |
|
Experimental |
| 31 |
XuanyouLiu/US-Real-Estate-Analysis
US Real Estate Rental Price Analysis |
|
Experimental |
| 32 |
RafiShaik-AI/house-price-prediction-ml
Machine learning project to predict house prices using Linear Regression.... |
|
Experimental |
| 33 |
eboekenh/House_Price_ML_Light_GBM
Kaggle House Prices competition — LightGBM regression with feature... |
|
Experimental |
| 34 |
Gimmick12-DYY/Duke-Datafest2025
Real estate leasing trend analysis using geospatial data and machine... |
|
Experimental |
| 35 |
G0rav/House_Rent_Predictor
A Machine Learning model to predict the rent price of the house based on the... |
|
Experimental |
| 36 |
3bsalam-1/Regression-Models
🏡A comprehensive collection of regression model implementations using both... |
|
Experimental |
| 37 |
yamachang/ML-real-estate-prediction
A comprehensive ML project leveraging regression models to accurately... |
|
Experimental |
| 38 |
MATHEESHA2/Boston-Housing-Price-Predictor
🔮 Boston Home Price Estimator | Live Demo Available Web application... |
|
Experimental |
| 39 |
ahmadali-jamali/Bostone-housing-price-prediction
Dataset Boston Housing Price prediction |
|
Experimental |
| 40 |
amirmohammadgholampour/Home-price-detection-system
Machine Learning project for predicting California housing prices using... |
|
Experimental |
| 41 |
haroldeustaquio/Ames-Housing-Price-Predictor
Ames Housing Price Predictor is an ML project focused on predicting housing... |
|
Experimental |
| 42 |
nisarmasid/California-housing-prediction
California house price prediction is done in this notebook |
|
Experimental |
| 43 |
FPT-ThaiTuan/Predicting-housing-prices-and-analyzing-real-estate-market-in-the-Chicago-using-Machine-Learning
This project leverages machine learning to predict housing prices and... |
|
Experimental |
| 44 |
RelonViFleppy/Iowa-Housing-ML
End-to-end Iowa Housing analysis using Decision Trees and Random Forest.... |
|
Experimental |
| 45 |
subash12345679-png/RentalPrice-ML-Modeling
📊 Predict apartment rental prices in Tel Aviv using machine learning models,... |
|
Experimental |
| 46 |
roBvert/Experimenting-with-Learning-Curves
📊 Analyze learning curves to diagnose model performance and enhance... |
|
Experimental |
| 47 |
Osamsami/multiple-linear-regression-ols-project
End-to-end Multiple Linear Regression project using OLS Closed Form on... |
|
Experimental |
| 48 |
LuisOrtizUH/House-Sales-Price-Prediction-King-County-USA-Project
🏠 Predict house sales prices in King County, USA, using data analysis and... |
|
Experimental |
| 49 |
DataX-Soham/Advanced_MultiOutput_Regression-
Advanced multi-output regression project predicting California housing prices |
|
Experimental |
| 50 |
binDebug3/HousingAI
(2018) A machine learning program to predict housing prices based on synthetic data |
|
Experimental |
| 51 |
kyawhtetyang/HousePrice_Regression
House price regression pipeline with preprocessing, training, tuning, and... |
|
Experimental |
| 52 |
AsadiAhmad/House-Price-Prediction
Predicting house price with linear regression and feature selection |
|
Experimental |
| 53 |
Akshitha-G/HousePricePredictor-
Regression-based housing price prediction system using Java & ML algorithms... |
|
Experimental |
| 54 |
frezixs/House_Price_Forecasting
Predicting House Price in Beijing, Shanghai using various data analytic... |
|
Experimental |
| 55 |
Ramtin-Karbaschi/HousingPriceAdvance_KERASmodel
Advanced machine learning implementation for housing price prediction,... |
|
Experimental |
| 56 |
jucallej/House-Price-Predictor
House price predictor based on the UK land registry data |
|
Experimental |
| 57 |
sushrutshitoot/Housing-Market-Price-Prediction
Build a predictive model for the sale prices of homes in a city and explore... |
|
Experimental |
| 58 |
VictorHoffmann1/ENS-Challenge-Data-Real-Estate
This challenge organized by ENS Ulm and Collège de France was about... |
|
Experimental |
| 59 |
zermelozf/tokyohouseprice
An analysis of the factors that explain real estate prices in Tokyo. |
|
Experimental |
| 60 |
undiscovered-genius/House-Price-Prediction-Android-Application
House Price Prediction for Pune and Bangalore. This app uses two api which... |
|
Experimental |
| 61 |
BerkKilicoglu/AI-House-Guide-Application
Desktop application that predict house price with machine learning model. |
|
Experimental |
| 62 |
swarajkumarsingh/linear-regression-basic
Basic Linear regression model using Pytorch, to predict number of crops... |
|
Experimental |
| 63 |
Hamas-ur-Rehman/Boston-Housing-Price-Prediction-Model
It is trainned on the Boston Housing Dataset and is used to predict the... |
|
Experimental |
| 64 |
Ramtin-Karbaschi/HousePrice_RFmodel
This housing price prediction system leverages ensemble learning techniques... |
|
Experimental |
| 65 |
Anamikaasinghraj/end-to-end-housing-price-prediction-ml
End-to-end housing price prediction using regression and boosting models... |
|
Experimental |
| 66 |
vinodbavage31/Ames-house-price-prediction
A clean, end-to-end machine learning project for predicting house prices... |
|
Experimental |
| 67 |
andreabazerla/housing-price-prediction
Housing Price Prediction in Milan (Italy) through Neural Networks of Deep... |
|
Experimental |
| 68 |
vinodbavage31/House-price-pred
House Price Prediction using Python ML stack. Includes EDA, modeling,... |
|
Experimental |
| 69 |
pandakitty/housing-eda.html
A full-stack machine learning solution for predicting Anchorage housing... |
|
Experimental |
| 70 |
sr9dc/Pittsburgh_Single_Family_Home_Price
Pittsburgh Single Family Home Prediction with Non-Conventional Data Streams |
|
Experimental |
| 71 |
nicekid1/Tehran-Housing-Price-Prediction
Predicting Tehran Housing Prices using Machine Learning and Deep Learning A... |
|
Experimental |
| 72 |
ahmed1996said/dubai-housing-prices
ML model trained on data from Bayut.com to predict housing prices in Dubai |
|
Experimental |
| 73 |
Chonf-pkz/Machine-Learning-Predicted-House
📈 Applied Statistics - Linear Regression (MAS291) in Machine Learning |
|
Experimental |
| 74 |
aliahmad552/pakistan_house_price_predictor
A machine learning web app that predicts house prices across 5 major cities... |
|
Experimental |
| 75 |
richim96/ih-king-county-price-prediction
Exploratory data analysis and predictive modeling on King County, WA house... |
|
Experimental |
| 76 |
rifaldomalau/Real-Estate-Price-Prediction
Artificial Intelligence -> Machine Learning (ML) -> Supervised Learning ->... |
|
Experimental |
| 77 |
Dayan8554/House-Price-Model
🏠 Predict house prices using machine learning with data cleaning, feature... |
|
Experimental |
| 78 |
UtkarshPrajapati/House-Price-Predictor
Bangalore House Price Predictor Engine made with Python for Training Machine... |
|
Experimental |
| 79 |
Abdulbaqi78692/house-price-prediction
🏠 Predict house prices accurately using machine learning with Python and... |
|
Experimental |
| 80 |
Hazrat-Ali9/House-Price-Prediction-with-Machine-Learning
⚽ House ⚾ Price 🥎 Prediction 🏀 Machine 🏐 Learning ⛸ is 🚁 a data 🛸 science 🚟... |
|
Experimental |
| 81 |
Bhavani-adabala24/House-price-prediction-ML
Machine Learning project that predicts house prices using Linear Regression... |
|
Experimental |
| 82 |
thienhavosong1/house-price-prediction
Machine Learning project to predict house prices using the Ames Housing dataset. |
|
Experimental |
| 83 |
msmsimon00/sf-assessor-prediction
Predictive model of San Francisco Residential Properties (Single-Family & Condo) |
|
Experimental |
| 84 |
architfx-Coder/chennai-realestate-analysis
EDA + ML model identifying property price drivers across Chennai... |
|
Experimental |
| 85 |
akorablov/house_price_prediction
Comparative analysis of linear and tree-based models for house price prediction. |
|
Experimental |
| 86 |
qaracuck/intelligent-homevaluator-madrid
🏡 Predict real estate prices in Madrid using a machine learning model, with... |
|
Experimental |
| 87 |
Tarun3518/house-price-prediction
House price prediction using Linear Regression |
|
Experimental |
| 88 |
manisharan77/House-Price-Prediction
"House Price Prediction using ML — Linear Regression, Random Forest &... |
|
Experimental |
| 89 |
Osamsami/house-price-linear-regression
End-to-end Machine Learning project predicting house prices using Linear... |
|
Experimental |
| 90 |
angelalim095/hdb-resale-price-analysis
Analysis and prediction of Singapore HDB resale prices using Python,... |
|
Experimental |
| 91 |
jitensikka/House-Price-Predictor
Machine Learning project that predicts house prices based on features like... |
|
Experimental |
| 92 |
aldiaulia77/house-price-prediction-django
House price prediction web application built with Django and Machine Learning. |
|
Experimental |
| 93 |
vikivinieratou-ship-it/Housing-Price-Prediction-Linear-Regression---R
housing-price-prediction-r |
|
Experimental |
| 94 |
vivekanandhan1589-cpu/House-Price-Prediction
Machine Learning project to predict house prices using regression models |
|
Experimental |
| 95 |
cthejal/house-price-prediction
Predicts residential property sale prices using Linear Regression and Random... |
|
Experimental |
| 96 |
TahirKurtar/Zillow_Housing_Market_Analysis
Data-driven analysis of U.S. housing affordability (2012–2024) using Zillow... |
|
Experimental |
| 97 |
TareqAlKushari/Linear-Regression-For-Boston-House-Price-By-Using-PyTorch
This repository showcases a machine learning project that leverages PyTorch... |
|
Experimental |
| 98 |
MaickCrack/DataZenixSolutions_DataAnalytics-Project3
📊 Build a predictive model to estimate house prices using Linear Regression,... |
|
Experimental |
| 99 |
DilanCalvo/Linear-Regression-Models-Machine-Learning
Regularized linear regression analysis (Lasso, Ridge & baseline) on the... |
|
Experimental |
| 100 |
Eshitasri/HousePricePrediction
Machine Learning project predicting housing prices using regression models... |
|
Experimental |
| 101 |
JCameronH/Real-Estate-Application
Machine learning pipeline to identify motivated home sellers using public... |
|
Experimental |
| 102 |
bhushanpatil-ai-ml/house-price-prediction
Advanced ML regression pipeline for house price prediction with EDA, feature... |
|
Experimental |
| 103 |
HaDo1802/housing_price_predictor
A production-ready ML pipeline to predict house price using linear and... |
|
Experimental |
| 104 |
EllaN12/US_Rental_Market
Analysis of US rental Market |
|
Experimental |
| 105 |
Voto205/House-Price-Predictor
🏠 Predict house prices accurately using machine learning with this advanced... |
|
Experimental |
| 106 |
PranshuGhori/california-housing-price-prediction
Predict California housing prices using scikit-learn (EDA, preprocessing,... |
|
Experimental |
| 107 |
Shotza247/California_Housing_PredictionV1
Predicts California district-level house prices using census data —... |
|
Experimental |
| 108 |
kubaamarczak/house-price-prediction-system
House price prediction system using Linear Regression, Regularization... |
|
Experimental |
| 109 |
abdullahmahmood786/house-price-regression
Full ML pipeline on California housing data — feature engineering, Random... |
|
Experimental |
| 110 |
richim96/ironkaggle-king-county
Exploratory data analysis and predictive modeling on King County, WA house... |
|
Experimental |
| 111 |
HusnainQasid/House-price-predictor-ML_
Machine Learning project for predicting housing prices using Linear... |
|
Experimental |
| 112 |
richardrhanly-us/melbourne-housing-price-prediction
End-to-end machine learning project predicting Melbourne housing prices... |
|
Experimental |
| 113 |
chinh2k3/House_Price_Prediction
House price prediction using regression models with a full preprocessing pipeline. |
|
Experimental |
| 114 |
erick957/saleprice-prediction-dataset-analysis-and-cleaning-advance-regression
🏠 Predict house prices using advanced regression techniques with this... |
|
Experimental |
| 115 |
Chirag-13a/house-price-prediction
A beginner AI project that predicts house prices based on area (sq ft) and... |
|
Experimental |
| 116 |
mohamed-elkholy95/house-price-prediction
House price prediction with linear regression, random forest, and gradient... |
|
Experimental |
| 117 |
yuki-path-journey/Kaggle-Housing-Analysis-Journal-Kaggle-
Kaggle Data Science & Machine Learning: House Prices and Detective Intuition... |
|
Experimental |
| 118 |
subham23s/house-price-predictor
Predicts California house prices using Linear Regression and Random Forest.... |
|
Experimental |
| 119 |
ProjectByAbhi/house-price-prediction-model-tuning-ml
House Price Prediction using Machine Learning with model validation,... |
|
Experimental |
| 120 |
Jeanbastidas/House-price-prediction
🏠 Predict house prices using advanced machine learning techniques for... |
|
Experimental |
| 121 |
Likky-stack/house_price_prediction
Developed a Linear Regression model to predict house prices using features... |
|
Experimental |
| 122 |
Venkatesh-Daggu/indian-house-price-prediction
ML project to predict Indian house prices and classify properties as good... |
|
Experimental |
| 123 |
Niklas309/California-House-Prediction
🏡 Predict California house prices using machine learning techniques like... |
|
Experimental |
| 124 |
giri-codes/bengaluru-house-price-prediction
Machine learning regression model to predict Bengaluru house prices using... |
|
Experimental |
| 125 |
CheeseCakeyy/House-Price-Prediction-ML-Pipeline
End-to-end machine learning pipeline for predicting housing prices using... |
|
Experimental |
| 126 |
yash-makadia/Predicting-Perfect-Rating-Scores-for-Airbnb-Listings
Predicts perfect Airbnb listing ratings using R, with Ranger Random Forest,... |
|
Experimental |
| 127 |
innovatorved/HousePrizePrediction
House Price Prediction using Supervised Machine Learning ( Linear Regression Model ) |
|
Experimental |
| 128 |
eigenlambda123/hands-on-ml-regression
An end-to-end regression pipeline using Scikit-Learn and the California... |
|
Experimental |
| 129 |
mlatinov/-Sustainable-Habitability-Score-Prediction
This project predicts a property's Sustainable Habitability Score using... |
|
Experimental |
| 130 |
hopeswright-png/house-price-prediction
Random Forest model predicting house prices with 89% accuracy (R²=0.89,... |
|
Experimental |
| 131 |
Nandd11/House-Price-Prediction-ML
Predict house sale prices using Linear Regression with preprocessing,... |
|
Experimental |
| 132 |
Dhruvish-28/Melbourne-Housing-Price-Prediction
CatBoost-based housing price regression model with cross-validation and... |
|
Experimental |
| 133 |
PriyanshuSingh44/house-price-prediction-Beginner
A beginner-friendly machine learning project that predicts house prices... |
|
Experimental |
| 134 |
ajuare5/austin-housing-prediction
Ensemble ML models (Random Forest, Bagging) to predict Austin residential... |
|
Experimental |
| 135 |
abbaskhan0345/Bengaluru_House_prediction_project
This project is a machine learning model that predicts house prices in... |
|
Experimental |
| 136 |
Vishwakarma-Saurabh/california-housing-ml-system
ML project: Predicting real estate prices using california_housing dataset.... |
|
Experimental |
| 137 |
ayush6447/House-Price-Prediction-model
This project uses Linear Regression to predict house prices based on... |
|
Experimental |
| 138 |
Aqibahmed12/House-Price-Prediction
🏠 This project uses a Linear Regression model to predict the sale prices of... |
|
Experimental |
| 139 |
nisyatr/random-forest-for-buildings-height-estimation
This project aims to estimate building's height on historical maps based on... |
|
Experimental |
| 140 |
smb-h/house-price-prediction
Dynamic Real Estate Valuation |
|
Experimental |
| 141 |
RoryThomas16/Cardiff-Housing-Price-Predictor
Web-scraping Rightmove data to build up predictors and forecasts for house price |
|
Experimental |
| 142 |
rifaldomalau/California-Housing-Dataset
Artificial Intelligence -> Machine Learning (ML) -> Supervised Learning ->... |
|
Experimental |
| 143 |
ingGibran/House-Price-Predictor
How much would my house cost? 🤔 |
|
Experimental |
| 144 |
aliahmad552/lahore_house_price_prediction
This is a machine learning web application built with Flask that predicts... |
|
Experimental |
| 145 |
Hugo-Hattori/Property_Price_Prediction_Machine_Learning
Machine Learning Project to create an AI capable of predicting property's... |
|
Experimental |
| 146 |
thomaschiari/AmesAnalysisLab-Java
Trabalhando com o Dataset Ames em Java, aplicando métodos de... |
|
Experimental |
| 147 |
IsmaelMousa/house-price-prediction
End to end machine learning pipeline for house price prediction using... |
|
Experimental |
| 148 |
thedigitalchief/realestate-price-ml
Machine learning real estate housing market analyzer and price predictor.... |
|
Experimental |
| 149 |
jessanrendell/real-estate-valuation
Determine which variables affect real estate prices in Sindian District, New... |
|
Experimental |
| 150 |
vaishnaviibhaldand28/Syntacxhub_House_Project
Machine Learning Project Predicting house prices using pandas, python scikit-learn |
|
Experimental |
| 151 |
enstit/RealEstateSalesPricesEstimation
Statistical study project for estimating Sales Prices of Iranian Real Estate... |
|
Experimental |
| 152 |
axwell0/DariPrice
A house & apartment pricing model for Tunisian real estate |
|
Experimental |
| 153 |
alva922/Real-Estate-REIT-Amsterdam-NL
Python Data Science for Real Estate REIT Amsterdam, North Holland, The Netherlands |
|
Experimental |
| 154 |
adityanaranje/house_price_predictor
Predicting house price using decision tree regressior. |
|
Experimental |
| 155 |
nisarmasid/Housing-price-prediction
house price prediction |
|
Experimental |
| 156 |
RajKhanke/Pune_Houseprice_prediction_R
The repository contains a Pune house price prediction system build using R... |
|
Experimental |
| 157 |
korkridake/realestate-us-zillow
Understanding Real Estate Market Through Zillow Economic Data: a Time-Series... |
|
Experimental |
| 158 |
shervinnd/House_price_prediction_with_linear_regression
predict house prices in America, in the first part, we clean the dataset and... |
|
Experimental |
| 159 |
bryanlusse/HousePrices__NetworkTraining
Network made to predict house prices |
|
Experimental |
| 160 |
Jayita11/ANN-Regression-House-Price-Prediction
This project uses an ANN model to predict house prices based on features... |
|
Experimental |
| 161 |
jibbs1703/King-County-House-Prices
This repository contains a price prediction model for King County,... |
|
Experimental |
| 162 |
FatulM/house-price-prediction
House Price Prediction |
|
Experimental |
| 163 |
R4hulR/calhousing
California Housing Value Predictor: A machine learning project that predicts... |
|
Experimental |
| 164 |
g3rley/house-prices
:house_with_garden: Predict sales prices and practice feature engineering,... |
|
Experimental |
| 165 |
Anandhidhashaji/house-price-prediction-ml
Machine Learning project to predict house prices using Python and Linear Regression. |
|
Experimental |
| 166 |
mvnbernardes-source/previsao-preco-imoveis
Projeto completo de Data Science para previsão de preço de imóveis usando regressão. |
|
Experimental |
| 167 |
KauaHenSilva/python_statsmodels_property_price_square_meters
A Python project using Statsmodels to predict property prices based on... |
|
Experimental |
| 168 |
FlorinAndrei/predict-sale-prices-regression
Predict sale prices via regression models, using PCA, k-means clustering,... |
|
Experimental |