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## 🌾 Dataset: Farmers Call Query Data (QA)

This dataset contains real-world queries and responses collected from farmers’ call / helpline systems. It is structured as a question-answer (QA) corpus focusing on agricultural topics, problems, and solutions.

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### 📄 Files in this Repo

- **`knowledge_base.json`**
Contains structured entries derived from the dataset, each with:
- `question`: a farmer’s query
- `answer`: the corresponding response or advice
- Optional `metadata`: category, source, crop type, etc.

- **`processed_training_data.json`**
Contains cleaned and formatted data ready for model training. Each record has:
- `input`: formatted prompt or question (e.g. “What is the pest control method for maize?”)
- `output`: the target answer or solution

These files together support both inference (through retrieval) and training (via supervised learning) workflows using the Farmers Call Query Data.

.gitattributes

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knowledge_base.json

@@ -0,0 +1,164 @@
+{
+  "crop_diseases": {
+    "tomato": [
+      {
+        "disease": "Late Blight",
+        "symptoms": "Dark spots on leaves, white fungal growth on undersides",
+        "treatment": "Apply copper-based fungicides, remove affected plants",
+        "prevention": "Ensure good air circulation, avoid overhead watering"
+      },
+      {
+        "disease": "Early Blight", 
+        "symptoms": "Brown spots with concentric rings on older leaves",
+        "treatment": "Use fungicides containing chlorothalonil or mancozeb",
+        "prevention": "Crop rotation, proper spacing, remove plant debris"
+      }
+    ],
+    "wheat": [
+      {
+        "disease": "Rust",
+        "symptoms": "Orange or red pustules on leaves and stems",
+        "treatment": "Apply fungicides like tebuconazole or propiconazole",
+        "prevention": "Use resistant varieties, proper field sanitation"
+      }
+    ],
+    "rice": [
+      {
+        "disease": "Blast",
+        "symptoms": "Diamond-shaped spots on leaves, neck rot",
+        "treatment": "Apply tricyclazole or isoprothiolane fungicides",
+        "prevention": "Balanced fertilization, avoid excessive nitrogen"
+      }
+    ]
+  },
+  "irrigation": {
+    "general_tips": [
+      "Water early morning or evening to reduce evaporation",
+      "Check soil moisture before watering - insert finger 2 inches deep",
+      "Use drip irrigation for water efficiency",
+      "Mulch around plants to retain soil moisture"
+    ],
+    "crop_specific": {
+      "tomato": "Water deeply once or twice a week, avoid wetting leaves",
+      "wheat": "Water during tillering, flowering, and grain filling stages",
+      "rice": "Maintain 2-5cm standing water during vegetative growth"
+    }
+  },
+  "fertilizers": {
+    "organic": [
+      {
+        "name": "Compost",
+        "benefits": "Improves soil structure, provides slow-release nutrients",
+        "application": "Apply 2-3 inches layer before planting"
+      },
+      {
+        "name": "Vermicompost",
+        "benefits": "Rich in nutrients, improves soil biology",
+        "application": "Mix with soil at 10-20% ratio"
+      }
+    ],
+    "chemical": [
+      {
+        "name": "NPK (10-26-26)",
+        "use": "Balanced growth, flowering, and fruiting",
+        "application": "Apply as per soil test recommendations"
+      }
+    ]
+  },
+  "government_schemes": {
+    "central": [
+      {
+        "name": "Pradhan Mantri Krishi Sinchan Yojana",
+        "name_hindi": "प्रधानमंत्री कृषी संचन योजना",
+        "description": "Irrigation development and water conservation",
+        "eligibility": "All farmers with cultivable land",
+        "benefits": "90% subsidy on drip/sprinkler irrigation"
+      },
+      {
+        "name": "PM-KISAN",
+        "name_hindi": "प्रधानमंत्री किसान सम्मान निधि",
+        "description": "Direct income support to farmers",
+        "eligibility": "Small and marginal farmers",
+        "benefits": "₹6000 per year in three installments"
+      },
+      {
+        "name": "Soil Health Card Scheme",
+        "name_hindi": "मृदा स्वास्थ्य कार्ड योजना",
+        "description": "Soil testing and health assessment",
+        "eligibility": "All farmers",
+        "benefits": "Free soil testing and fertilizer recommendations"
+      }
+    ],
+    "state": [
+      {
+        "name": "Dr. Babasaheb Ambedkar Krishi Swavlamban Yojana",
+        "state": "Maharashtra",
+        "description": "Financial assistance for agricultural development",
+        "benefits": "Up to ₹50,000 assistance per farmer"
+      }
+    ]
+  },
+  "weather_tips": {
+    "monsoon": [
+      "Ensure proper drainage in fields",
+      "Store seeds in dry places",
+      "Check weather forecast before spraying pesticides"
+    ],
+    "summer": [
+      "Use mulching to conserve soil moisture",
+      "Increase watering frequency",
+      "Provide shade to sensitive crops"
+    ],
+    "winter": [
+      "Protect crops from frost",
+      "Reduce watering frequency", 
+      "Apply organic matter to improve soil temperature"
+    ]
+  },
+  "pest_control": {
+    "organic_methods": [
+      "Neem oil spray for aphids and whiteflies",
+      "Bacillus thuringiensis for caterpillars",
+      "Marigold companion planting to repel pests",
+      "Sticky yellow traps for flying insects"
+    ],
+    "integrated_pest_management": [
+      "Regular field monitoring",
+      "Use of pheromone traps",
+      "Biological control agents",
+      "Resistant crop varieties"
+    ]
+  },
+  "market_information": {
+    "price_sources": [
+      "eNAM (National Agriculture Market)",
+      "Local mandi prices",
+      "Agmarknet portal",
+      "Mobile apps like Kisan Suvidha"
+    ],
+    "selling_tips": [
+      "Grade and sort produce properly",
+      "Time harvesting with market demand",
+      "Consider direct marketing to consumers",
+      "Join farmer producer organizations"
+    ]
+  },
+  "common_faqs": [
+    {
+      "question": "How often should I water my crops?",
+      "answer": "Watering frequency depends on crop type, soil, and weather. Generally, water when top 2 inches of soil feels dry. Deep, less frequent watering is better than shallow, frequent watering."
+    },
+    {
+      "question": "What is the best time to plant tomatoes?",
+      "answer": "Plant tomatoes after the last frost date. In India, best time is October-November for winter crop and June-July for monsoon crop."
+    },
+    {
+      "question": "How can I improve soil fertility naturally?",
+      "answer": "Add organic matter like compost, practice crop rotation, use cover crops, apply vermicompost, and avoid overuse of chemical fertilizers."
+    },
+    {
+      "question": "What are signs of nitrogen deficiency in plants?",
+      "answer": "Yellow leaves starting from bottom, stunted growth, pale green color overall, and reduced yield."
+    }
+  ]
+}

processed_training_data.json

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+oid sha256:e9512b3f6452a3c3f5f80f44af7e49b2c8a352b65c654cb93bfb00499ce719e2
+size 211593767