From 6a87ed03b05fd36a9dcc79f5fbf423aaff8c5f35 Mon Sep 17 00:00:00 2001
From: Utkarsh Kumar Upadhyay <ukupadhyay6789@gmail.com>
Date: Sun, 5 Jan 2025 16:48:21 +0530
Subject: [PATCH] my task done

---
 PythonTask.pdf                       | Bin 0 -> 19882 bytes
 README.md                            |  55 +++
 __pycache__/database.cpython-311.pyc | Bin 0 -> 681 bytes
 __pycache__/main.cpython-311.pyc     | Bin 0 -> 8732 bytes
 __pycache__/models.cpython-311.pyc   | Bin 0 -> 1783 bytes
 __pycache__/schemas.cpython-311.pyc  | Bin 0 -> 2046 bytes
 database.py                          |  22 +
 dummy_users.json                     | 637 +++++++++++++++++++++++++++
 main.py                              | 142 ++++++
 models.py                            |  28 ++
 requirements.txt                     |   8 +
 schemas.py                           |  27 ++
 users.db                             |   0
 13 files changed, 919 insertions(+)
 create mode 100644 PythonTask.pdf
 create mode 100644 README.md
 create mode 100644 __pycache__/database.cpython-311.pyc
 create mode 100644 __pycache__/main.cpython-311.pyc
 create mode 100644 __pycache__/models.cpython-311.pyc
 create mode 100644 __pycache__/schemas.cpython-311.pyc
 create mode 100644 database.py
 create mode 100644 dummy_users.json
 create mode 100644 main.py
 create mode 100644 models.py
 create mode 100644 requirements.txt
 create mode 100644 schemas.py
 create mode 100644 users.db

diff --git a/PythonTask.pdf b/PythonTask.pdf
new file mode 100644
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000..7432a62
--- /dev/null
+++ b/README.md
@@ -0,0 +1,55 @@
+# Marriage Matchmaking App
+
+## Brief Description
+The Marriage Matchmaking App is a simple backend application designed to help users find potential matches based on their profile information. The app allows users to create, read, update, and delete profiles with details such as name, age, gender, email, city, and interests.
+
+## What is Provided?
+This project provides a basic skeleton for a FastAPI-based backend application. 
+#### Github repo: **https://github.com/abhishek-UM/UrbanMatch-PythonTask/tree/master**
+
+The provided code includes:
+
+### Basic Project Structure:
+
+- **main.py** : The main application file with basic CRUD operations for user profiles.
+- **models.py**: SQLAlchemy models defining the User schema.
+- **database.py**: Database configuration and setup.
+- **schemas.py**: Pydantic schemas for data validation and serialization.
+
+### Functionality:
+
+- Create User Endpoint: Create a new user profile.
+- Read Users Endpoint: Retrieve a list of user profiles.
+- Read User by ID Endpoint: Retrieve a user profile by ID.
+- SQLite Database: The application uses SQLite as the database to store user profiles.
+
+## What is Required?
+### Tasks:
+1. Add User Update Endpoint:
+   - Implement an endpoint to update user details by ID in the main.py file.
+2. Add User Deletion Endpoint:
+   - Implement an endpoint to delete a user profile by ID.
+3. Find Matches for a User:
+   - Implement an endpoint to find potential matches for a user based on their profile information.
+4. Add Email Validation:
+   - Add validation to ensure the email field in user profiles contains valid email addresses.
+  
+## Instructions:
+Implement the required endpoints and email validation:
+
+1. Add the necessary code for the update, delete, match and validation endpoints 
+2. Test Your Implementation:
+    1. Verify that users can be updated and deleted correctly.
+    2. Check that matches are correctly retrieved for a given user.
+    3. Ensure email validation is working as expected.
+
+## Submit Your Work:
+Provide the updated code files (main.py, models.py, database.py, and schemas.py).
+Include a brief report explaining your approach and any assumptions made.
+
+
+### Prerequisites
+- Python 3.7+
+- FastAPI
+- SQLAlchemy
+- SQLite
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diff --git a/database.py b/database.py
new file mode 100644
index 0000000..4afcd21
--- /dev/null
+++ b/database.py
@@ -0,0 +1,22 @@
+# from sqlalchemy import create_engine
+# from sqlalchemy.ext.declarative import declarative_base
+# from sqlalchemy.orm import sessionmaker
+
+# // Free to use remote db or create a local database. Modify the URl appropriately
+# SQLALCHEMY_DATABASE_URL = "sqlite:///./test.db"
+
+# engine = create_engine(SQLALCHEMY_DATABASE_URL)
+# SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)
+# Base = declarative_base()
+
+
+from sqlalchemy import create_engine
+from sqlalchemy.ext.declarative import declarative_base
+from sqlalchemy.orm import sessionmaker
+
+SQLALCHEMY_DATABASE_URL = "sqlite:///./users.db"
+
+engine = create_engine(SQLALCHEMY_DATABASE_URL, connect_args={"check_same_thread": False})
+SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)
+
+Base = declarative_base()
diff --git a/dummy_users.json b/dummy_users.json
new file mode 100644
index 0000000..eeda130
--- /dev/null
+++ b/dummy_users.json
@@ -0,0 +1,637 @@
+[
+    {
+        "id": 1,
+        "email": "user1@example.com",
+        "age": 34,
+        "city": "Chicago",
+        "latitude": -8.938253951768402,
+        "longitude": 169.5155598534227,
+        "interests": [
+            "music"
+        ]
+    },
+    {
+        "id": 2,
+        "email": "user2@example.com",
+        "age": 20,
+        "city": "Chicago",
+        "latitude": -21.998551862688558,
+        "longitude": -57.99493964085448,
+        "interests": [
+            "photography",
+            "music",
+            "reading"
+        ]
+    },
+    {
+        "id": 3,
+        "email": "user3@example.com",
+        "age": 50,
+        "city": "Houston",
+        "latitude": -72.91182416711094,
+        "longitude": 130.87756201032983,
+        "interests": [
+            "gaming",
+            "cooking",
+            "reading",
+            "photography",
+            "music"
+        ]
+    },
+    {
+        "id": 4,
+        "email": "user4@example.com",
+        "age": 31,
+        "city": "Los Angeles",
+        "latitude": -64.81866248948127,
+        "longitude": -69.8437067216783,
+        "interests": [
+            "movies"
+        ]
+    },
+    {
+        "id": 5,
+        "email": "user5@example.com",
+        "age": 34,
+        "city": "Chicago",
+        "latitude": 47.11224632987796,
+        "longitude": 53.64576637852841,
+        "interests": [
+            "traveling",
+            "photography",
+            "art"
+        ]
+    },
+    {
+        "id": 6,
+        "email": "user6@example.com",
+        "age": 19,
+        "city": "New York",
+        "latitude": 71.00263080734328,
+        "longitude": 118.22855370877085,
+        "interests": [
+            "sports",
+            "photography"
+        ]
+    },
+    {
+        "id": 7,
+        "email": "user7@example.com",
+        "age": 47,
+        "city": "Houston",
+        "latitude": -76.84824967467102,
+        "longitude": -157.74833617904366,
+        "interests": [
+            "art",
+            "sports"
+        ]
+    },
+    {
+        "id": 8,
+        "email": "user8@example.com",
+        "age": 46,
+        "city": "Chicago",
+        "latitude": 74.79032635225573,
+        "longitude": -12.367754819178998,
+        "interests": [
+            "coding",
+            "movies",
+            "photography",
+            "music"
+        ]
+    },
+    {
+        "id": 9,
+        "email": "user9@example.com",
+        "age": 19,
+        "city": "Phoenix",
+        "latitude": 65.39832171209432,
+        "longitude": -96.89038911962722,
+        "interests": [
+            "coding",
+            "gaming"
+        ]
+    },
+    {
+        "id": 10,
+        "email": "user10@example.com",
+        "age": 41,
+        "city": "Los Angeles",
+        "latitude": 48.01143908126923,
+        "longitude": 45.46924527509,
+        "interests": [
+            "cooking"
+        ]
+    },
+    {
+        "id": 11,
+        "email": "user11@example.com",
+        "age": 36,
+        "city": "Phoenix",
+        "latitude": -72.29179210239344,
+        "longitude": -55.12938586733806,
+        "interests": [
+            "cooking",
+            "reading"
+        ]
+    },
+    {
+        "id": 12,
+        "email": "user12@example.com",
+        "age": 36,
+        "city": "Chicago",
+        "latitude": -5.857935225891097,
+        "longitude": -63.06538668750126,
+        "interests": [
+            "movies",
+            "reading",
+            "art",
+            "photography"
+        ]
+    },
+    {
+        "id": 13,
+        "email": "user13@example.com",
+        "age": 46,
+        "city": "Chicago",
+        "latitude": -16.2848180455493,
+        "longitude": -73.61991132773603,
+        "interests": [
+            "art",
+            "traveling"
+        ]
+    },
+    {
+        "id": 14,
+        "email": "user14@example.com",
+        "age": 18,
+        "city": "Houston",
+        "latitude": 24.504345175073425,
+        "longitude": 1.0638629999226623,
+        "interests": [
+            "photography",
+            "cooking",
+            "sports"
+        ]
+    },
+    {
+        "id": 15,
+        "email": "user15@example.com",
+        "age": 34,
+        "city": "Los Angeles",
+        "latitude": 67.50052348980282,
+        "longitude": -140.1856881087762,
+        "interests": [
+            "movies"
+        ]
+    },
+    {
+        "id": 16,
+        "email": "user16@example.com",
+        "age": 30,
+        "city": "Houston",
+        "latitude": 70.62994357601644,
+        "longitude": -33.9311240618716,
+        "interests": [
+            "photography",
+            "traveling",
+            "cooking",
+            "reading"
+        ]
+    },
+    {
+        "id": 17,
+        "email": "user17@example.com",
+        "age": 45,
+        "city": "Chicago",
+        "latitude": -28.488929050276766,
+        "longitude": -26.854241020627484,
+        "interests": [
+            "coding",
+            "sports",
+            "gaming"
+        ]
+    },
+    {
+        "id": 18,
+        "email": "user18@example.com",
+        "age": 27,
+        "city": "Houston",
+        "latitude": 33.610727454087495,
+        "longitude": 18.81482427071171,
+        "interests": [
+            "photography",
+            "traveling"
+        ]
+    },
+    {
+        "id": 19,
+        "email": "user19@example.com",
+        "age": 34,
+        "city": "Houston",
+        "latitude": -68.41792696878676,
+        "longitude": 40.65697438859809,
+        "interests": [
+            "traveling"
+        ]
+    },
+    {
+        "id": 20,
+        "email": "user20@example.com",
+        "age": 24,
+        "city": "Houston",
+        "latitude": 18.735924643849884,
+        "longitude": -103.68767067134463,
+        "interests": [
+            "gaming",
+            "art",
+            "traveling"
+        ]
+    },
+    {
+        "id": 21,
+        "email": "user21@example.com",
+        "age": 21,
+        "city": "New York",
+        "latitude": -41.203570218479996,
+        "longitude": 147.82299790478186,
+        "interests": [
+            "reading",
+            "cooking",
+            "traveling"
+        ]
+    },
+    {
+        "id": 22,
+        "email": "user22@example.com",
+        "age": 50,
+        "city": "New York",
+        "latitude": 81.28738509312419,
+        "longitude": 173.750760428008,
+        "interests": [
+            "reading",
+            "coding",
+            "cooking",
+            "photography"
+        ]
+    },
+    {
+        "id": 23,
+        "email": "user23@example.com",
+        "age": 24,
+        "city": "New York",
+        "latitude": -21.681639398402737,
+        "longitude": 56.192148476201,
+        "interests": [
+            "sports",
+            "movies",
+            "traveling",
+            "coding",
+            "music"
+        ]
+    },
+    {
+        "id": 24,
+        "email": "user24@example.com",
+        "age": 35,
+        "city": "Los Angeles",
+        "latitude": 2.735950187793577,
+        "longitude": -165.37114481396603,
+        "interests": [
+            "coding",
+            "traveling",
+            "sports"
+        ]
+    },
+    {
+        "id": 25,
+        "email": "user25@example.com",
+        "age": 34,
+        "city": "New York",
+        "latitude": -24.57585654248996,
+        "longitude": 16.57145203726222,
+        "interests": [
+            "movies",
+            "coding",
+            "gaming"
+        ]
+    },
+    {
+        "id": 26,
+        "email": "user26@example.com",
+        "age": 39,
+        "city": "Chicago",
+        "latitude": 3.1588207678372413,
+        "longitude": -93.71184895715994,
+        "interests": [
+            "coding",
+            "music",
+            "traveling",
+            "reading",
+            "photography"
+        ]
+    },
+    {
+        "id": 27,
+        "email": "user27@example.com",
+        "age": 32,
+        "city": "Los Angeles",
+        "latitude": -10.727021688065918,
+        "longitude": 24.807702016113836,
+        "interests": [
+            "sports",
+            "music",
+            "traveling",
+            "reading",
+            "coding"
+        ]
+    },
+    {
+        "id": 28,
+        "email": "user28@example.com",
+        "age": 48,
+        "city": "Chicago",
+        "latitude": 72.61372848683067,
+        "longitude": 38.35638205033467,
+        "interests": [
+            "music",
+            "traveling"
+        ]
+    },
+    {
+        "id": 29,
+        "email": "user29@example.com",
+        "age": 28,
+        "city": "Los Angeles",
+        "latitude": -49.976585682724945,
+        "longitude": -88.40157443159492,
+        "interests": [
+            "movies",
+            "coding",
+            "reading",
+            "cooking"
+        ]
+    },
+    {
+        "id": 30,
+        "email": "user30@example.com",
+        "age": 40,
+        "city": "Los Angeles",
+        "latitude": -71.28412711212815,
+        "longitude": 163.47292302215027,
+        "interests": [
+            "gaming",
+            "reading"
+        ]
+    },
+    {
+        "id": 31,
+        "email": "user31@example.com",
+        "age": 34,
+        "city": "Los Angeles",
+        "latitude": -0.9880343238885558,
+        "longitude": 103.61972423067118,
+        "interests": [
+            "reading"
+        ]
+    },
+    {
+        "id": 32,
+        "email": "user32@example.com",
+        "age": 50,
+        "city": "Chicago",
+        "latitude": -75.42966852890183,
+        "longitude": -14.801119103178848,
+        "interests": [
+            "cooking"
+        ]
+    },
+    {
+        "id": 33,
+        "email": "user33@example.com",
+        "age": 50,
+        "city": "Phoenix",
+        "latitude": 32.09617515020345,
+        "longitude": 177.10053618641308,
+        "interests": [
+            "traveling"
+        ]
+    },
+    {
+        "id": 34,
+        "email": "user34@example.com",
+        "age": 28,
+        "city": "New York",
+        "latitude": -25.537632208165405,
+        "longitude": 80.45241453218159,
+        "interests": [
+            "sports"
+        ]
+    },
+    {
+        "id": 35,
+        "email": "user35@example.com",
+        "age": 45,
+        "city": "Phoenix",
+        "latitude": -0.047071864959406184,
+        "longitude": 167.06844555209193,
+        "interests": [
+            "cooking",
+            "reading",
+            "coding",
+            "sports",
+            "traveling"
+        ]
+    },
+    {
+        "id": 36,
+        "email": "user36@example.com",
+        "age": 47,
+        "city": "Chicago",
+        "latitude": 18.449664781187863,
+        "longitude": 5.5861265661746415,
+        "interests": [
+            "coding",
+            "music",
+            "art",
+            "photography"
+        ]
+    },
+    {
+        "id": 37,
+        "email": "user37@example.com",
+        "age": 39,
+        "city": "Los Angeles",
+        "latitude": 15.921991203541609,
+        "longitude": -83.12877041512355,
+        "interests": [
+            "gaming",
+            "cooking",
+            "traveling"
+        ]
+    },
+    {
+        "id": 38,
+        "email": "user38@example.com",
+        "age": 35,
+        "city": "New York",
+        "latitude": 36.245254116387954,
+        "longitude": 24.520665472967295,
+        "interests": [
+            "cooking",
+            "music"
+        ]
+    },
+    {
+        "id": 39,
+        "email": "user39@example.com",
+        "age": 34,
+        "city": "Los Angeles",
+        "latitude": -78.17869787924394,
+        "longitude": 102.41173913720729,
+        "interests": [
+            "reading"
+        ]
+    },
+    {
+        "id": 40,
+        "email": "user40@example.com",
+        "age": 50,
+        "city": "Phoenix",
+        "latitude": -13.540781260896964,
+        "longitude": -4.671048286858138,
+        "interests": [
+            "coding",
+            "sports",
+            "gaming",
+            "cooking"
+        ]
+    },
+    {
+        "id": 41,
+        "email": "user41@example.com",
+        "age": 45,
+        "city": "Phoenix",
+        "latitude": -69.12590493129613,
+        "longitude": 102.79447636229185,
+        "interests": [
+            "sports",
+            "music",
+            "movies"
+        ]
+    },
+    {
+        "id": 42,
+        "email": "user42@example.com",
+        "age": 46,
+        "city": "Houston",
+        "latitude": 71.05772077010076,
+        "longitude": -164.03390084513708,
+        "interests": [
+            "sports",
+            "gaming",
+            "music",
+            "coding"
+        ]
+    },
+    {
+        "id": 43,
+        "email": "user43@example.com",
+        "age": 35,
+        "city": "Chicago",
+        "latitude": -59.08937284302297,
+        "longitude": 175.06195515021784,
+        "interests": [
+            "traveling",
+            "gaming",
+            "art"
+        ]
+    },
+    {
+        "id": 44,
+        "email": "user44@example.com",
+        "age": 34,
+        "city": "Houston",
+        "latitude": -89.69092619960747,
+        "longitude": -6.94362855851557,
+        "interests": [
+            "traveling"
+        ]
+    },
+    {
+        "id": 45,
+        "email": "user45@example.com",
+        "age": 25,
+        "city": "Houston",
+        "latitude": 49.994739257502204,
+        "longitude": 7.028394349063717,
+        "interests": [
+            "music",
+            "art"
+        ]
+    },
+    {
+        "id": 46,
+        "email": "user46@example.com",
+        "age": 29,
+        "city": "Houston",
+        "latitude": 62.58045595011788,
+        "longitude": 168.20847125748338,
+        "interests": [
+            "art",
+            "movies",
+            "cooking",
+            "sports",
+            "coding"
+        ]
+    },
+    {
+        "id": 47,
+        "email": "user47@example.com",
+        "age": 23,
+        "city": "New York",
+        "latitude": -13.081112244113683,
+        "longitude": 95.87675588664632,
+        "interests": [
+            "coding",
+            "art",
+            "reading",
+            "sports"
+        ]
+    },
+    {
+        "id": 48,
+        "email": "user48@example.com",
+        "age": 48,
+        "city": "Chicago",
+        "latitude": 60.357374145005,
+        "longitude": -151.36049016800908,
+        "interests": [
+            "photography",
+            "coding",
+            "art"
+        ]
+    },
+    {
+        "id": 49,
+        "email": "user49@example.com",
+        "age": 44,
+        "city": "Houston",
+        "latitude": -77.37251169028163,
+        "longitude": 69.80932679910583,
+        "interests": [
+            "coding"
+        ]
+    },
+    {
+        "id": 50,
+        "email": "user50@example.com",
+        "age": 19,
+        "city": "Chicago",
+        "latitude": 67.13767055910952,
+        "longitude": -2.7342001127698836,
+        "interests": [
+            "gaming"
+        ]
+    }
+]
\ No newline at end of file
diff --git a/main.py b/main.py
new file mode 100644
index 0000000..3c1e785
--- /dev/null
+++ b/main.py
@@ -0,0 +1,142 @@
+from fastapi import FastAPI, HTTPException, Depends
+from sqlalchemy.orm import Session
+from database import SessionLocal, engine
+import models, schemas
+from models import Base
+from typing import List
+import re
+from geopy.distance import geodesic
+from typing import List
+
+app = FastAPI()
+
+Base.metadata.create_all(bind=engine)
+
+# Dependency
+def get_db():
+    db = SessionLocal()
+    try:
+        yield db
+    finally:
+        db.close()
+
+# Endpoint to create a new user
+
+@app.post("/users/", response_model=schemas.User)
+def create_user(user: schemas.UserCreate, db: Session = Depends(get_db)):
+    # Regular expression for validating an email address
+    email_regex = r"(^[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\.[a-zA-Z0-9-.]+$)"
+    
+    if not re.match(email_regex, user.email):
+        raise HTTPException(status_code=400, detail="Invalid email address")
+    
+    db_user = models.User(**user.dict())
+    db.add(db_user)
+    db.commit()
+    db.refresh(db_user)
+    return db_user
+
+# Endpoint to get all users (with pagination support)
+
+@app.get("/users/", response_model=List[schemas.User])
+def read_users(skip: int = 0, limit: int = 10, db: Session = Depends(get_db)):
+    # Query the database for users with pagination
+    users = db.query(models.User).offset(skip).limit(limit).all()
+    return users
+
+
+
+# Endpoint to get a specific user by their ID
+
+
+@app.get("/users/{user_id}", response_model=schemas.User)
+def read_user(user_id: int, db: Session = Depends(get_db)):
+    user = db.query(models.User).filter(models.User.id == user_id).first()
+    if user is None:
+        raise HTTPException(status_code=404, detail="User not found")
+    return user
+
+# Endpoint to update user details (partial update)
+
+@app.put("/users/{user_id}", response_model=schemas.User)
+def update_user(user_id: int, updated_user: schemas.UserUpdate, db: Session = Depends(get_db)):
+    user = db.query(models.User).filter(models.User.id == user_id).first()
+    if not user:
+        raise HTTPException(status_code=404, detail="User not found")
+    for key, value in updated_user.dict(exclude_unset=True).items():
+        setattr(user, key, value)
+    db.commit()
+    db.refresh(user)
+    return user
+
+# Endpoint to delete a user by ID
+
+@app.delete("/users/{user_id}")
+def delete_user(user_id: int, db: Session = Depends(get_db)):
+    user = db.query(models.User).filter(models.User.id == user_id).first()
+    if not user:
+        raise HTTPException(status_code=404, detail="User not found")
+    db.delete(user)
+    db.commit()
+    return {"detail": "User deleted successfully"}
+
+
+# Endpoint to find matches for a user based on shared interests and city
+
+@app.get("/users/{user_id}/matches", response_model=List[schemas.UserWithScore])
+def find_matches(user_id: int, db: Session = Depends(get_db)):
+    user = db.query(models.User).filter(models.User.id == user_id).first()
+    if not user:
+        raise HTTPException(status_code=404, detail="User not found")
+    
+    # Filter potential matches by age difference ±3
+    potential_matches = db.query(models.User).filter(
+        models.User.id != user_id,
+        abs(models.User.age - user.age) <= 3  # Only matches with age difference within ±3
+    ).all()
+
+    def calculate_match_score(other_user: models.User) -> float:
+        # intrest similarity
+        shared_interests = len(set(user.interests) & set(other_user.interests))
+        total_interests = len(set(user.interests) | set(other_user.interests))
+        interest_similarity = shared_interests / total_interests if total_interests > 0 else 0
+
+        # city score
+        user_coords = (user.latitude, user.longitude)
+        other_coords = (other_user.latitude, other_user.longitude)
+        city_proximity_score = max(1 - geodesic(user_coords, other_coords).km / 100, 0)  # close city score higher
+        
+        #age difference calculation
+        age_score = 1 
+        
+        score = (
+            50 * interest_similarity +  # Interest similarity (max 50)
+            30 * city_proximity_score +  # City proximity (max 30)
+            20 * age_score  # Age similarity (max 20)
+        )
+        return score
+
+    # score calculation
+    matches_with_scores = [
+        {"user": match, "score": calculate_match_score(match)}
+        for match in potential_matches
+    ]
+    matches_with_scores.sort(key=lambda x: x["score"], reverse=True)
+
+    #response
+    result = [
+        schemas.UserWithScore(
+            id=match["user"].id,
+            email=match["user"].email,
+            city=match["user"].city,
+            interests=match["user"].interests,
+            latitude=match["user"].latitude,
+            longitude=match["user"].longitude,
+            score=match["score"]
+        )
+        for match in matches_with_scores
+    ]
+
+    return result
+
+
diff --git a/models.py b/models.py
new file mode 100644
index 0000000..7edc970
--- /dev/null
+++ b/models.py
@@ -0,0 +1,28 @@
+from sqlalchemy import Column, Integer, String, ARRAY, ForeignKey
+from sqlalchemy.orm import relationship
+from database import Base
+
+class User(Base):
+    __tablename__ = "users"
+
+    id = Column(Integer, primary_key=True, index=True)
+    name = Column(String, index=True)
+    age = Column(Integer)
+    gender = Column(String)
+    email = Column(String, unique=True, index=True)
+    city = Column(String, index=True)
+    interests = Column(ARRAY(String))
+
+    # Establishing relationship to Post (one-to-many)
+    posts = relationship("Post", back_populates="owner")
+
+class Post(Base):
+    __tablename__ = "posts"
+
+    id = Column(Integer, primary_key=True, index=True)
+    title = Column(String, index=True)
+    content = Column(String)
+    user_id = Column(Integer, ForeignKey("users.id"))
+
+    # Establishing relationship back to User
+    owner = relationship("User", back_populates="posts")
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..873219e
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,8 @@
+fastapi
+sqlalchemy
+uvicorn
+databases
+geopy
+pydantic
+pydantic[email]
+
diff --git a/schemas.py b/schemas.py
new file mode 100644
index 0000000..3d8e335
--- /dev/null
+++ b/schemas.py
@@ -0,0 +1,27 @@
+from pydantic import BaseModel, EmailStr
+from typing import List, Optional
+
+class UserBase(BaseModel):
+    name: str
+    age: int
+    gender: str
+    email: EmailStr
+    city: str
+    interests: List[str]
+
+class UserCreate(UserBase):
+    pass
+
+class UserUpdate(BaseModel):
+    name: Optional[str] = None
+    age: Optional[int] = None
+    gender: Optional[str] = None
+    email: Optional[EmailStr] = None
+    city: Optional[str] = None
+    interests: Optional[List[str]] = None
+
+class User(UserBase):
+    id: int
+
+    class Config:
+        orm_mode = True
diff --git a/users.db b/users.db
new file mode 100644
index 0000000..e69de29