Merge pull request larymak#181 from aishwaryart02/main

Added house price predictor

Author: larymak

MachineLearning Projects/House-Price-Predictor/.gitignore

@@ -0,0 +1,6 @@
+.ipynb_checkpoints/
+__pycache__/
+contact.db
+result.txt
+tech.txt
+myTraning.py

MachineLearning Projects/House-Price-Predictor/README.md

@@ -0,0 +1,61 @@
+# House Price/Rent Predictor Website
+
+While Buying or Renting House People usually want to get a range of price, 
+
+So for this purpose we had made this website to help peoples get approximate price they will have to pay according to the their requirment like 3BHK, Railway Station etc.
+
+This website also have a SQL database(sqlalchemy) for Feedback from Users.
+
+## Screenshots
+
+Home Page
+![home](https://user-images.githubusercontent.com/78130964/149762241-462685ea-0c42-4e45-9699-c5331e1266a4.png)
+
+About Page
+![about](https://user-images.githubusercontent.com/78130964/149762317-75833d93-63f3-4240-8b32-9e642e208458.png)
+
+Choice form
+![uiform](https://user-images.githubusercontent.com/78130964/149762396-a1f4ab8d-d74b-4b74-933b-a30c315f1136.png)
+
+House Price
+![price_main](https://user-images.githubusercontent.com/78130964/149762464-3bdd9b69-0d47-4afd-96a0-7e0a3e541178.png)
+
+Rent
+![rent_main](https://user-images.githubusercontent.com/78130964/149762520-3d121b90-47b3-4ca8-878e-ad01efede04a.png)
+
+
+
+
+## Tech Stack
+
+**Client:** HTML, CSS, Bootstrap
+
+**Server:** Flask, Scikit, Sql-Alchemy
+
+
+## Run Locally
+
+Install Python
+
+Clone the project
+
+Go to the project directory
+
+```bash
+  cd House-Price-Predictor
+```
+
+Install dependencies
+
+```bash
+  pip install flask
+  pip install SQLAlchemy
+  pip install scikit-learn
+```
+
+Start the server
+
+```bash
+  python main.py
+```
+

MachineLearning Projects/House-Price-Predictor/main.py

@@ -0,0 +1,129 @@
+import pickle       #pip install pickle
+
+from flask import Flask, render_template, request   #pip install flask
+
+from flask_sqlalchemy import SQLAlchemy #pip install Flask-SQLAlchemy
+
+app = Flask(__name__)
+app.config["SQLALCHEMY_DATABASE_URI"] = "sqlite:///contact.db"
+app.config["SQLALCHEMY_TRACK_MODIFICATIONS"] = False
+db = SQLAlchemy(app)
+
+
+file = open('model.pkl', 'rb')
+clf = pickle.load(file)
+file.close()
+
+
+class Contact(db.Model):
+    id = db.Column(db.Integer, primary_key=True)
+    email = db.Column(db.String(200), nullable=False)
+    concern = db.Column(db.String(500), nullable=False)
+    # date_created = db.Column(db.DateTime, default=datetime.utcnow)
+
+    def __repr__(self) -> str:
+        return f"{self.email} - {self.concern}"
+
+# route
+@app.route('/', methods=["GET", "POST"])
+def index():
+    if request.method == "POST":
+        query = request.form['query']
+        if query == "own":
+            return render_template('form.html')
+        elif query == "rent":
+            # we can make two seperate form for owner and tenant but we will imrpove it
+            return render_template('formrent.html')
+        else:
+            # we will make a seprate Error page for this in furture
+            return "Page Not found please select valid input"
+    return render_template('index.html')
+
+
+@app.route('/about', methods=["GET", "POST"])
+def about():
+    if request.method == "POST":
+        email = request.form['email']
+        concern = request.form['con']
+        detail = Contact(email=email, concern=concern)
+        db.session.add(detail)
+        db.session.commit()
+        return render_template('about.html', res=True)
+    return render_template('about.html')
+
+
+@app.route('/depend', methods=["GET", "POST"])
+def depend():
+    return render_template('depend.html')
+
+
+@app.route('/form', methods=["GET", "POST"])
+def form():
+    if request.method == "POST":
+        bhk = int(request.form['bhk'])  # range 1 to 3
+        health = int(request.form['health'])  # range  1 to 5
+        school = int(request.form['school'])  # range 1 to 4
+        pool = int(request.form['pool'])  # 1 for exist 0 for not
+        park = int(request.form['park'])  # range 1 to 5
+        tax = int(request.form['tax'])  # range  2000 to 5000
+        train = int(request.form['train'])  # range 1 to 5
+        bus = int(request.form['bus'])  # range 1 to 5
+        market = int(request.form['market'])  # range 1 to 5
+        bank = int(request.form['bank'])  # range 3 to 5
+        police_Station = int(request.form['police_Station'])  # range 1 to 3
+        age = int(request.form['age'])  # range 1 to 20
+        area = int(request.form['area'])         # 1 for urban 0 for rural
+        mall = int(request.form['mall'])  # range 1 to 3
+        # range 5 to 10 for rural 10 to 20 for urban
+        floor = int(request.form['floor'])
+        worship = int(request.form['worship'])  # range 1 to 12
+
+    inf = clf.predict([[pool, train, bus, school, park, 1, market, health,
+                        bank, bhk, tax, age, area, police_Station, mall, floor, worship]])[0]
+    inf = -inf
+    if area == 0:
+        tag = "Lakh"
+    else:
+        inf = inf * 0.1
+        tag = "Crore"
+    inf = round(inf, 2)
+    # print(inf)
+    return render_template('show.html', str="Price", inf=inf, tag=tag)
+
+
+@app.route('/formRent', methods=["GET", "POST"])
+def form_Rent():
+    if request.method == "POST":
+        bhk = int(request.form['bhk'])  # range 1 to 3
+        health = int(request.form['health'])  # range  1 to 5
+        school = int(request.form['school'])  # range 1 to 4
+        pool = int(request.form['pool'])  # 1 for exist 0 for not
+        park = int(request.form['park'])  # range 1 to 5
+        tax = int(request.form['tax'])  # range  2000 to 5000
+        train = int(request.form['train'])  # range 1 to 5
+        bus = int(request.form['bus'])  # range 1 to 5
+        market = int(request.form['market'])  # range 1 to 5
+        bank = int(request.form['bank'])  # range 3 to 5
+        police_Station = int(request.form['police_Station'])  # range 1 to 3
+        age = int(request.form['age'])  # range 1 to 20
+        area = int(request.form['area'])         # 1 for urban 0 for rural
+        mall = int(request.form['mall'])  # range 1 to 3
+        # range 5 to 10 for rural 10 to 20 for urban
+        floor = int(request.form['floor'])
+        worship = int(request.form['worship'])  # range 1 to 12
+
+    inf = clf.predict([[pool, train, bus, school, park, 1, market, health,
+                        bank, bhk, tax, age, area, police_Station, mall, floor, worship]])[0]
+    inf = -inf
+    if area == 1:
+        inf = inf - (inf*0.1*4)
+    else:
+        inf = inf - (inf*0.1*8)
+    inf = round(inf, 2)
+
+    # print(inf)
+    return render_template('show.html', str="Rent", inf=inf, tag="thousand")
+
+
+if __name__ == "__main__":
+    app.run(debug=True)