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updating files #7

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1 change: 1 addition & 0 deletions .gitignore
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chromium
37 changes: 20 additions & 17 deletions app.py
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from flask import Flask,request,render_template
from flask import Flask, request, render_template
import numpy as np
import pandas
import sklearn
import pickle

# importing model
model = pickle.load(open('model.pkl','rb'))
sc = pickle.load(open('standscaler.pkl','rb'))
ms = pickle.load(open('minmaxscaler.pkl','rb'))
# Create the Flask app instance with the template and static folder set to the project root
app = Flask(__name__, template_folder='.', static_folder='.')

# creating flask app
app = Flask(__name__)
# Importing the model and scalers
model = pickle.load(open('model.pkl', 'rb'))
sc = pickle.load(open('standscaler.pkl', 'rb'))
ms = pickle.load(open('minmaxscaler.pkl', 'rb'))

@app.route('/')
def index():
return render_template("index.html")

@app.route("/predict",methods=['POST'])
@app.route("/predict", methods=['POST'])
def predict():
# Retrieve form data
N = request.form['Nitrogen']
P = request.form['Phosporus']
K = request.form['Potassium']
Expand All @@ -26,28 +27,30 @@ def predict():
ph = request.form['Ph']
rainfall = request.form['Rainfall']

# Prepare features for prediction
feature_list = [N, P, K, temp, humidity, ph, rainfall]
single_pred = np.array(feature_list).reshape(1, -1)

# Scaling features
scaled_features = ms.transform(single_pred)
final_features = sc.transform(scaled_features)
prediction = model.predict(final_features)

crop_dict = {1: "Rice", 2: "Maize", 3: "Jute", 4: "Cotton", 5: "Coconut", 6: "Papaya", 7: "Orange",
8: "Apple", 9: "Muskmelon", 10: "Watermelon", 11: "Grapes", 12: "Mango", 13: "Banana",
14: "Pomegranate", 15: "Lentil", 16: "Blackgram", 17: "Mungbean", 18: "Mothbeans",
19: "Pigeonpeas", 20: "Kidneybeans", 21: "Chickpea", 22: "Coffee"}
# Crop recommendation based on prediction output
crop_dict = {
1: "Rice", 2: "Maize", 3: "Jute", 4: "Cotton", 5: "Coconut", 6: "Papaya", 7: "Orange",
8: "Apple", 9: "Muskmelon", 10: "Watermelon", 11: "Grapes", 12: "Mango", 13: "Banana",
14: "Pomegranate", 15: "Lentil", 16: "Blackgram", 17: "Mungbean", 18: "Mothbeans",
19: "Pigeonpeas", 20: "Kidneybeans", 21: "Chickpea", 22: "Coffee"
}

if prediction[0] in crop_dict:
crop = crop_dict[prediction[0]]
result = "{} is the best crop to be cultivated right there".format(crop)
else:
result = "Sorry, we could not determine the best crop to be cultivated with the provided data."
return render_template('index.html',result = result)

return render_template("index.html", result=result)




# python main
if __name__ == "__main__":
app.run(debug=True)
237 changes: 121 additions & 116 deletions index.html
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Expand Up @@ -3,130 +3,135 @@
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>Bootstrap demo</title>
<link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0-alpha3/dist/css/bootstrap.min.css" rel="stylesheet" integrity="sha384-KK94CHFLLe+nY2dmCWGMq91rCGa5gtU4mk92HdvYe+M/SXH301p5ILy+dN9+nJOZ" crossorigin="anonymous">
<title>Crop Recommendation System</title>
<link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0-alpha3/dist/css/bootstrap.min.css"
rel="stylesheet"
integrity="sha384-KK94CHFLLe+nY2dmCWGMq91rCGa5gtU4mk92HdvYe+M/SXH301p5ILy+dN9+nJOZ"
crossorigin="anonymous">
<style>
body {
background: #BCBBB8;
}
h1 {
color: mediumseagreen;
text-align: center;
margin-bottom: 20px;
}
.container {
background: #edf2f7;
font-weight: bold;
padding: 20px;
border-radius: 15px;
margin-top: 30px;
box-shadow: 0 4px 8px rgba(0,0,0,0.1);
}
.card {
margin: 20px auto;
max-width: 22rem;
color: white;
}
</style>
</head>
<style>
h1 {
color: mediumseagreen;
text-align: center;
}

.warning {
color: red;
font-weight: bold;
text-align: center;
}
.card{
margin-left:410px;
margin-top: 20px;
color: white;
}
.container{
background:#edf2f7;
font-weight: bold;
padding-bottom:10px;
border-radius: 15px;
}
</style>




<body style="background:#BCBBB8">
<!--=======================navbar=====================================================-->
<nav class="navbar navbar-expand-lg navbar-dark bg-dark">
<div class="container-fluid">
<a class="navbar-brand" href="/">Crop Recommendation</a>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
<span class="navbar-toggler-icon"></span>
</button>
<div class="collapse navbar-collapse" id="navbarSupportedContent">
<ul class="navbar-nav me-auto mb-2 mb-lg-0">
<li class="nav-item">
<a class="nav-link active" aria-current="page" href="#">home</a>
</li>
<li class="nav-item">
<a class="nav-link" href="#">Contact</a>
</li>
<li class="nav-item">
<a class="nav-link disabled">About</a>
</li>
</ul>
<form class="d-flex" role="search">
<input class="form-control me-2" type="search" placeholder="Search" aria-label="Search">
<button class="btn btn-outline-success" type="submit">Search</button>
</form>
</div>
</div>
</nav>

<!--==========================================================================================-->
<div class="container my-3 mt-3">
<h1 class="text-success">Crop Recommendation System <span class="text-success">🌱</span></h1>

<!-- adding form-->
<body>
<!-- Navbar -->
<nav class="navbar navbar-expand-lg navbar-dark bg-dark">
<div class="container-fluid">
<a class="navbar-brand" href="/">Crop Recommendation</a>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse"
data-bs-target="#navbarSupportedContent" aria-controls="navbarSupportedContent"
aria-expanded="false" aria-label="Toggle navigation">
<span class="navbar-toggler-icon"></span>
</button>
<div class="collapse navbar-collapse" id="navbarSupportedContent">
<ul class="navbar-nav me-auto mb-2 mb-lg-0">
<li class="nav-item">
<a class="nav-link active" aria-current="page" href="#">Home</a>
</li>
<li class="nav-item">
<a class="nav-link" href="#">Contact</a>
</li>
<li class="nav-item">
<a class="nav-link disabled">About</a>
</li>
</ul>
<form class="d-flex" role="search">
<input class="form-control me-2" type="search" placeholder="Search" aria-label="Search">
<button class="btn btn-outline-success" type="submit">Search</button>
</form>
</div>
</div>
</nav>

<!-- Main Content -->
<div class="container">
<h1>Crop Recommendation System <span>🌱</span></h1>
<!-- Form for input -->
<form action="/predict" method="POST">
<div class="row">
<div class="col-md-4">
<label for="Nitrogen">Nitrogen</label>
<input type="number" id="Nitrogen" name="Nitrogen" placeholder="Enter Nitrogen" class="form-control" required step="0">
</div>
<div class="col-md-4">
<label for="Phosporus">Phosphorus</label>
<input type="number" id="Phosporus" name="Phosporus" placeholder="Enter Phosphorus" class="form-control" required step="00">
</div>
<div class="col-md-4">
<label for="Potassium">Potassium</label>
<input type="number" id="Potassium" name="Potassium" placeholder="Enter Potassium" class="form-control" required step="0">
</div>
<div class="row mb-3">
<div class="col-md-4">
<label for="Nitrogen" class="form-label">Nitrogen</label>
<input type="number" id="Nitrogen" name="Nitrogen" placeholder="Enter Nitrogen"
class="form-control" required>
</div>
<div class="col-md-4">
<label for="Phosporus" class="form-label">Phosphorus</label>
<input type="number" id="Phosporus" name="Phosporus" placeholder="Enter Phosphorus"
class="form-control" required>
</div>
<div class="col-md-4">
<label for="Potassium" class="form-label">Potassium</label>
<input type="number" id="Potassium" name="Potassium" placeholder="Enter Potassium"
class="form-control" required>
</div>
</div>

<div class="row mt-4">
<div class="col-md-4">
<label for="Temperature">Temperature</label>
<input type="number" step="0.01" id="Temperature" name="Temperature" placeholder="Enter Temperature in °C" class="form-control" required step="0">
</div>
<div class="col-md-4">
<label for="Humidity">Humidity</label>
<input type="number" step="0.01" id="Humidity" name="Humidity" placeholder="Enter Humidity in %" class="form-control" required step="0">
</div>
<div class="col-md-4">
<label for="pH">pH</label>
<input type="number" step="0.01" id="Ph" name="Ph" placeholder="Enter pH value" class="form-control" required step="0">
</div>
</div>

<div class="row mt-4">
<div class="col-md-4">
<label for="Rainfall">Rainfall</label>
<input type="number" step="0.01" id="Rainfall" name="Rainfall" placeholder="Enter Rainfall in mm" class="form-control" required>
</div>
</div>


<div class="row mb-3">
<div class="col-md-4">
<label for="Temperature" class="form-label">Temperature (°C)</label>
<input type="number" step="0.01" id="Temperature" name="Temperature"
placeholder="Enter Temperature in °C" class="form-control" required>
</div>
<div class="col-md-4">
<label for="Humidity" class="form-label">Humidity (%)</label>
<input type="number" step="0.01" id="Humidity" name="Humidity"
placeholder="Enter Humidity in %" class="form-control" required>
</div>
<div class="col-md-4">
<label for="Ph" class="form-label">pH Value</label>
<input type="number" step="0.01" id="Ph" name="Ph" placeholder="Enter pH value"
class="form-control" required>
</div>
</div>

<div class="row mt-4">
<div class="row mb-4">
<div class="col-md-4">
<label for="Rainfall" class="form-label">Rainfall (mm)</label>
<input type="number" step="0.01" id="Rainfall" name="Rainfall"
placeholder="Enter Rainfall in mm" class="form-control" required>
</div>
</div>

<div class="col-md-12 text-center">
<button type="submit" class="btn btn-primary btn-lg">Get Recommendation</button>
</div>
</div>
<div class="row text-center">
<div class="col">
<button type="submit" class="btn btn-primary btn-lg">Get Recommendation</button>
</div>
</div>
</form>

<!-- Display Result -->
{% if result %}
<div class="card bg-dark">
<img src="{{ url_for('static', filename='img.jpg') }}" class="card-img-top" alt="Crop Image">
<div class="card-body">
<h5 class="card-title">Recommended Crop for Cultivation:</h5>
<p class="card-text">{{ result }}</p>
</div>
</div>
{% endif %}
</div>


{% if result %}
<div class="card bg-dark" style="width: 18rem;">
<img src="{{url_for('static', filename='img.jpg')}}" class="card-img-top" alt="...">
<div class="card-body">
<h5 class="card-title">Recommend Crop for cultivation is:</h5>
<p class="card-text">{{ result }}</p>
</div>
</div>
{% endif %}
</div>

<script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0-alpha3/dist/js/bootstrap.bundle.min.js" integrity="sha384-ENjdO4Dr2bkBIFxQpeoTz1HIcje39Wm4jDKdf19U8gI4ddQ3GYNS7NTKfAdVQSZe" crossorigin="anonymous"></script>
<script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0-alpha3/dist/js/bootstrap.bundle.min.js"
integrity="sha384-ENjdO4Dr2bkBIFxQpeoTz1HIcje39Wm4jDKdf19U8gI4ddQ3GYNS7NTKfAdVQSZe"
crossorigin="anonymous"></script>
</body>
</html>
4 changes: 4 additions & 0 deletions requirements.txt
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Flask==3.1.0
numpy==2.2.3
pandas==2.2.3
scikit_learn==1.6.1