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Merge pull request #9 from Montekkundan/main
Added Flask app.
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import numpy as np | ||
from flask import Flask, request, jsonify, render_template | ||
import pickle | ||
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app = Flask(__name__) | ||
model = pickle.load(open('../RF_price_predicting_model.pkl', 'rb')) | ||
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@app.route('/') | ||
def home(): | ||
return render_template('index.html') | ||
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@app.route('/predict', methods=['POST']) | ||
def predict(): | ||
""" | ||
For rendering results on HTML GUI | ||
""" | ||
data = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] | ||
price = request.form.get("price") | ||
data[0] = int(price) | ||
distance = request.form.get("distance") | ||
data[1] = int(distance) | ||
owner = int(request.form.get("owner")) | ||
data[2] = owner | ||
seats = float(request.form.get("seats")) | ||
data[3] = seats | ||
mileage = float(request.form.get("mileage")) | ||
data[4] = mileage | ||
engine = float(request.form.get("engine")) | ||
data[5] = engine | ||
power = float(request.form.get("power")) | ||
data[6] = power | ||
location = request.form.get("location") | ||
if location == 'Bangalore': | ||
data[7] = 1 | ||
elif location == 'Chennai': | ||
data[8] = 1 | ||
elif location == 'Coimbatore': | ||
data[9] = 1 | ||
elif location == 'Delhi': | ||
data[10] = 1 | ||
elif location == 'Hydrabad': | ||
data[11] = 1 | ||
elif location == 'Jaipur': | ||
data[12] = 1 | ||
elif location == 'Kochi': | ||
data[13] = 1 | ||
elif location == 'Kolkata': | ||
data[14] = 1 | ||
elif location == 'Mumbai': | ||
data[15] = 1 | ||
elif location == 'Pune': | ||
data[16] = 1 | ||
fuel = request.form.get("fuel") | ||
if fuel == "CNG": | ||
pass | ||
elif fuel == "Diesel": | ||
data[17] = 1 | ||
elif fuel == "LPG": | ||
data[18] = 1 | ||
elif fuel == "Petrol": | ||
data[19] = 1 | ||
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transmission = int(request.form.get("transmission")) | ||
data[20] = transmission | ||
# v = [int(x) for x in request.form.values()] | ||
# int_features = [2015, 41000, 1, 5.0, 19.67, 1582.0, | ||
# 126.20, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1] | ||
final_features = [np.array(data)] | ||
# v_f = [np.array(v)] | ||
prediction = model.predict(final_features) | ||
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output = round(prediction[0], 2) | ||
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return render_template('index.html', prediction_text=' You can sell the car for {} lakhs'.format(output)) | ||
# return render_template('index.html', prediction_text=data) | ||
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if __name__ == "__main__": | ||
app.run(debug=True) |
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172 changes: 172 additions & 0 deletions
172
Used Car Price Prediction/Flask app/static/css/style.css
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body { | ||
width: 100%; | ||
height: 100%; | ||
font-family: 'Open Sans', sans-serif; | ||
background: #092756; | ||
color: #fff; | ||
font-size: 18px; | ||
text-align: center; | ||
letter-spacing: 1.2px; | ||
background: linear-gradient(to right, #c31432, #240b36); | ||
overflow: hidden; | ||
} | ||
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input { | ||
margin-bottom: 10px; | ||
background: rgba(0, 0, 0, 0.3); | ||
border: none; | ||
outline: none; | ||
padding: 10px; | ||
font-size: 13px; | ||
color: #fff; | ||
text-shadow: 1px 1px 1px rgba(0, 0, 0, 0.3); | ||
border: 1px solid rgba(0, 0, 0, 0.3); | ||
border-radius: 4px; | ||
box-shadow: inset 0 -5px 45px rgba(100, 100, 100, 0.2), 0 1px 1px rgba(255, 255, 255, 0.2); | ||
-webkit-transition: box-shadow .5s ease; | ||
-moz-transition: box-shadow .5s ease; | ||
-o-transition: box-shadow .5s ease; | ||
-ms-transition: box-shadow .5s ease; | ||
transition: box-shadow .5s ease; | ||
} | ||
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input:focus { | ||
box-shadow: inset 0 -5px 45px rgba(100, 100, 100, 0.4), 0 1px 1px rgba(255, 255, 255, 0.2); | ||
} | ||
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form { | ||
display: flex; | ||
flex-direction: column; | ||
} | ||
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.bigd { | ||
display: flex; | ||
flex-direction: row; | ||
justify-content: space-evenly; | ||
} | ||
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.btn-click { | ||
align-items: center; | ||
margin-top: 60px; | ||
} | ||
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.button-49, | ||
.button-49:after { | ||
width: 150px; | ||
height: 76px; | ||
line-height: 78px; | ||
font-size: 20px; | ||
font-family: 'Bebas Neue', sans-serif; | ||
background: linear-gradient(45deg, transparent 5%, #FF013C 5%); | ||
border: 0; | ||
color: #fff; | ||
letter-spacing: 3px; | ||
box-shadow: 6px 0px 0px #00E6F6; | ||
outline: transparent; | ||
position: relative; | ||
user-select: none; | ||
-webkit-user-select: none; | ||
touch-action: manipulation; | ||
} | ||
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.button-49:after { | ||
--slice-0: inset(50% 50% 50% 50%); | ||
--slice-1: inset(80% -6px 0 0); | ||
--slice-2: inset(50% -6px 30% 0); | ||
--slice-3: inset(10% -6px 85% 0); | ||
--slice-4: inset(40% -6px 43% 0); | ||
--slice-5: inset(80% -6px 5% 0); | ||
content: 'PREDICTING'; | ||
display: block; | ||
position: absolute; | ||
top: 0; | ||
left: 0; | ||
right: 0; | ||
bottom: 0; | ||
background: linear-gradient(45deg, transparent 3%, #00E6F6 3%, #00E6F6 5%, #FF013C 5%); | ||
text-shadow: -3px -3px 0px #F8F005, 3px 3px 0px #00E6F6; | ||
clip-path: var(--slice-0); | ||
} | ||
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.button-49:hover:after { | ||
animation: 1s glitch; | ||
animation-timing-function: steps(2, end); | ||
} | ||
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@keyframes glitch { | ||
0% { | ||
clip-path: var(--slice-1); | ||
transform: translate(-20px, -10px); | ||
} | ||
10% { | ||
clip-path: var(--slice-3); | ||
transform: translate(10px, 10px); | ||
} | ||
20% { | ||
clip-path: var(--slice-1); | ||
transform: translate(-10px, 10px); | ||
} | ||
30% { | ||
clip-path: var(--slice-3); | ||
transform: translate(0px, 5px); | ||
} | ||
40% { | ||
clip-path: var(--slice-2); | ||
transform: translate(-5px, 0px); | ||
} | ||
50% { | ||
clip-path: var(--slice-3); | ||
transform: translate(5px, 0px); | ||
} | ||
60% { | ||
clip-path: var(--slice-4); | ||
transform: translate(5px, 10px); | ||
} | ||
70% { | ||
clip-path: var(--slice-2); | ||
transform: translate(-10px, 10px); | ||
} | ||
80% { | ||
clip-path: var(--slice-5); | ||
transform: translate(20px, -10px); | ||
} | ||
90% { | ||
clip-path: var(--slice-1); | ||
transform: translate(-10px, 0px); | ||
} | ||
100% { | ||
clip-path: var(--slice-1); | ||
transform: translate(0); | ||
} | ||
} | ||
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@media (min-width: 768px) { | ||
.button-49, | ||
.button-49:after { | ||
width: 200px; | ||
height: 86px; | ||
line-height: 88px; | ||
} | ||
} | ||
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.select { | ||
padding: 8px 12px; | ||
color: #333333; | ||
background-color: #eeeeee; | ||
border: 1px solid #dddddd; | ||
cursor: pointer; | ||
border-radius: 5px; | ||
appearance: none; | ||
-webkit-appearance: none; | ||
-moz-appearance: none; | ||
} | ||
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.select:focus, | ||
.select:hover { | ||
outline: none; | ||
border: 1px solid #bbbbbb; | ||
} | ||
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.select option { | ||
background: #fff | ||
} |
100 changes: 100 additions & 0 deletions
100
Used Car Price Prediction/Flask app/templates/index.html
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<!DOCTYPE html> | ||
<html> | ||
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<head> | ||
<meta charset="UTF-8"> | ||
<title>Car Price Prediction </title> | ||
<link rel="icon" type="image/png" href="static/assets/favicon-32x32.png"> | ||
<link href='https://fonts.googleapis.com/css?family=Pacifico' rel='stylesheet' type='text/css'> | ||
<link href='https://fonts.googleapis.com/css?family=Arimo' rel='stylesheet' type='text/css'> | ||
<link href='https://fonts.googleapis.com/css?family=Hind:300' rel='stylesheet' type='text/css'> | ||
<link href='https://fonts.googleapis.com/css?family=Open+Sans+Condensed:300' rel='stylesheet' type='text/css'> | ||
<link rel="stylesheet" href="{{ url_for('static', filename='css/style.css') }}"> | ||
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</head> | ||
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<body> | ||
<div class="login"> | ||
<h1>Predict Car Price</h1> | ||
<p>Please fill all the fields.</p> | ||
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<!-- Main Input For Receiving Query to our ML --> | ||
<form action="{{ url_for('predict')}}" method="post"> | ||
<div class="bigd"> | ||
<div> | ||
<p>In what year the car was purchased</p> | ||
<input type="text" name="price" placeholder="1990" required="required" /> | ||
<p>What is distance completed by the car in Kilometers ?</p> | ||
<input type="text" name="distance" placeholder="0.00" required="required" /> | ||
<p>The number of owners the car had previously ?</p> | ||
<input type="radio" name="owner" id="0" value="1" required> First </input<br> | ||
<input type="radio" name="owner" id="1" value="2" required> Second </input<br> | ||
<input type="radio" name="owner" id="2" value="3" required> Third </input<br> | ||
<input type="radio" name="owner" id="2" value="4" required> Fourth & Above </input<br> | ||
<p>Seats in the Car</p> | ||
<select name="seats" id="seats" class="select" required> | ||
<option value="none" selected disabled hidden>Select an Option</option> | ||
<option value="5.0">5 seats</option> | ||
<option value="7.0">7</option> | ||
<option value="8.0">8</option> | ||
<option value="4.0">4</option> | ||
<option value="6.0">6</option> | ||
<option value="2.0">2</option> | ||
<option value="10.0">10</option> | ||
<option value="9.0">9</option> | ||
</select> | ||
<p>Mileage(km/kg)</p> | ||
<input type="text" name="mileage" placeholder="19.67" required/> | ||
</div> | ||
<div> | ||
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<p>Engine(CC)</p> | ||
<input type="text" name="engine" placeholder="19.67" required /> | ||
<p>Power(bhp)</p> | ||
<input type="text" name="power" placeholder="19.67" required /> | ||
<p>Location</p> | ||
<select name="location" id="location" class="select" required> | ||
<option value="none" selected disabled hidden>Select an Option</option> | ||
<option value="Bangalore">Bangalore</option> | ||
<option value="Chennai">Chennai</option> | ||
<option value="Coimbatore">Coimbatore</option> | ||
<option value="Delhi">Delhi</option> | ||
<option value="Hydrabad">Hydrabad</option> | ||
<option value="Jaipur">Jaipur</option> | ||
<option value="Kochi">Kochi</option> | ||
<option value="Kolkata">Kolkata</option> | ||
<option value="Mumbai">Mumbai</option> | ||
<option value="Pune">Pune</option> | ||
</select> | ||
<p>Fuel type</p> | ||
<input type="radio" name="fuel" id="0" value="CNG" required> CNG </input<br> | ||
<input type="radio" name="fuel" id="1" value="Diesel" required> Diesel </input<br> | ||
<input type="radio" name="fuel" id="2" value="LPG" required> LPG </input<br> | ||
<input type="radio" name="fuel" id="3" value="Petrol" required> Petrol </input<br> | ||
<br> | ||
<p>Transmission</p> | ||
<select name="transmission" id="transmission" class="select" required> | ||
<option value="none" selected disabled hidden>Select an Option</option> | ||
<option value="1">Manual</option> | ||
<option value="0">Automatic</option> | ||
</select> | ||
<br> | ||
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</div> | ||
</div> | ||
<div class="btn-click"> | ||
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<button class="button-49" role="button" type="submit">Predict</button> | ||
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</div> | ||
</form> | ||
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<br> {{ prediction_text }} | ||
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</div> | ||
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</body> | ||
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</html> |
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Original file line number | Diff line number | Diff line change |
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@@ -4,3 +4,4 @@ pandas | |
matplotlib | ||
seaborn | ||
sklearn | ||
flask |