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* Disease Knowledge Base
*
* Local reference data for crop diseases, mirroring the backend diseases.json.
* Used by the AI model layer to map detected class indices to full disease
* information (name, treatment, dosage, cost, prevention tips).
*
* Each entry's `classIndex` corresponds to the output neuron index of the
* TensorFlow.js classification model. When no real model is loaded the
* mock inference layer selects entries from this database based on a
* hash of the uploaded image data.
*/
const DISEASE_DATABASE = [
{
classIndex: 0,
disease_name: "Paddy Blast",
disease_name_hindi: "\u0927\u093E\u0928 \u0915\u093E \u092C\u094D\u0932\u093E\u0938\u094D\u091F",
crop_type: "Paddy",
symptoms:
"Spindle-shaped lesions on leaves with brown centers and gray margins. Lesions appear on leaf blades, leaf sheaths, nodes, and panicles. Severe infection causes leaf drying and panicle blast.",
affected_stages: "Tillering, Flowering, Panicle Initiation",
treatment_chemical:
"Tricyclazole 75% WP @ 0.6g/l or Isoprothiolane 40% EC @ 1.5ml/l or Carbendazim 50% WP @ 0.5g/l",
treatment_organic:
"Neem oil spray (5ml/l), proper drainage, avoid excess nitrogen, use resistant varieties like IR64, Swarna",
dosage: "0.6g per liter of water, spray 2-3 times at 10-15 day intervals",
cost_per_acre: 500,
prevention_tips:
"Use resistant varieties, maintain proper spacing, avoid excess nitrogen fertilizer, ensure good drainage, remove infected plant debris",
},
{
classIndex: 1,
disease_name: "Brown Spot of Paddy",
disease_name_hindi: "\u0927\u093E\u0928 \u0915\u093E \u092D\u0942\u0930\u093E \u0927\u092C\u094D\u092C\u093E",
crop_type: "Paddy",
symptoms:
"Small, circular to oval brown spots on leaves with yellow halos. Spots coalesce to form large patches. Affects grain quality and yield.",
affected_stages: "Seedling, Tillering, Flowering",
treatment_chemical:
"Mancozeb 75% WP @ 2g/l or Propiconazole 25% EC @ 0.5ml/l",
treatment_organic:
"Neem seed kernel extract (5%), cow urine spray, proper field sanitation",
dosage: "2g per liter of water, apply at boot stage and heading stage",
cost_per_acre: 450,
prevention_tips:
"Use certified seeds, maintain proper plant spacing, avoid water stress, remove infected debris",
},
{
classIndex: 2,
disease_name: "Sheath Blight of Paddy",
disease_name_hindi: "\u0927\u093E\u0928 \u0915\u093E \u0936\u0940\u0925 \u092C\u094D\u0932\u093E\u0907\u091F",
crop_type: "Paddy",
symptoms:
"Oval or elliptical greenish-gray lesions on leaf sheaths near water level. Lesions enlarge and turn straw-colored with brown margins. Causes lodging.",
affected_stages: "Tillering, Booting, Heading",
treatment_chemical:
"Validamycin 3% L @ 2.5ml/l or Hexaconazole 5% EC @ 1ml/l",
treatment_organic:
"Bordeaux mixture (1%), proper water management, avoid dense planting",
dosage: "2.5ml per liter of water, spray when disease appears",
cost_per_acre: 600,
prevention_tips:
"Maintain proper spacing, avoid waterlogging, use resistant varieties, remove infected stubbles",
},
{
classIndex: 3,
disease_name: "Bacterial Leaf Blight of Paddy",
disease_name_hindi: "\u0927\u093E\u0928 \u0915\u093E \u091C\u0940\u0935\u093E\u0923\u0941 \u092A\u0924\u094D\u0924\u0940 \u091D\u0941\u0932\u0938\u093E",
crop_type: "Paddy",
symptoms:
"Water-soaked lesions on leaf margins that turn yellow and then white. Lesions extend along leaf veins. Yellow bacterial ooze appears.",
affected_stages: "Seedling, Tillering, Flowering",
treatment_chemical:
"Streptocycline 100ppm + Copper oxychloride 0.3% or Kasugamycin 2% + Copper hydroxide",
treatment_organic:
"Garlic extract (5%), neem oil spray, proper drainage",
dosage: "100g streptocycline + 1.5kg copper oxychloride per hectare",
cost_per_acre: 550,
prevention_tips:
"Use disease-free seeds, avoid overhead irrigation, maintain proper spacing, remove infected plants",
},
{
classIndex: 4,
disease_name: "Wheat Rust",
disease_name_hindi: "\u0917\u0947\u0939\u0942\u0902 \u0915\u093E \u0930\u0938\u094D\u091F",
crop_type: "Wheat",
symptoms:
"Orange-brown pustules on leaves, stems, and glumes. Pustules rupture to release powdery spores. Severe infection causes leaf drying.",
affected_stages: "Tillering, Heading, Grain Filling",
treatment_chemical:
"Propiconazole 25% EC @ 0.5ml/l or Tebuconazole 25% EC @ 0.5ml/l",
treatment_organic:
"Neem oil spray, use resistant varieties, avoid late sowing",
dosage: "0.5ml per liter of water, spray at first appearance",
cost_per_acre: 480,
prevention_tips:
"Use resistant varieties, timely sowing, avoid excess nitrogen, monitor fields regularly",
},
{
classIndex: 5,
disease_name: "Powdery Mildew of Wheat",
disease_name_hindi: "\u0917\u0947\u0939\u0942\u0902 \u0915\u093E \u091A\u0942\u0930\u094D\u0923\u0940 \u0906\u0938\u093F\u0924\u093E",
crop_type: "Wheat",
symptoms:
"White powdery fungal growth on upper leaf surface. Leaves turn yellow and dry. Reduces photosynthesis and grain filling.",
affected_stages: "Tillering, Booting, Heading",
treatment_chemical:
"Sulfur 80% WP @ 2.5g/l or Triadimefon 25% WP @ 0.5g/l",
treatment_organic:
"Milk spray (10%), baking soda spray (0.5%), proper spacing",
dosage: "2.5g per liter of water, spray at disease onset",
cost_per_acre: 400,
prevention_tips:
"Use resistant varieties, avoid dense planting, ensure good air circulation, balanced fertilization",
},
{
classIndex: 6,
disease_name: "Cotton Leaf Curl Virus",
disease_name_hindi: "\u0915\u092A\u093E\u0938 \u0915\u093E \u092A\u0924\u094D\u0924\u093E \u092E\u0930\u094B\u0921\u093C",
crop_type: "Cotton",
symptoms:
"Upward or downward curling of leaves with vein thickening. Enations appear on underside of leaves. Stunted growth and reduced yield.",
affected_stages: "Vegetative, Flowering, Boll Formation",
treatment_chemical:
"Imidacloprid 17.8% SL @ 0.3ml/l for whitefly vector control",
treatment_organic:
"Neem oil spray, yellow sticky traps, remove infected plants early",
dosage: "0.3ml per liter of water, spray every 15 days",
cost_per_acre: 700,
prevention_tips:
"Use resistant varieties (Bt cotton), control whitefly vectors, avoid late sowing, maintain field hygiene",
},
{
classIndex: 7,
disease_name: "Late Blight of Potato",
disease_name_hindi: "\u0906\u0932\u0942 \u0915\u093E \u0905\u0917\u0947\u0924\u0940 \u0905\u0902\u0917\u092E\u093E\u0930\u0940",
crop_type: "Potato",
symptoms:
"Water-soaked dark lesions on leaves that rapidly enlarge. White fungal growth on underside. Tubers show brown rot. Rapid spread in cool, wet weather.",
affected_stages: "Vegetative, Flowering, Tuber Formation",
treatment_chemical:
"Mancozeb 75% WP @ 2g/l or Metalaxyl + Mancozeb @ 2.5g/l",
treatment_organic:
"Bordeaux mixture (1%), proper drainage, remove infected plants",
dosage: "2g per liter of water, spray preventively before disease onset",
cost_per_acre: 650,
prevention_tips:
"Use certified seed, proper spacing, avoid overhead irrigation, destroy volunteer plants",
},
{
classIndex: 8,
disease_name: "Early Blight of Tomato",
disease_name_hindi: "\u091F\u092E\u093E\u091F\u0930 \u0915\u093E \u0905\u0917\u0947\u0924\u0940 \u0905\u0902\u0917\u092E\u093E\u0930\u0940",
crop_type: "Tomato",
symptoms:
"Concentric ring patterns (target spots) on older leaves. Leaf yellowing and defoliation. Fruit lesions near stem end.",
affected_stages: "Seedling, Vegetative, Fruiting",
treatment_chemical:
"Mancozeb 75% WP @ 2g/l or Chlorothalonil 75% WP @ 2g/l",
treatment_organic:
"Neem oil spray, Trichoderma application, crop rotation, mulching",
dosage: "2g per liter of water, spray every 10-14 days",
cost_per_acre: 550,
prevention_tips:
"Crop rotation, proper spacing, mulching, remove infected plant debris, stake plants for air circulation",
},
{
classIndex: 9,
disease_name: "Sugarcane Red Rot",
disease_name_hindi: "\u0917\u0928\u094D\u0928\u093E \u0915\u093E \u0932\u093E\u0932 \u0938\u0921\u093C\u0928",
crop_type: "Sugarcane",
symptoms:
"Reddening of internal cane tissue with white patches. Crown wilting and drying. Cane becomes hollow and emits alcoholic odour.",
affected_stages: "Grand Growth, Maturity",
treatment_chemical:
"Carbendazim 50% WP sett treatment @ 0.1% or Thiophanate-methyl 70% WP",
treatment_organic:
"Hot water treatment of setts (50C for 2 hours), use disease-free setts, crop rotation",
dosage: "1g per liter for sett dip treatment, 30 minutes before planting",
cost_per_acre: 350,
prevention_tips:
"Use disease-free setts, avoid ratoon of infected crops, proper drainage, crop rotation with non-host crops",
},
{
classIndex: 10,
disease_name: "Chilli Leaf Curl",
disease_name_hindi: "\u092E\u093F\u0930\u094D\u091A \u0915\u093E \u092A\u0924\u094D\u0924\u093E \u092E\u0930\u094B\u0921\u093C",
crop_type: "Chilli",
symptoms:
"Upward curling and puckering of leaves. Leaves become thick and leathery. Stunted plant growth and reduced fruit set.",
affected_stages: "Vegetative, Flowering, Fruiting",
treatment_chemical:
"Imidacloprid 17.8% SL @ 0.3ml/l for thrips/whitefly control",
treatment_organic:
"Neem oil spray, yellow sticky traps, intercropping with maize",
dosage: "0.3ml per liter of water, spray every 10-15 days",
cost_per_acre: 500,
prevention_tips:
"Use resistant varieties, control insect vectors, remove infected plants, avoid monoculture",
},
{
classIndex: 11,
disease_name: "Downy Mildew of Maize",
disease_name_hindi: "\u092E\u0915\u094D\u0915\u093E \u0915\u093E \u092E\u0943\u0926\u0941 \u0906\u0938\u093F\u0924\u093E",
crop_type: "Maize",
symptoms:
"Chlorotic streaks on leaves running parallel to veins. Downy white fungal growth on lower leaf surface. Stunted growth and tassel malformation.",
affected_stages: "Seedling, Vegetative",
treatment_chemical:
"Metalaxyl 35% WS @ 6g/kg seed treatment or Mancozeb 75% WP @ 2.5g/l spray",
treatment_organic:
"Seed treatment with Trichoderma, crop rotation, remove infected plants",
dosage: "6g per kg of seed for treatment, or 2.5g/l for foliar spray",
cost_per_acre: 420,
prevention_tips:
"Use resistant hybrids, seed treatment, avoid waterlogging, crop rotation with non-host crops",
},
{
classIndex: 12,
disease_name: "Onion Purple Blotch",
disease_name_hindi: "\u092A\u094D\u092F\u093E\u091C \u0915\u093E \u092C\u0948\u0902\u0917\u0928\u0940 \u0927\u092C\u094D\u092C\u093E",
crop_type: "Onion",
symptoms:
"Purple-brown lesions on leaves with concentric rings. Lesions enlarge and coalesce. Leaves dry and collapse from tips.",
affected_stages: "Vegetative, Bulb Formation",
treatment_chemical:
"Mancozeb 75% WP @ 2.5g/l or Chlorothalonil 75% WP @ 2g/l",
treatment_organic:
"Neem oil spray, Trichoderma application, proper spacing for air circulation",
dosage: "2.5g per liter of water, spray every 10-15 days",
cost_per_acre: 480,
prevention_tips:
"Use disease-free sets, proper drainage, avoid overhead irrigation, crop rotation",
},
{
classIndex: 13,
disease_name: "Healthy Plant",
disease_name_hindi: "\u0938\u094D\u0935\u0938\u094D\u0925 \u092A\u094C\u0927\u093E",
crop_type: "All",
symptoms: "No disease symptoms detected. The plant appears healthy with normal growth.",
affected_stages: "N/A",
treatment_chemical: "No treatment required.",
treatment_organic: "Continue regular care and monitoring.",
dosage: "N/A",
cost_per_acre: 0,
prevention_tips:
"Maintain balanced fertilization, ensure proper irrigation, monitor regularly for early detection of any disease",
},
];
/**
* Total number of classes the model can predict.
*/
export const NUM_CLASSES = DISEASE_DATABASE.length;
/**
* Look up a disease entry by its class index.
*
* @param {number} classIndex - Model output neuron index.
* @returns {Object|null} Disease record or null.
*/
export function getDiseaseByClassIndex(classIndex) {
return DISEASE_DATABASE.find((d) => d.classIndex === classIndex) || null;
}
/**
* Look up a disease entry by name (case-insensitive).
*
* @param {string} name - Disease name in English.
* @returns {Object|null} Disease record or null.
*/
export function getDiseaseByName(name) {
if (!name) return null;
const lower = name.toLowerCase();
return DISEASE_DATABASE.find(
(d) => d.disease_name.toLowerCase() === lower,
) || null;
}
/**
* Get all diseases for a given crop type.
*
* @param {string} cropType - Crop type string (e.g. "Paddy").
* @returns {Array<Object>} Matching disease records.
*/
export function getDiseasesByCrop(cropType) {
if (!cropType) return [];
const lower = cropType.toLowerCase();
return DISEASE_DATABASE.filter(
(d) => d.crop_type.toLowerCase() === lower || d.crop_type === "All",
);
}
/**
* Get the complete disease database.
*
* @returns {Array<Object>} All disease records.
*/
export function getAllDiseases() {
return DISEASE_DATABASE;
}
export default DISEASE_DATABASE;
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