- Agriculture Portal is a machine learning-based project designed to provide predictions and recommendations for farmers. The system uses different algorithms to predict crops, recommend fertilizers, and provide rainfall and yield predictions to help farmers make informed decisions about their crops.
- IT also has direct crop sales to customer with real payment interface using Stripe API.
- Other supporting features are Chatbot using OPENAI's gpt-3.5-turbo model, Weather Forecast upto 4 days using Weather API, Agriculture realetd news using News API.
- Setup app password for gmail
- Open
fsend_otp.php
andcsend_otp.php
files and change username and password.
function smtp_mailer($to,$subject, $msg){
require_once("../smtp/class.phpmailer.php");
$mail = new PHPMailer();
$mail->IsSMTP();
$mail->SMTPDebug = 0;
$mail->SMTPAuth = TRUE;
$mail->SMTPSecure = 'ssl';
$mail->Host = "smtp.gmail.com";
$mail->Port = 465;
$mail->IsHTML(true);
$mail->CharSet = 'UTF-8';
$mail->Username = "[email protected]"; // Change it to yours email address
$mail->Password = "password"; // App Password, (16 character Key)
$mail->SetFrom("[email protected]");
$mail->Subject = $subject;
$mail->Body =$msg;
$mail->AddAddress($to);
if(!$mail->Send()){
return 0;
}else{
return 1;
}
}
- Clone the repository to your local machine.
git clone https://github.com/Nandha2536/agriculture-portal.git
- Goto Farmers folder and Install the required packages using pip.
pip install -r requirements.txt
- Change Success Url and Cancel Url file paths in
customer/cbuy_crops.php
.
$session = \Stripe\Checkout\Session::create([
'payment_method_types' => ['card'],
'line_items' => [[
'price_data' => [
'product' => 'prod_NdAYaoDLX3DnMY',
'unit_amount' => $TotalCartPrice,
'currency' => 'inr',
],
'quantity' => 1,
]],
'mode' => 'payment',
'success_url' => 'http://localhost/projects/agri2/customer/cupdatedb.php', // Change File Path
'cancel_url' => 'http://localhost/projects/agri2/customer/cbuy_crops.php', // Change File Path
]);
- Add API Keys to respective files.
- News API Key to
fnewsfeed.php
- OpenWeatherMap API Key to
fweather_forecast.php
- Stripe API Key to
customer/stripePayment/config.php
- OpenAI API Key to
index.php
andfchatgpt.php
- Import database from db folder.
- Run Apache web server using XAMPP.
- Crop Prediction
- Crop Recommendation
- Fertilizer Recommendation
- Rainfall Prediction
- Yield Prediction
- OTP Verification through mail
- Agriculture realetd news using News API
- Chatbot using OpenAI's gpt-3.5-turbo model
- Dynamically changing quotes using OpenAI's API
- Weather Forecast upto 4 days using OpenWeatherMap API
- Direct crop sales to customer with real time payment interface using Stripe API
- Python
- PHP
- Pandas
- NumPy
- JavaScript
- HTML/CSS
- Bootstrap4
- Scikit-learn
The Crop Management System dataset includes the following features:
- State_Name
- District_Name
- Season
- Crop
- N
- P
- K
- Temperature
- Humidity
- pH
- Rainfall
- Label
- Temparature
- Humidity
- Soil Moisture
- Soil Type
- Crop Type
- Nitrogen
- Phosphorous
- Potassium
- Fertilizer Name
- SUBDIVISION
- YEAR
- MONTH
- State_Name
- District_Name
- Crop_Year
- Season
- Crop
- Area
- Production
- Crop Prediction: Input
State_Name
,District_Name
, andSeason
to get the predicted crop for that location. - Crop Recommendation: Input
N
,P
,K
,Temperature
,Humidity
,pH
, andRainfall
for that location to get recommended crops for that location. - Fertilizer Recommendation: Input
Temperature
,Humidity
,Soil Moisture
,Soil Type
,Crop Type
,Nitrogen
,Phosphorous
, andPotassium
to get recommended fertilizer for that crop and location. - Rainfall Prediction: Input
Subdivision
andYear
to get rainfall prediction for that year. - Yield Prediction: Input
State_Name
,District_Name
,Crop_Year
,Season
,Crop
,Area
,Production
to get predicted yields for that crop and location.
This project is licensed under the MIT License.