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Bijamitra-crop-recommendation
prathamrajbhar11/Bijamitra-crop-recommendation
Bijamitra-crop-recommendation is a machine learning model from prathamrajbhar11. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for sklearn. The card lists the license as mit.
Part of the KissanSahyog agritech platform.
Access
Public
Updated Apr 6, 2026
Repo size
14.7 MB
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Repo makeup
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.pkl14.7 MB · 100%
At a glance
- Library
- sklearn
- License
- mit
- Access
- Public
- Created
- Apr 6, 2026
- Updated
- Apr 6, 2026
- SHA
- dc6bc6bc
Model card
From the Hugging Face model README
🌱 Bijamitra — Crop Recommendation Model
Part of the KissanSahyog agritech platform.
Bijamitra (Hindi/Sanskrit: बीजमित्र) means "seed's friend".
Model Files
| File | Description |
|---|---|
crop_model.pkl | Multi-class crop classifier |
crop_columns.pkl | Input feature column order |
label_encoder.pkl | Crop label encoder |
npk_label_encoder.pkl | NPK category encoder |
npk_columns.pkl | NPK feature columns |
Inputs
- Soil:
N,P,K,pH - Climate:
Temperature,Humidity,Rainfall
Output
- Top-3 crop recommendations with confidence scores
Usage
import joblib
import numpy as np
model = joblib.load("crop_model.pkl")
encoder = joblib.load("label_encoder.pkl")
# Example input [N, P, K, pH, Temp, Humid, Rain]
features = np.array([[90, 42, 43, 6.5, 20.8, 82, 202]])
proba = model.predict_proba(features)[0]
# Get top 3 recommendations
top3_idx = np.argsort(proba)[-3:][::-1]
for i in top3_idx:
print(f"{encoder.classes_[i]}: {proba[i]:.2f}")
- Library
- sklearn
- License
- mit
- Languages
- en, hi
- Created
- Apr 6, 2026
- Updated
- Apr 6, 2026