{ "model_version": "district_v2", "lead_time_months": 1, "cv_auc_lgb": 0.9375213611887894, "cv_auc_xgb": 0.9358619088751027, "cv_auc_cat": 0.928011262275126, "cv_auc_stack": 0.9368598121644945, "n_features": 81, "feature_cols": [ "month_sin", "month_cos", "state_enc", "district_enc", "crop_enc", "pest_enc", "lat", "lon", "soil_type", "growth_stage", "temp_mean", "temp_max_mean", "temp_min_mean", "diurnal_range", "humidity_mean", "rain_mm", "rain_days", "rain_intensity", "soil_temp_mean", "satd_mean", "rain_7d_mean", "vpd_proxy_mean", "leaf_wetness", "hum_x_temp", "rain_x_hum", "high_humidity", "rain_anomaly", "temp_anomaly", "hum_anomaly", "soil_anomaly", "ndvi_proxy", "lag_prev_month", "lag_1yr", "lag_2yr", "pest_trend", "wx_prev_temp_mean", "wx_prev_temp_max_mean", "wx_prev_humidity_mean", "wx_prev_rain_mm", "wx_prev_rain_days", "wx_prev_leaf_wetness", "wx_prev_vpd_proxy_mean", "wx_prev_diurnal_range", "wx_prev_rain_anomaly", "wx_prev_temp_anomaly", "wx_prev_hum_anomaly", "disease_pressure_idx", "gdd_monthly", "wet_days_intensity", "thermo_humid_stress", "prev_disease_pressure", "wx_prev_wet_days", "humidity_trend", "cooc1_aphid", "cooc2_aphid", "cooc1_blight", "cooc2_blight", "cooc1_borer", "cooc2_borer", "cooc1_caterpillar", "cooc2_caterpillar", "cooc1_jassid", "cooc2_jassid", "cooc1_leaf_spot", "cooc2_leaf_spot", "cooc1_mildew", "cooc2_mildew", "cooc1_mite", "cooc2_mite", "cooc1_mosaic_virus", "cooc2_mosaic_virus", "cooc1_rot", "cooc2_rot", "cooc1_rust", "cooc2_rust", "cooc1_thrips", "cooc2_thrips", "cooc1_whitefly", "cooc2_whitefly", "cooc1_wilt", "cooc2_wilt" ], "crop_list": [ "banana", "bengal_gram", "brinjal", "cauliflower", "chilli", "cotton", "groundnut", "lentil", "maize", "mango", "moong", "mustard", "okra", "onion", "other", "pearl_millet", "pigeonpea", "potato", "rice", "sorghum", "soybean", "sugarcane", "tomato", "urad", "vegetables", "wheat" ], "pest_list": [ "aphid", "blight", "borer", "caterpillar", "jassid", "leaf_spot", "mildew", "mite", "mosaic_virus", "rot", "rust", "thrips", "whitefly", "wilt" ], "state_list": [ "ANDHRA PRADESH", "ARUNACHAL PRADESH", "ASSAM", "BIHAR", "CHANDIGARH", "GUJARAT", "HARYANA", "HIMACHAL PRADESH", "KARNATAKA", "KERALA", "LAKSHADWEEP", "MADHYA PRADESH", "MAHARASHTRA", "MANIPUR", "MEGHALAYA", "MIZORAM", "NAGALAND", "ODISHA", "PUDUCHERRY", "PUNJAB", "RAJASTHAN", "SIKKIM", "TAMILNADU", "TELANGANA", "TRIPURA", "UTTAR PRADESH", "UTTARAKHAND", "WEST BENGAL" ], "district_list": [ "ADILABAD", "AGRA", "AHMADABAD", "AHMADNAGAR", "AIZAWL", "AJMER", "AKOLA", "ALAPPUZHA", "ALIGARH", "ALIPURDUAR", "ALIRAJPUR", "ALMORA", "ALWAR", "AMBALA", "AMBEDKAR NAGAR", "AMRAVATI", "AMRELI", "AMRITSAR", "ANAND", "ANJAW", "ANUGUL", "ANUPPUR", "ARARIA", "ARAVALLI", "ARIYALUR", "ARWAL", "ASHOKNAGAR", "AURAIYA", "AURANGABAD", "AZAMGARH", "BAGESHWAR", "BAGHPAT", "BAHRAICH", "BAKSA", "BALAGHAT", "BALANGIR", "BALLIA", "BALRAMPUR", "BANAS KANTHA", "BANDA", "BANGALORE", "BANKA", "BANKURA", "BANSWARA", "BARAN", "BAREILLY", "BARGARH", "BARMER", "BARNALA", "BARPETA", "BARWANI", "BASTI", "BAUDH", "BEGUSARAI", "BETUL", "BHADRADRI KOTHAGUDEM", "BHADRAK", "BHAGALPUR", "BHANDARA", "BHARATPUR", "BHARUCH", "BHAVNAGAR", "BHILWARA", "BHIND", "BHIWANI", "BHOJPUR", "BHOPAL", "BIDAR", "BIJNOR", "BIKANER", "BILASPUR", "BIRBHUM", "BISHNUPUR", "BONGAIGAON", "BOTAD", "BULDANA", "BUNDI", "BURHANPUR", "BUXAR", "CACHAR", "CHAMBA", "CHAMOLI", "CHAMPAWAT", "CHAMPHAI", "CHANDAULI", "CHANDEL", "CHANDIGARH", "CHANDRAPUR", "CHANGLANG", "CHARKI DADRI", "CHHATARPUR", "CHHINDWARA", "CHIRANG", "CHITRADURGA", "CHITRAKOOT", "CHITTAURGARH", "CHITTOOR", "CHURACHANDPUR", "CHURU", "COIMBATORE", "CUDDALORE", "CUTTACK", "DAMOH", "DARBHANGA", "DARRANG", "DATIA", "DAUSA", "DAVANAGERE", "DEBAGARH", "DEHRADUN", "DEORIA", "DEWAS", "DHALAI", "DHAR", "DHARMAPURI", "DHARWAD", "DHAULPUR", "DHEMAJI", "DHENKANAL", "DHUBRI", "DHULE", "DIBRUGARH", "DIMAPUR", "DINDIGUL", "DINDORI", "DUNGARPUR", "EAST DISTRICT", "EAST GARO HILLS", "EAST GODAVARI", "EAST KHASI HILLS", "EAST NIMAR", "EAST SIANG", "ERNAKULAM", "ERODE", "ETAH", "ETAWAH", "FAIZABAD", "FARIDABAD", "FARIDKOT", "FARRUKHABAD", "FATEHABAD", "FATEHGARH SAHIB", "FATEHPUR", "FAZILKA", "FIROZABAD", "GADAG", "GADCHIROLI", "GAJAPATI", "GANDHINAGAR", "GANGANAGAR", "GANJAM", "GAUTAM BUDDHA NAGAR", "GAYA", "GHAZIABAD", "GHAZIPUR", "GIR SOMNATH", "GOALPARA", "GOLAGHAT", "GOMATI", "GONDA", "GONDIYA", "GOPALGANJ", "GORAKHPUR", "GUNA", "GUNTUR", "GURDASPUR", "GURGAON", "GWALIOR", "HAILAKANDI", "HAMIRPUR", "HANUMANGARH", "HARDA", "HARDOI", "HASSAN", "HATHRAS", "HAVERI", "HINGOLI", "HOSHANGABAD", "HOSHIARPUR", "HYDERABAD", "IDUKKI", "IMPHAL EAST", "IMPHAL WEST", "INDORE", "JABALPUR", "JAGATSINGHAPUR", "JAIPUR", "JAISALMER", "JAJAPUR", "JALANDHAR", "JALAUN", "JALGAON", "JALNA", "JALOR", "JALPAIGURI", "JAMNAGAR", "JAMUI", "JAUNPUR", "JEHANABAD", "JHABUA", "JHAJJAR", "JHALAWAR", "JHANSI", "JHARSUGUDA", "JIND", "JODHPUR", "JOGULAMBA GADWAL", "JORHAT", "JUNAGADH", "JYOTIBA PHULE NAGAR", "KACHCHH", "KAITHAL", "KALAHANDI", "KAMRUP", "KAMRUP METROPOLITAN", "KANCHEEPURAM", "KANDHAMAL", "KANGRA", "KANNAUJ", "KANNUR", "KANPUR DEHAT", "KANSHIRAM NAGAR", "KAPURTHALA", "KARAIKAL", "KARAULI", "KARIMGANJ", "KARIMNAGAR", "KARNAL", "KARUR", "KATIHAR", "KATNI", "KAUSHAMBI", "KENDRAPARA", "KHAGARIA", "KHAMMAM", "KHEDA", "KHERI", "KHORDHA", "KHOWAI", "KINNAUR", "KISHANGANJ", "KODAGU", "KOHIMA", "KOKRAJHAR", "KOLAR", "KOLASIB", "KOLHAPUR", "KOLLAM", "KOPPAL", "KORAPUT", "KOTA", "KOTTAYAM", "KOZHIKODE", "KRISHNA", "KRISHNAGIRI", "KULLU", "KURNOOL", "KURUNG KUMEY", "LAKHIMPUR", "LAKSHADWEEP", "LALITPUR", "LATUR", "LAWNGTLAI", "LOHIT", "LONGLENG", "LOWER DIBANG VALLEY", "LUCKNOW", "LUDHIANA", "LUNGLEI", "MADHEPURA", "MADHUBANI", "MADURAI", "MAHE", "MAHISAGAR", "MAHOBA", "MAINPURI", "MALAPPURAM", "MALDAH", "MALKANGIRI", "MAMIT", "MANDI", "MANDLA", "MANDSAUR", "MANDYA", "MANSA", "MATHURA", "MAU", "MAYURBHANJ", "MEDAK", "MEERUT", "MIRZAPUR", "MOGA", "MOKOKCHUNG", "MON", "MORADABAD", "MORBI", "MORENA", "MUMBAI", "MUMBAI SUBURBAN", "MUNGER", "MURSHIDABAD", "MUZAFFARNAGAR", "MUZAFFARPUR", "NADIA", "NAGAON", "NAGAPATTINAM", "NAGAUR", "NAGPUR", "NAINITAL", "NALANDA", "NALBARI", "NALGONDA", "NAMAKKAL", "NANDED", "NANDURBAR", "NARMADA", "NAVSARI", "NAYAGARH", "NEEMUCH", "NIZAMABAD", "NORTH GARO HILLS", "NORTH TRIPURA", "OSMANABAD", "PALAKKAD", "PALGHAR", "PALI", "PALWAL", "PANCHKULA", "PANIPAT", "PANNA", "PARBHANI", "PASHCHIM CHAMPARAN", "PATAN", "PATHANAMTHITTA", "PATHANKOT", "PATIALA", "PATNA", "PEDDAPALLI", "PERAMBALUR", "PHEK", "PILIBHIT", "PITHORAGARH", "PORBANDAR", "PRAKASAM", "PRATAPGARH", "PUDUCHERRY", "PUDUKKOTTAI", "PUNE", "PURBA CHAMPARAN", "PURI", "RAICHUR", "RAIGARH", "RAISEN", "RAJANNA SIRCILLA", "RAJGARH", "RAJKOT", "RAJSAMAND", "RAMANAGARA", "RAMANATHAPURAM", "RAMPUR", "RANGAREDDY", "RATLAM", "RATNAGIRI", "RAYAGADA", "REWA", "REWARI", "ROHTAK", "ROHTAS", "RUDRAPRAYAG", "RUPNAGAR", "SAGAR", "SAHARANPUR", "SAHARSA", "SAHIBZADA AJIT SINGH NAGAR", "SALEM", "SAMASTIPUR", "SAMBALPUR", "SANGLI", "SANGRUR", "SANT KABIR NAGAR", "SARAN", "SATARA", "SATNA", "SAWAI MADHOPUR", "SEHORE", "SENAPATI", "SEONI", "SHAHDOL", "SHAHJAHANPUR", "SHAJAPUR", "SHEOHAR", "SHIMLA", "SHIVPURI", "SIDHI", "SIKAR", "SINDHUDURG", "SINGRAULI", "SIRMAUR", "SIROHI", "SIRSA", "SITAMARHI", "SITAPUR", "SIVAGANGA", "SIVASAGAR", "SIWAN", "SOLAN", "SOLAPUR", "SONBHADRA", "SONITPUR", "SOUTH DISTRICT", "SOUTH GARO HILLS", "SOUTH TRIPURA", "SOUTH WEST KHASI HILLS", "SRIKAKULAM", "SULTANPUR", "SUNDARGARH", "SUPAUL", "SURAT", "SURENDRANAGAR", "TAMENGLONG", "TAPI", "TARN TARAN", "TAWANG", "THANE", "THANJAVUR", "THE NILGIRIS", "THENI", "THIRUVALLUR", "THIRUVARUR", "THOUBAL", "THRISSUR", "TIKAMGARH", "TINSUKIA", "TIRAP", "TIRUCHIRAPPALLI", "TIRUNELVELI", "TIRUVANNAMALAI", "TONK", "TUENSANG", "UDAIPUR", "UDALGURI", "UDHAM SINGH NAGAR", "UDUPI", "UJJAIN", "UKHRUL", "UMARIA", "UNA", "UNNAO", "UPPER SIANG", "UTTARKASHI", "VADODARA", "VAISHALI", "VALSAD", "VARANASI", "VELLORE", "VIDISHA", "VIRUDHUNAGAR", "VISAKHAPATNAM", "WARANGAL", "WARDHA", "WASHIM", "WAYANAD", "WEST DISTRICT", "WEST GARO HILLS", "WEST GODAVARI", "WEST JAINTIA HILLS", "WEST KAMENG", "WEST KHASI HILLS", "WEST NIMAR", "WEST SIANG", "WEST TRIPURA", "WOKHA", "YADADRI BHUVANAGIRI", "YANAM", "ZUNHEBOTO" ], "freq_threshold": 0.02, "training_rows": 847400, "n_districts": 475, "n_states": 28, "year_range": [ 2007, 2025 ], "per_pest_auc": { "aphid": 0.9318220668036019, "blight": 0.9333786804126862, "borer": 0.9400615739858027, "caterpillar": 0.9404683111819543, "jassid": 0.9178096890989111, "leaf_spot": 0.913339638913686, "mildew": 0.9400562707495442, "mite": 0.9091506868410225, "mosaic_virus": 0.959394757209702, "rot": 0.9231842977969521, "rust": 0.9092747732178941, "thrips": 0.9426102909932712, "whitefly": 0.9348078510613085, "wilt": 0.9470630158224095 }, "thresholds": { "aphid": 0.492, "blight": 0.475, "borer": 0.5, "caterpillar": 0.535, "jassid": 0.437, "leaf_spot": 0.442, "mildew": 0.513, "mite": 0.46, "mosaic_virus": 0.479, "rot": 0.478, "rust": 0.466, "thrips": 0.564, "whitefly": 0.478, "wilt": 0.557 }, "top_features": { "crop_enc": 4515, "district_enc": 2670, "state_enc": 2288, "pest_enc": 1438, "wx_prev_temp_anomaly": 1381, "satd_mean": 1354, "diurnal_range": 1223, "wx_prev_diurnal_range": 1216, "humidity_trend": 1156, "temp_anomaly": 1021, "pest_trend": 1018, "wx_prev_rain_mm": 982, "wx_prev_rain_anomaly": 974, "wx_prev_temp_mean": 962, "hum_x_temp": 951, "wx_prev_temp_max_mean": 946, "prev_disease_pressure": 878, "temp_min_mean": 875, "rain_anomaly": 844, "hum_anomaly": 821, "soil_anomaly": 802, "wx_prev_hum_anomaly": 787, "soil_type": 784, "rain_mm": 762, "wx_prev_vpd_proxy_mean": 732 }, "new_features": [ "wx_prev_*", "disease_pressure_idx", "gdd_monthly", "wet_days_intensity", "thermo_humid_stress", "prev_disease_pressure", "humidity_trend" ] }