National Animal Disease Referral Expert System (NADRES v2)

AI-Enabled Redefining Livestock Disease Risk Forewarning

Forewarning of Livestock Diseases June-2026

ARUNACHAL PRADESH, MADHYA PRADESH,HIMACHAL PRADESH,ANDHRA PRADESH,KARNATAKA,TAMIL NADU,TELANGANA,KERALA,MAHARASHTRA,GUJARAT,ASSAM,WEST BENGAL,UTTAR PRADESH,HARYANA,JHARKHAND,PUNJAB,CHANDIGARH,DELHI,RAJASTHAN,UTTARAKHAND,PUDUCHERRY,BIHAR,MANIPUR AND ODISHA for likely occurrence of Anthrax in June-2026

KARNATAKA,UTTAR PRADESH,KERALA,WEST BENGAL,HIMACHAL PRADESH,PUDUCHERRY,ANDHRA PRADESH,ODISHA,TELANGANA,GUJARAT,RAJASTHAN,ASSAM,SIKKIM,TRIPURA,CHHATTISGARH,MAHARASHTRA,MADHYA PRADESH,UTTARAKHAND,MANIPUR,ARUNACHAL PRADESH,MEGHALAYA,BIHAR,MIZORAM,NAGALAND,GOA AND JHARKHAND are predicted for likely occurrence of Babesiosis in June-2026

NAGALAND,WEST BENGAL,HIMACHAL PRADESH,KARNATAKA,TAMIL NADU,ODISHA,GUJARAT,RAJASTHAN,ASSAM,TRIPURA,JHARKHAND,MAHARASHTRA,TELANGANA,ANDHRA PRADESH,MADHYA PRADESH,UTTARAKHAND,ARUNACHAL PRADESH,PUDUCHERRY,BIHAR,MANIPUR,SIKKIM,CHHATTISGARH AND UTTAR PRADESH are predicted for likely occurrence of Black quarter in June-2026

ARUNACHAL PRADESH,HIMACHAL PRADESH,ANDHRA PRADESH,KARNATAKA,TAMIL NADU,TELANGANA,ODISHA,KERALA,RAJASTHAN,ASSAM,MANIPUR,MEGHALAYA,MIZORAM,SIKKIM,TRIPURA,WEST BENGAL,UTTAR PRADESH,UTTARAKHAND,HARYANA,JHARKHAND,MAHARASHTRA,MADHYA PRADESH,PUDUCHERRY,CHHATTISGARH AND BIHAR are predicted for likely occurrence of Classical Swine Fever in June-2026

HIMACHAL PRADESH,UTTAR PRADESH,KARNATAKA,TELANGANA,ODISHA,KERALA,GUJARAT,RAJASTHAN,ASSAM,WEST BENGAL,HARYANA,JHARKHAND,MAHARASHTRA,ANDHRA PRADESH,MADHYA PRADESH,UTTARAKHAND,GOA,PUNJAB,CHHATTISGARH,MEGHALAYA,TRIPURA,BIHAR,ARUNACHAL PRADESH,PUDUCHERRY AND MIZORAM are predicted for likely occurrence of Enterotoxaemia in June-2026

ARUNACHAL PRADESH,HIMACHAL PRADESH,KARNATAKA,TELANGANA,ODISHA,KERALA,GUJARAT,RAJASTHAN,ANDAMAN & NICOBAR,MANIPUR,TRIPURA,WEST BENGAL,HARYANA,JHARKHAND,MAHARASHTRA,ANDHRA PRADESH,MADHYA PRADESH,MIZORAM,UTTARAKHAND,NAGALAND,CHHATTISGARH,PUNJAB,BIHAR,PUDUCHERRY AND UTTAR PRADESH are predicted for likely occurrence of Fascioliasis in June-2026

KARNATAKA,KERALA,UTTAR PRADESH,HIMACHAL PRADESH,UTTARAKHAND,TAMIL NADU,ODISHA,GUJARAT,RAJASTHAN,ARUNACHAL PRADESH,ASSAM,TRIPURA,WEST BENGAL,JHARKHAND,MAHARASHTRA,TELANGANA,ANDHRA PRADESH,MADHYA PRADESH,GOA,CHHATTISGARH,BIHAR,HARYANA,MEGHALAYA AND PUNJAB are predicted for likely occurrence of Foot and Mouth Disease in June-2026

KARNATAKA,TELANGANA,HIMACHAL PRADESH,ANDHRA PRADESH,KERALA,MAHARASHTRA,GUJARAT,RAJASTHAN,ASSAM,MANIPUR,WEST BENGAL,UTTAR PRADESH,JHARKHAND,MADHYA PRADESH,UTTARAKHAND,PUDUCHERRY,ODISHA,TAMIL NADU,HARYANA,CHHATTISGARH AND PUNJAB are predicted for likely occurrence of Haemorrhagic septicaemia in June-2026

BIHAR,JHARKHAND,HIMACHAL PRADESH,UTTARAKHAND,ANDHRA PRADESH,KARNATAKA,TAMIL NADU,TELANGANA,ODISHA,KERALA,GUJARAT,RAJASTHAN,ASSAM,MEGHALAYA,SIKKIM,TRIPURA,UTTAR PRADESH,HARYANA,PUNJAB,CHHATTISGARH,MADHYA PRADESH,MAHARASHTRA,WEST BENGAL,PUDUCHERRY,GOA,MANIPUR AND MIZORAM are predicted for likely occurrence of PPR in June-2026

UTTAR PRADESH,SIKKIM,JHARKHAND,NAGALAND,MIZORAM,ASSAM,UTTARAKHAND,TAMIL NADU,ANDHRA PRADESH,ODISHA,GOA,KERALA,MAHARASHTRA,RAJASTHAN,BIHAR,WEST BENGAL,HARYANA,CHHATTISGARH,TELANGANA,HIMACHAL PRADESH,MADHYA PRADESH,MANIPUR,ARUNACHAL PRADESH,KARNATAKA,MEGHALAYA AND TRIPURA are predicted for likely occurrence of African Swine Fever in June-2026

BIHAR,TRIPURA,HIMACHAL PRADESH,JAMMU & KASHMIR,ANDHRA PRADESH,KARNATAKA,TAMIL NADU,TELANGANA,ODISHA,MAHARASHTRA,GUJARAT,RAJASTHAN,ASSAM,WEST BENGAL,UTTAR PRADESH,UTTARAKHAND,JHARKHAND,MADHYA PRADESH,PUDUCHERRY,MIZORAM,GOA,MEGHALAYA,HARYANA,CHHATTISGARH,MANIPUR AND NAGALAND are predicted for likely occurrence of S & G Pox in June-2026

JHARKHAND,UTTAR PRADESH,KERALA,GOA,HIMACHAL PRADESH,JAMMU & KASHMIR,PUDUCHERRY,ANDHRA PRADESH,ODISHA,KARNATAKA,MAHARASHTRA,GUJARAT,RAJASTHAN,ASSAM,WEST BENGAL,HARYANA,CHHATTISGARH,TELANGANA,MADHYA PRADESH,UTTARAKHAND,MEGHALAYA,BIHAR,MIZORAM,TRIPURA,NAGALAND,ARUNACHAL PRADESH AND MANIPUR are predicted for likely occurrence of Theileriosis in June-2026

JHARKHAND,UTTAR PRADESH,HIMACHAL PRADESH,JAMMU & KASHMIR,PUDUCHERRY,ANDHRA PRADESH,ODISHA,KERALA,GUJARAT,RAJASTHAN,WEST BENGAL,BIHAR,HARYANA,CHHATTISGARH,GOA,MAHARASHTRA,TELANGANA,MADHYA PRADESH,KARNATAKA,NAGALAND,ASSAM,MEGHALAYA,UTTARAKHAND AND MIZORAM are predicted for likely occurrence of Trypanosomiasis in June-2026

ARUNACHAL PRADESH,SIKKIM,ASSAM,TRIPURA,HARYANA,HIMACHAL PRADESH,KARNATAKA,ANDHRA PRADESH,ODISHA,GOA,KERALA,GUJARAT,RAJASTHAN,MEGHALAYA,NAGALAND,WEST BENGAL,BIHAR,UTTARAKHAND,CHHATTISGARH,JHARKHAND,MADHYA PRADESH,UTTAR PRADESH,MAHARASHTRA,JAMMU & KASHMIR,TELANGANA,MANIPUR,MIZORAM,TAMIL NADU AND DELHI are predicted for likely occurrence of Lumpy Skin Disease in June-2026

Risk Prediction Accuracy
June-2026

African Swine Fever - 143 Risk districts, 84.18% Accuracy.
Anthrax - 122 Risk districts, 85.14% Accuracy.
Babesiosis - 169 Risk districts, 88.58% Accuracy.
Black Quarter - 135 Risk districts, 85.83% Accuracy.
Bluetongue - Risk districts, 100% Accuracy.
Classical Swine Fever - 72 Risk districts, 93.39% Accuracy.
Enterotoxaemia - 132 Risk districts, 84.86% Accuracy.
Fasciolosis - 145 Risk districts, 84.59% Accuracy.
FMD - 165 Risk districts, 84.45% Accuracy.
HS - 76 Risk districts, 92.57% Accuracy.
LSD - 171 Risk districts, 83.76% Accuracy.
PPR - 94 Risk districts, 95.46% Accuracy.
S&G Pox - 60 Risk districts, 96.01% Accuracy.
Theileriosis - 118 Risk districts, 93.12% Accuracy.
Trypanosomiasis - 125 Risk districts, 91.88% Accuracy.

Auto Messaging

📢 Total of 32,76,256 SMS alerts on disease forecasts have been issued to farmers through FRUITS, NIC, Govt of Karnataka, for the month of March-2026.

📩 ನೆರಡಿ ರೋಗ - 4,70,970 SMS alerts sent.
Affected districts: ಬೆಂಗಳೂರು ಬಳ್ಳಾರಿ, ಚಿತ್ರದುರ್ಗ, ದಕ್ಷಿಣ ಕನ್ನಡ, ಚಿಕ್ಕಬಳ್ಳಾಪುರ, ಕೋಲಾರ, ಕೊಪ್ಪಳ, ಮೈಸೂರು ಮತ್ತು ತುಮಕೂರು . More Info
📩 ಚಪ್ಪೆ ರೋಗ - 1,74,244 SMS alerts sent.
Affected districts: ಚಿಕ್ಕಮಗಳೂರು, ಯಾದಗಿರಿ ಮತ್ತು ಮೈಸೂರು . More Info
📩 ಫೆಸಿಯೋಲಾ ರೋಗ - 4,26,762 alerts sent.
Affected districts: ಬಾಗಲಕೋಟೆ, ಚಿತ್ರದುರ್ಗ, ದಾವಣಗೆರೆ, ಕಲಬುರಗಿ (ಗುಲ್ಬರ್ಗ), ಹಾವೇರಿ, ಮೈಸೂರು ಮತ್ತು ತುಮಕೂರು. More Info
📩 ಕಾಲು ಬಾಯಿ ರೋಗ - 6,15,586 SMS alerts sent.
Affected districts: ಮೈಸೂರು, ಬಳ್ಳಾರಿ, ಬೆಂಗಳೂರು ಗ್ರಾಮಾಂತರ, ಚಾಮರಾಜನಗರ, ಚಿಕ್ಕಬಳ್ಳಾಪುರ, ಚಿತ್ರದುರ್ಗ, ದಕ್ಷಿಣ ಕನ್ನಡ, ಗದಗ, ಕಲಬುರಗಿ, ಕೋಲಾರ, ಕೊಪ್ಪಳ, ಮೈಸೂರು ಮತ್ತು ರಾಯಚೂರು. More Info
📩 ಗಂಟಲು ಬೇನೆ - 1,12,325 SMS alerts sent.
Affected districts: ಬಾಗಲಕೋಟೆ, ದಾವಣಗೆರೆ ಮತ್ತು ಹಾವೇರಿ. More Info
📩 ಚರ್ಮ ಗಂಟು ರೋಗ - 8,03,406 SMS alerts sent.
Affected districts: ಬೀದರ್, ಚಾಮರಾಜನಗರ, ಚಿಕ್ಕಮಗಳೂರು, ಚಿತ್ರದುರ್ಗ, ದಕ್ಷಿಣ ಕನ್ನಡ, ದಾವಣಗೆರೆ, ಕಲಬುರಗಿ, ಹಾಸನ, ಹಾವೇರಿ, ಮಂಡ್ಯ, ಮೈಸೂರು, ರಾಯಚೂರು, ತುಮಕೂರು, ಉತ್ತರ ಕನ್ನಡ ಮತ್ತು ವಿಜಯಪುರ. More Info
📩 ಥೈಲೇರಿಯಾ ರೋಗ - 3,36,203 SMS alerts sent.
Affected districts: ಬಳ್ಳಾರಿ, ಬಾಗಲಕೋಟೆ, ಚಿಕ್ಕಬಳ್ಳಾಪುರ, ದಾವಣಗೆರೆ, ಹಾವೇರಿ, ಕೊಪ್ಪಳ, ರಾಯಚೂರು, ತುಮಕೂರು ಮತ್ತು ವಿಜಯಪುರ. More Info
📩 ತ್ರಿಪನೋಸೋಮಾ ರೋಗ - 3,36,760 SMS alerts sent.
Affected districts:ಬಾಗಲಕೋಟೆ, ಬಳ್ಳಾರಿ, ಚಿಕ್ಕಬಳ್ಳಾಪುರ, ದಾವಣಗೆರೆ, ಹಾವೇರಿ, ಕೊಪ್ಪಳ, ರಾಯಚೂರು, ತುಮಕೂರು, ವಿಜಯಪುರ ಮತ್ತು ಯಾದಗಿರಿ. More Info

DLT SMS Alerts for Veterinarian's

DLT SMS Sent Report March 2026 (Predicted May 2026) District Wise:

Risk predicted for Andaman and Nicobar Island districts; 20 SMS sent.
Risk predicted for Andhra Pradesh districts; 315 SMS sent.
Risk predicted for Arunachal Pradesh districts; 78 SMS sent.
Risk predicted for Assam districts; 315 SMS sent.
Risk predicted for Bihar districts; 324 SMS sent.
Risk predicted for Chhattisgarh districts; 285 SMS sent.
Risk predicted for Goa districts; 56 SMS sent.
Risk predicted for Gujarat districts; 682 SMS sent.
Risk predicted for Haryana districts; 308 SMS sent.
Risk predicted for Jharkhand districts; 928 SMS sent.
Risk predicted for Karnataka districts; 3,235 SMS sent.
Risk predicted for Kerala districts; 1,917 SMS sent.
Risk predicted for Madhya Pradesh districts; 171 SMS sent.
Risk predicted for Maharashtra districts; 174 SMS sent.
Risk predicted for Manipur districts; 61 SMS sent.
Risk predicted for Meghalaya districts; 29 SMS sent.
Risk predicted for Mizoram districts; 64 SMS sent.
Risk predicted for Nagaland districts; 66 SMS sent.
Risk predicted for Odisha districts; 709 SMS sent.
Risk predicted for Telangana districts; 217 SMS sent.
Risk predicted for Tripura districts; 198 SMS sent.
Risk predicted for Uttar Pradesh districts; 2,310 SMS sent.
Risk predicted for Uttarakhand districts; 476 SMS sent.
Risk predicted for West Bengal districts; 1,644 SMS sent.

Resources

1. PPT/PDF 2. Disease Videos 3. Articles 4. Shape Files

Periodic Regression

Methodology of Periodic Regression

Dynamic RandomWalk model

Periodic Regression

Dynamic RandomWalk model

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