Engine 2 · NLP over enforcement recordsTF-IDF · baseline

Sentiment Engine — FIR + inspection intelligence

TF-IDF + KMeans (12 topics) over 68,482 simulated FIR narratives, calibrated to real per-year seizure aggregates. Topic recovery vs ground-truth template = 99.3%. The BERTopic + multilingual sentence-transformer path is wired and onemake sentiment-bertopicaway — kept off by default to avoid the ~700 MB transformer pull.

Discovered topics

Topic #0 · 12,807 FIRs
100% pure
permit_violation
stockstock discrepanciesnotice issuedfoundinspectionschedule
Category bias: DPL (100%)
Topic #1 · 12,079 FIRs
100% pure
rural_pot
mash coppercoppercontainingconcealed locationone apprehendedmash
Category bias: ID-IllicitDistillation (100%)
Topic #2 · 12,087 FIRs
100% pure
repeat_premises
habitualonce earlierdiscovered freshfreshonceintelligence raided
Category bias: ID-IllicitDistillation (100%)
Topic #3 · 3,155 FIRs
100% pure
border_run
borderwirelesspatrol interceptedbefore apprehendedborder recoveredborder smuggling
Category bias: NDPL (100%)
Topic #4 · 1,291 FIRs
100% pure
village_still
visakhapatnam discoveredkept fermentationkeptoperating thatchedcredible informationinformation
Category bias: ID-IllicitDistillation (100%)
Topic #5 · 3,212 FIRs
100% pure
godown_hoarding
led identificationidentification clandestinestored privategodown attachedgodownled
Category bias: NDPL (100%)
Topic #6 · 3,448 FIRs
94% pure
transit_corridor
vehicledriverconsignmentcheckingvehicle consignmentintercepted driver
Category bias: NDPL (94%)
Topic #7 · 1,216 FIRs
100% pure
permit_violation
nellorespr nelloresprnellore basedes sprstock
Category bias: DPL (100%)
Topic #8 · 1,006 FIRs
100% pure
permit_violation
westwest godavarigodavaries westgodavari basedstock
Category bias: DPL (100%)
Topic #9 · 6,422 FIRs
100% pure
permit_violation
stockliquorsprovisionsshow causeshowschedule found
Category bias: DPL (100%)
Topic #10 · 823 FIRs
100% pure
permit_violation
east godavarieastgodavaries eastgodavari basedstock
Category bias: DPL (100%)
Topic #11 · 10,936 FIRs
98% pure
village_still
shedoperatingunit operatingunitfermentation chimneyfurther enquiry
Category bias: ID-IllicitDistillation (98%)

Search FIR narratives

2026/0028/741ID-IllicitDistillationvillage_stillSPR Nellore2026-12-28331 ltr · ₹35kinvestigation
Acting on credible information, raid was conducted at Markapur village in SPR Nellore district. Discovered an illicit distillation unit operating in a thatched shed behind the residence. Seized 130 litres of unfermented wash, 13 kg of jaggery and approximately 48 kg of molasses kept for fermentation. The chimney structure had been concealed under coconut fronds. 1 persons taken into custody for further enquiry.
2026/0032/500DPLpermit_violationGuntur2026-12-2794 ltr · ₹35kinvestigation
Inspection conducted at retail outlet ES Guntur 01 Liquors in Guntur based on routine compliance schedule. Found 62 litres of duty-paid liquor in excess of permitted stock with discrepancies in maintenance of stock register. Show-cause notice issued; case registered under permit violation provisions.
2026/0066/601DPLpermit_violationPrakasam2026-12-26297 ltr · ₹117kinvestigation
Inspection conducted at retail outlet ES Prakasam 08 Bar in Prakasam based on routine compliance schedule. Found 393 litres of duty-paid liquor in excess of permitted stock with discrepancies in maintenance of stock register. Show-cause notice issued; case registered under permit violation provisions.
2026/0177/486DPLpermit_violationNandyal2026-12-26484 ltr · ₹156kinvestigation
Inspection conducted at retail outlet ES Nandyal 06 Wines in Nandyal based on routine compliance schedule. Found 413 litres of duty-paid liquor in excess of permitted stock with discrepancies in maintenance of stock register. Show-cause notice issued; case registered under permit violation provisions.
2026/0053/214NDPLgodown_hoardingNTR2026-12-26333 ltr · ₹86kinvestigation
Surveillance led to the identification of a clandestine storage at Ramachandrapuram. Search yielded 409 litres of liquor without valid permit documentation, stored in a private godown attached to a residential property. Two persons arrested. Investigation continues to identify the supply chain.
2026/0152/148ID-IllicitDistillationrepeat_premisesKonaseema2026-12-2693 ltr · ₹10kinvestigation
Conducted enforcement raid at Tadipatri based on prior intelligence. The premises had been raided once earlier in 2021. Discovered fresh evidence of distillation. Seized 388 litres of ID liquor, three plastic drums and one fermentation vessel. Habitual offender — case registered for repeat violation.
2026/0166/436NDPLtransit_corridorKurnool2026-12-25317 ltr · ₹87kinvestigation
While checking inter-state movement at NH65 Aswaraopet, vehicle bearing registration AP13 CV 8339 was intercepted. The driver could not produce valid permits. On search, 278 litres of non-duty-paid liquor in 54 cartons recovered. Vehicle and consignment seized. Driver and conductor taken into custody.
2026/0121/472ID-IllicitDistillationrepeat_premisesKrishna2026-12-25426 ltr · ₹48kinvestigation
Conducted enforcement raid at Renigunta based on prior intelligence. The premises had been raided once earlier in 2020. Discovered fresh evidence of distillation. Seized 260 litres of ID liquor, three plastic drums and one fermentation vessel. Habitual offender — case registered for repeat violation.
2026/0155/563ID-IllicitDistillationrepeat_premisesKonaseema2026-12-22278 ltr · ₹22kinvestigation
Conducted enforcement raid at Donakonda based on prior intelligence. The premises had been raided once earlier in 2019. Discovered fresh evidence of distillation. Seized 306 litres of ID liquor, three plastic drums and one fermentation vessel. Habitual offender — case registered for repeat violation.
2026/0182/817DPLpermit_violationAnnamayya2026-12-2296 ltr · ₹38kchargesheet
Inspection conducted at retail outlet ES Annamayya 04 Liquors in Annamayya based on routine compliance schedule. Found 425 litres of duty-paid liquor in excess of permitted stock with discrepancies in maintenance of stock register. Show-cause notice issued; case registered under permit violation provisions.
2026/0167/370DPLpermit_violationKurnool2026-12-22850 ltr · ₹249kchargesheet
Inspection conducted at retail outlet ES Kurnool 03 Wines in Kurnool based on routine compliance schedule. Found 275 litres of duty-paid liquor in excess of permitted stock with discrepancies in maintenance of stock register. Show-cause notice issued; case registered under permit violation provisions.
2026/0011/499DPLpermit_violationTirupati2026-12-21460 ltr · ₹86kchargesheet
Inspection conducted at retail outlet ES Tirupati 11 Bar in Tirupati based on routine compliance schedule. Found 371 litres of duty-paid liquor in excess of permitted stock with discrepancies in maintenance of stock register. Show-cause notice issued; case registered under permit violation provisions.
2026/0046/700DPLpermit_violationWest Godavari2026-12-19769 ltr · ₹328kinvestigation
Inspection conducted at retail outlet ES West Godavari 06 Liquors in West Godavari based on routine compliance schedule. Found 101 litres of duty-paid liquor in excess of permitted stock with discrepancies in maintenance of stock register. Show-cause notice issued; case registered under permit violation provisions.
2026/0002/665NDPLborder_runTirupati2026-12-19660 ltr · ₹238kinvestigation
Specific intelligence regarding cross-border smuggling movement received via wireless. Mobile patrol intercepted a lorry bearing TS09 UG 8438 near Dhone on the Odisha border. Recovered 289 litres of NDPL liquor of Officer's Choice brand. Driver attempted evasion before being apprehended. Vehicle and contraband seized.
2026/0179/702DPLpermit_violationAnnamayya2026-12-19323 ltr · ₹69kinvestigation
Inspection conducted at retail outlet ES Annamayya 01 Wines in Annamayya based on routine compliance schedule. Found 73 litres of duty-paid liquor in excess of permitted stock with discrepancies in maintenance of stock register. Show-cause notice issued; case registered under permit violation provisions.
2026/0147/995NDPLborder_runAnantapuramu2026-12-18465 ltr · ₹173kinvestigation
Specific intelligence regarding cross-border smuggling movement received via wireless. Mobile patrol intercepted a lorry bearing AP05 HH 3401 near Macherla on the Karnataka border. Recovered 358 litres of NDPL liquor of McDowell brand. Driver attempted evasion before being apprehended. Vehicle and contraband seized.
2026/0041/383DPLpermit_violationWest Godavari2026-12-18238 ltr · ₹69kinvestigation
Inspection conducted at retail outlet ES West Godavari 01 Bar in West Godavari based on routine compliance schedule. Found 414 litres of duty-paid liquor in excess of permitted stock with discrepancies in maintenance of stock register. Show-cause notice issued; case registered under permit violation provisions.
2026/0120/369ID-IllicitDistillationvillage_stillKrishna2026-12-18591 ltr · ₹60kchargesheet
Acting on credible information, raid was conducted at Piduguralla village in Krishna district. Discovered an illicit distillation unit operating in a thatched shed behind the residence. Seized 356 litres of unfermented wash, 69 kg of jaggery and approximately 43 kg of molasses kept for fermentation. The chimney structure had been concealed under coconut fronds. 3 persons taken into custody for further enquiry.
2026/0099/423DPLpermit_violationPalnadu2026-12-17570 ltr · ₹165kinvestigation
Inspection conducted at retail outlet ES Palnadu 06 Wines in Palnadu based on routine compliance schedule. Found 350 litres of duty-paid liquor in excess of permitted stock with discrepancies in maintenance of stock register. Show-cause notice issued; case registered under permit violation provisions.
2026/0066/383DPLpermit_violationPrakasam2026-12-16191 ltr · ₹47kinvestigation
Inspection conducted at retail outlet ES Prakasam 08 Bar in Prakasam based on routine compliance schedule. Found 174 litres of duty-paid liquor in excess of permitted stock with discrepancies in maintenance of stock register. Show-cause notice issued; case registered under permit violation provisions.
2026/0099/800DPLpermit_violationPalnadu2026-12-1661 ltr · ₹17kchargesheet
Inspection conducted at retail outlet ES Palnadu 06 Wines in Palnadu based on routine compliance schedule. Found 96 litres of duty-paid liquor in excess of permitted stock with discrepancies in maintenance of stock register. Show-cause notice issued; case registered under permit violation provisions.
2026/0094/653ID-IllicitDistillationvillage_stillPalnadu2026-12-15397 ltr · ₹23kinvestigation
Acting on credible information, raid was conducted at Vinukonda village in Palnadu district. Discovered an illicit distillation unit operating in a thatched shed behind the residence. Seized 354 litres of unfermented wash, 28 kg of jaggery and approximately 186 kg of molasses kept for fermentation. The chimney structure had been concealed under coconut fronds. 4 persons taken into custody for further enquiry.
2026/0072/415DPLpermit_violationVizianagaram2026-12-13655 ltr · ₹198kinvestigation
Inspection conducted at retail outlet ES Vizianagaram 05 Wines in Vizianagaram based on routine compliance schedule. Found 291 litres of duty-paid liquor in excess of permitted stock with discrepancies in maintenance of stock register. Show-cause notice issued; case registered under permit violation provisions.
2026/0135/103ID-IllicitDistillationrepeat_premisesAnakapalli2026-12-12463 ltr · ₹40kinvestigation
Conducted enforcement raid at Kanigiri based on prior intelligence. The premises had been raided once earlier in 2023. Discovered fresh evidence of distillation. Seized 345 litres of ID liquor, three plastic drums and one fermentation vessel. Habitual offender — case registered for repeat violation.
2026/0180/703ID-IllicitDistillationvillage_stillAnnamayya2026-12-11258 ltr · ₹16kinvestigation
Acting on credible information, raid was conducted at Kandukur village in Annamayya district. Discovered an illicit distillation unit operating in a thatched shed behind the residence. Seized 207 litres of unfermented wash, 72 kg of jaggery and approximately 57 kg of molasses kept for fermentation. The chimney structure had been concealed under coconut fronds. 4 persons taken into custody for further enquiry.
2026/0122/795DPLpermit_violationKrishna2026-12-11541 ltr · ₹137kinvestigation
Inspection conducted at retail outlet ES Krishna 05 Liquors in Krishna based on routine compliance schedule. Found 73 litres of duty-paid liquor in excess of permitted stock with discrepancies in maintenance of stock register. Show-cause notice issued; case registered under permit violation provisions.
2026/0190/936DPLpermit_violationChittoor2026-12-10122 ltr · ₹39kchargesheet
Inspection conducted at retail outlet ES Chittoor 05 Wines in Chittoor based on routine compliance schedule. Found 160 litres of duty-paid liquor in excess of permitted stock with discrepancies in maintenance of stock register. Show-cause notice issued; case registered under permit violation provisions.
2026/0117/673DPLpermit_violationEluru2026-12-10456 ltr · ₹158kinvestigation
Inspection conducted at retail outlet ES Eluru 08 Liquors in Eluru based on routine compliance schedule. Found 321 litres of duty-paid liquor in excess of permitted stock with discrepancies in maintenance of stock register. Show-cause notice issued; case registered under permit violation provisions.
2026/0103/919ID-IllicitDistillationrepeat_premisesYSR2026-12-09300 ltr · ₹20kpending
Conducted enforcement raid at Kandukur based on prior intelligence. The premises had been raided once earlier in 2020. Discovered fresh evidence of distillation. Seized 88 litres of ID liquor, three plastic drums and one fermentation vessel. Habitual offender — case registered for repeat violation.
2026/0023/416ID-IllicitDistillationvillage_stillSPR Nellore2026-12-08368 ltr · ₹32kchargesheet
Acting on credible information, raid was conducted at Kavali village in SPR Nellore district. Discovered an illicit distillation unit operating in a thatched shed behind the residence. Seized 284 litres of unfermented wash, 34 kg of jaggery and approximately 152 kg of molasses kept for fermentation. The chimney structure had been concealed under coconut fronds. 5 persons taken into custody for further enquiry.