surveillance_spending

A DISCOVERY INDEX of surveillance and police-technology dollar figures found in local government meeting records across 130+ named vendors — NOT a table of confirmed spending, and NOT safe to SUM. An audit on 2026-07-29 found aggregate views were adding amounts that must not be added: the same procurement recurs at committee, council, approval, amendment and renewal stages; "not to exceed" figures are authorization ceilings, not payments. Use the canned query "the CONSERVATIVE total" for any number you intend to publish, and "data-quality report" to see what is flagged. Columns added for this: `amount_type` (stated / ceiling / proposed / recommended / estimated), `dup_rank` (>1 = redundant copy), `geo_suspect` (city disagrees with the source link), `anomaly` (implausible figure), `state_norm` (normalized state). Vendors covered include ALPR (Flock, Vigilant, Genetec), body cameras/tasers (Axon, WatchGuard, Utility, Getac), gunshot detection (ShotSpotter/SoundThinking), face recognition (Clearview AI, DataWorks Plus), fingerprint biometrics (Idemia AFIS/Livescan, filed separately under `sv:biometrics`), data fusion and OSINT (Fusus, Peregrine, LexisNexis Accurint, Thomson Reuters CLEAR), phone forensics (Cellebrite, GrayKey, Magnet), drones (Skydio, BRINC, DJI), cameras/VMS (Verkada, Avigilon), cell-site simulators, CAD/RMS records systems, photo enforcement, jail-call and student monitoring. Every row carries a VERBATIM quote from the minutes and a link to the source document, and a row only publishes if that quote was found character-for-character in the source text. READ THE `ledger` COLUMN: `sv:<category>:<vendor>`. `radio_infra` (two-way radios), `rms` (records/CAD software), `biometrics` (fingerprints) and `not_surveillance` are NOT surveillance sensors — exclude them before quoting any surveillance figure.

Data license: CC BY 4.0 · Data source: MyTown

77 rows where ledger = "axon" and state = "MI" sorted by amount descending

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  • axon · 77 ✖
Link rowid vendor city state spend_date product amount ▲ quote source_document mytown_record ledger amount_type dup_rank geo_suspect anomaly state_norm
10 10 Axon Detroit MI 2023-11-20 Tasers 23176198.54 To Provide Tasers and Related Accessories Piggybacking Off of MiDeal Contract No. 071B4300067. – Contractor: Axon Enterprise, Inc. https://pub-detroitmi.escribemeetings.com/FileStream.ashx?DocumentId=135609 https://mytown.theboringparts.com/city/pub-detroitmi/#m917693 axon stated 1 0 1 MI
24 24 Axon Kalamazoo County MI 2024-02-05 bundle/OSP 9712076.18 NAYS: None - Commissioner Praedel, seconded by Commissioner Decker , moved to approve a cooperative ten - year agreement with AXON Enterprises through the Sourcewell cooperative purchasing program for Body Worn Cameras, in-car cameras, Tasers, and unlimited off-site digital storage in the amount of https://kalamazoomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=3750,plainText=false) https://mytown.theboringparts.com/city/kalamazoomi/2024/#m726888 axon stated 1 0 0 MI
35 35 Axon Grand Rapids MI 2025-09-23 police equipment 7393142.0 Contract amendment with Axon Enterprises, Inc. for police equipment totaling up to $7,393,142 https://grandrapidscity.primegov.com/Public/CompiledDocument/41568 https://mytown.theboringparts.com/city/grandrapidscity/2025/#m661706 axon ceiling 1 0 0 MI
68 68 Axon Macomb County MI 2025-09-11 Tasers 4430466.0 Approve Axon Enterprise $4,430,466 Taser contract (0-0-0) https://macombcomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=21952,plainText=false) https://mytown.theboringparts.com/city/macombcomi/2025/#m740387 axon stated 1 0 0 MI
76 76 Axon Macomb County MI 2024-10-24 body cameras 3936268.05 Contract: Axon - Body Worn and In-Car Camera System ($3,936,268.05) https://macombcomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=20485,plainText=false) https://mytown.theboringparts.com/city/macombcomi/2024/#m740250 axon stated 1 0 0 MI
77 77 Axon Grand Rapids MI 2023-12-05 bundle/OSP 3920896.42 Resolution authorizing a three-year contract with Axon Enterprises, Inc. in an amount not to exceed $3,920,896.42, with two, one-year renewal options (budgeted annually) to continue to provide integrated technology solutions to the Grand Rapids Police Department https://grandrapidscity.primegov.com/Public/CompiledDocument/35856 https://mytown.theboringparts.com/city/grandrapidscity/2023/#m661341 axon ceiling 1 0 0 MI
98 98 Axon Ann Arbor MI 2026-07-06 bundle/OSP 2967419.69 Resolution to Approve a Master Services and Purchasing Agreement with Axon Enterprise, Inc. for Police Technology Consolidation, Drones, Hardware, and Software Services ($2,967,419.69) https://a2gov.legistar1.com/a2gov/meetings/2026/7/14154_M_City_Council_26-07-06_Action_Minutes.pdf https://mytown.theboringparts.com/city/a2gov/#m48 axon stated 1 1 0 MI
99 99 Axon Ann Arbor MI 2026-07-20 bundle or OSP 2966598.76 Resolution to Approve a Master Services and Purchasing Agreement with Axon Enterprise, Inc. for Police Technology Consolidation, Drones, Hardware, and Software Services (Sourcewell - $2,966,598.76) https://a2gov.legistar1.com/a2gov/meetings/2026/7/14155_M_City_Council_26-07-20_Action_Minutes.pdf https://mytown.theboringparts.com/city/a2gov/#m204975 axon stated 1 1 0 MI
112 112 Axon Bloomingdale MI 2026-02-23 body cameras 2476938.8 Purchase of body cameras and dash cameras from Axon Enterprise, Inc. https://www.villageofbloomingdale.org/AgendaCenter/ViewFile/Minutes/_02232026-1309 https://mytown.theboringparts.com/city/villageofbloomingdale.org/#m1380549 axon stated 1 0 0 MI
122 122 Axon Macomb County MI 2026-06-10 other 2282070.0 Purchase: Axon Enterprise, Inc. (formerly Carbyne) - APEX 911 Call Handling Equipment ($2,282,070) https://macombcomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=24969,plainText=false) https://mytown.theboringparts.com/city/macombcomi/#m588810 axon stated 1 0 0 MI
128 128 Axon Lenawee County MI 2025-12-09 bundle/OSP 2103829.56 Consider an initial 5-year contract with Axon at $420,765.91 per year for a total of $2,103,829.56. https://lenaweecomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=5800,plainText=false) https://mytown.theboringparts.com/city/lenaweecomi/2025/#m736831 axon stated 1 0 0 MI
210 210 Axon Detroit MI 2025-11-17 Tasers 1036692.48 To Provide TASER 10 Certification 5 Year Bundle. – Contractor: Axon Enterprise, Inc. – Location: 17800 N 85th Street, Scottsdale, AZ 85255 – Contract Period: Upon City Council Approval through October 30, 2030 – Total Contract Amount: $1,036,692.48. https://pub-detroitmi.escribemeetings.com/FileStream.ashx?DocumentId=240105 https://mytown.theboringparts.com/city/pub-detroitmi/2025/#m918213 axon stated 1 0 0 MI
219 219 Axon Kalamazoo County MI 2024-09-16 Justice/Records 999365.83 Approval of a cooperative contract with AXON Enterprises through Sourcewell Contract #101233-AXN for Police Records Management in the amount of $999,365.83. https://kalamazoomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=3467,plainText=false) https://mytown.theboringparts.com/city/kalamazoomi/2024/#m727021 axon stated 1 0 0 MI
242 242 Axon Ann Arbor MI 2021-06-21 bundle/OSP 915177.0 Resolution to Approve a Purchase Order with Axon Enterprise, Inc. for Axon Taser and Body Worn Camera Upgrades and Related Five-Year Addendum ($915,177 Total) https://a2gov.legistar1.com/a2gov/meetings/2021/6/11046_M_City_Council_21-06-21_Meeting_Minutes.pdf https://mytown.theboringparts.com/city/a2gov/2021/#m225851 axon stated 1 1 0 MI
266 266 Axon Macomb County MI 2026-05-13 body cameras 787253.61 Axon Enterprise Inc. - Sheriff In-Car & Body Camera System ($787,253.61) https://macombcomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=24933,plainText=false) https://mytown.theboringparts.com/city/macombcomi/#m588792 axon stated 1 0 0 MI
280 280 Axon Birmingham MI 2024-10-07 bundle/OSP 727621.8 Resolution to approve an agreement with Axon Enterprises for the purchase of 11 in -car camera systems, 35 body cameras, and 35 Tasers on a five-year contract for $727,621.80, funded in the first year from account 101.0 -301.000-971 https://birminghammi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=302,plainText=false) https://mytown.theboringparts.com/city/birminghammi/2024/#m773867 axon stated 1 0 0 MI
294 294 Axon St. Clair County MI 2026-05-07 body cameras 653199.0 Forwarded recommendation to approve Axon camera system purchase for $653,199 (6-0) https://stclaircomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=2799,plainText=false) https://mytown.theboringparts.com/city/stclaircomi/#m589353 axon recommended 1 0 0 MI
364 364 Axon Lenawee County MI 2025-11-06 bundle/OSP 463000.0 there is a 10-year savings of approximately $463,000 from Axon. https://lenaweecomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=5692,plainText=false) https://mytown.theboringparts.com/city/lenaweecomi/2025/#m736810 axon estimated 1 0 0 MI
375 375 Axon Macomb County MI 2025-09-11 Tasers 444638.25 Motion to recommend Axon Taser budget amendment $444,638.25 and contract passed (0-0-0) https://macombcomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=21952,plainText=false) https://mytown.theboringparts.com/city/macombcomi/2025/#m740387 axon recommended 1 0 0 MI
387 387 Axon Lenawee County MI 2025-12-09 bundle/OSP 420765.91 act with Axon at $420,765.91 per year for a total of $2,103,829.56. https://lenaweecomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=5800,plainText=false) https://mytown.theboringparts.com/city/lenaweecomi/2025/#m736831 axon stated 1 0 0 MI
398 398 Axon Lenawee County MI 2025-11-06 bundle/OSP 400000.0 Recommended and approved 10‑year Axon contract ($400,000 annually) (motion carried) https://lenaweecomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=5692,plainText=false) https://mytown.theboringparts.com/city/lenaweecomi/2025/#m736810 axon recommended 1 0 0 MI
430 430 Axon Berrien County MI 2025-10-23 bundle/OSP 344131.88 the proposed contract from Axon Enterprise Inc. has been reviewed and approved by Corporate Counsel. https://www.berriencountymi.gov/AgendaCenter/ViewFile/Agenda/_10232025-7022 https://mytown.theboringparts.com/city/berriencountymi.gov/2025/#m1048599 axon proposed 1 0 0 MI
471 471 Axon Garden City MI 2024-06-24 bundle/OSP 277811.03 ove the purchase of a comprehensive video surveillance system City of Garden City Council Meeting Page 5 of 6 June 3, 2024 from AXON Enterprises LLC in the amount not to exceed $277,811.03 consisting of AXON body 4 cameras, FLEET 3 in car video systems, user licenses, unlimited data storage, trainin https://www.gardencitymi.org/AgendaCenter/ViewFile/Minutes/_06242024-720 https://mytown.theboringparts.com/city/gardencitymi.org/2024/#m1433983 axon ceiling 1 0 0 MI
472 472 Axon Grand Rapids MI 2025-09-23 bundle/OSP 277155.9 Resolution authorizing a contract amendment in the amount of $277,155.90 with Axon Enterprises, Inc. with one, one-year renewal option for a new total not to exceed $7,393,142 to provide 25 Officer Safety Plan 10 Plus bundles, and 10 Pro License bundles for the Grand Ra https://grandrapidscity.primegov.com/Public/CompiledDocument/41568 https://mytown.theboringparts.com/city/grandrapidscity/2025/#m661706 axon ceiling 1 0 0 MI
487 487 Axon East Lansing MI 2025-06-03 bundle/OSP 262503.95 Consideration of a new contract with Axon Enterprise, Inc. to consolidate and replace three separate existing Axon contracts (Fleet/BWC, TASER, Interview room), for the amount of $262,503.95 per year for 10 years, and authorize https://cityofeastlansing.civicweb.net/document/406449/Regular%20Council%20-%2003%20Jun%202025.pdf?handle=9706293862BC4DCBADE28AF63BAAE613 https://mytown.theboringparts.com/city/cityofeastlansing/2025/#m532330 axon stated 1 0 0 MI
524 524 Axon Fenton MI 2023-12-11 bundle/OSP 225176.93 A motion was made by Sage and supported by McDermott to approve the purchase of sixteen (16) AXON Tasers and Body Cameras and six (6) AXON In-Car Cameras for a cost of $225,176.93. https://www.cityoffenton.org/AgendaCenter/ViewFile/Minutes/_12112023-514 https://mytown.theboringparts.com/city/cityoffenton.org/#m1409960 axon stated 1 0 0 MI
543 543 Axon Lenawee County MI 2025-11-06 other 200000.0 Discussion continued regarding the effects of the overall 2026 budget, with the additional $200,000 for this Axon Contract; https://lenaweecomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=5692,plainText=false) https://mytown.theboringparts.com/city/lenaweecomi/2025/#m736810 axon stated 1 0 0 MI
586 586 Axon Allen Park MI 2026-06-09 Tasers 164990.2 Resolution to waive the city bid process (APCO 2-824 — (4) as there is no economic advantage and approve the purchase of Axon Taser System w/ all listed accessories and certification plan at a cost of $164,990.20 from Capital acct. #401-000-985-002 FY 26/27 Capital Budget https://cityofallenpark.org/Documents/Agenda%20&%20Minutes/City%20Council/2026/Packet/Council%20Packet%20for%206.9.26.pdf https://mytown.theboringparts.com/city/rz-cityofallenpark.org/#m839755 axon stated 1 0 0 MI
599 599 Axon Ypsilanti MI 2024-06-18 Tasers 157668.0 Resolution No. 2024-142 approving the purchase of thirty-one (31) Axon 7 Tasers from Axon Enterprise, Inc. for the Police Department in the total amount of $157,668 to be dispersed over the next 60 months to come from the Capital Equipment account #414-7-937 https://www.cityofypsilanti.com/AgendaCenter/ViewFile/Agenda/_06182024-2184 https://mytown.theboringparts.com/city/cityofypsilanti.com/2024/#m1259092 axon stated 1 0 0 MI
604 604 Axon Saginaw County MI 2025-07-14 Tasers 155490.0 Approve the purchase with Axon Enterprises, Inc., a sole source, for $31,098 for FY 2026 and pending budget approval, for $31,098 annually for FY 2027 through FY 2030, for a total of $155,490, for 25 Taser 7 Conducted https://saginawmi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=1084,plainText=false) https://mytown.theboringparts.com/city/saginawmi/2025/#m746400 axon stated 1 0 0 MI
664 664 Axon Monroe MI 2025-04-07 bundle/OSP 131819.31 Council reviews large Axon camera and taser purchase of $131,819.31. https://monroecitymi.iqm2.com/Citizens/FileOpen.aspx?Type=12&ID=2983&Inline=True https://mytown.theboringparts.com/city/iq-monroecitymi/2025/#m874486 axon stated 1 0 0 MI
677 677 Axon Allegan MI 2025-06-23 body cameras 124872.1 Request to approve PO 25-0821 to Axon Enterprises for the purchase of 9 body cameras and 4 in car cameras in the amount of $124,872.10. https://www.cityofallegan.org/06-23-2025%20Regular%20Meeting%20Minutes.pdf https://mytown.theboringparts.com/city/rz-cityofallegan.org/2025/#m839576 axon stated 1 0 0 MI
687 687 Axon Macomb County MI 2026-05-14 Fleet ALPR 119154.0 Purchase: Axon Enterprise, Inc. - Axon Fleet 3 In-Car Camera Systems ($119,154) https://macombcomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=24853,plainText=false) https://mytown.theboringparts.com/city/macombcomi/#m588794 axon stated 1 0 0 MI
699 699 Axon Hamtramck MI 2021-09-28 body cameras 116296.32 Resolution 2021-130: contract with Axon Enterprise for 30 body cameras at $116,296.32, funded by $111,146 state grant and narcotic forfeiture funds https://go.boarddocs.com/mi/cohmi/Board.nsf/BD-GetMinutes?open&id=BVPRJ56B7809 https://mytown.theboringparts.com/city/bd-mi-cohmi/2021/#m54982 axon stated 1 1 0 MI
705 705 Axon Ann Arbor MI 2022-09-19 Virtual Reality Training System 114225.0 Resolution to Approve the Second Amendment to the Master Service and Purchasing Agreement with Axon Enterprise, Inc. for the Purchase of a Virtual Reality Training System, Five-Year Quote ($114,225) https://a2gov.legistar1.com/a2gov/meetings/2022/9/11757_M_City_Council_22-09-19_Meeting_Minutes.pdf https://mytown.theboringparts.com/city/a2gov/2022/#m226268 axon stated 1 1 0 MI
710 710 Axon Trenton MI 2025-08-04 Tasers 111891.6 Approved purchase of 10 Axon tasers for $111,891.60, payable over five years (unanimous) https://www.trentonmi.org/AgendaCenter/ViewFile/Minutes/_08042025-704 https://mytown.theboringparts.com/city/trentonmi.org/2025/#m1365100 axon stated 1 0 0 MI
788 788 Axon Berrien County MI 2026-02-19 body cameras 91668.4 Taser International (Axon): $91,668.40 for body camera basic license bundle https://www.berriencountymi.gov/AgendaCenter/ViewFile/Agenda/_02192026-7224 https://mytown.theboringparts.com/city/berriencountymi.gov/#m1046329 axon stated 1 0 0 MI
806 806 Axon Macomb County MI 2026-07-23 Evidence.com 86784.67 Axon - SaaS Prosecuting Attorney - $86,784.67 https://macombcomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=25069,plainText=false) https://mytown.theboringparts.com/city/macombcomi/#m588830 axon stated 1 0 0 MI
825 825 Axon Charlotte MI 2025-08-11 bundle/OSP 80000.0 Approved AXON cooperative purchasing contract renewal (10‑year, $80,000) – Yea 7, Nay 0 https://charlottemi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=1349,plainText=false) https://mytown.theboringparts.com/city/charlottemi/2025/#m822303 axon stated 1 0 0 MI
834 834 Axon Westland MI 2024-07-01 body cameras 78081.87 Services and Purchasing Agreement regarding Police Body and Vehicle Camera Equipment. (from Dawley; Administration recommends Axon Enterprises, sole provider for this service; amount for 43 months not to exceed $78,081.87) https://www.cityofwestland.com/AgendaCenter/ViewFile/Minutes/_07012024-824 https://mytown.theboringparts.com/city/cityofwestland.com/2024/#m1305004 axon ceiling 1 0 0 MI
868 868 Axon Ann Arbor MI 2021-01-04 Fleet ALPR 69848.0 Resolution to Approve a Purchase Order with Axon Enterprise, Inc for FY21 In-Car Equipment Project Fund ($69,848.00 in FY21) for Axon Fleet Dashboard Cameras, Evidence.com Cloud Storage and Wi-Fi Offload Hardware Used in all Police Pat https://a2gov.legistar1.com/a2gov/meetings/2021/1/10824_M_City_Council_21-01-04_Meeting_Minutes.pdf https://mytown.theboringparts.com/city/a2gov/2021/#m225663 axon stated 1 1 0 MI
875 875 Axon Macomb County MI 2023-11-09 Evidence.com 68334.4 Axon - Cloud SaaS Digital Evidence Management for the Prosecutor's Office ($68,334.40) https://macombcomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=18863,plainText=false) https://mytown.theboringparts.com/city/macombcomi/2023/#m740090 axon stated 1 0 0 MI
877 877 Axon Macomb County MI 2021-12-08 Evidence.com 67934.4 Contract: Axon Enterprise, Inc. - Prosecutor's Office Digital Evidence Management Solution ($67,934.40) https://macombcomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=14818,plainText=false) https://mytown.theboringparts.com/city/macombcomi/2021/#m739797 axon stated 1 0 0 MI
881 881 Axon Westland MI 2024-07-01 Fleet ALPR 67100.0 Approval of Bid of Axon Enterprises to activate the Automated License Plate Readers (ALPR) function on the existing Master Services and Purchasing Agreement regarding Police Body and Vehicle Camera Equipment https://www.cityofwestland.com/AgendaCenter/ViewFile/Minutes/_07012024-824 https://mytown.theboringparts.com/city/cityofwestland.com/2024/#m1305004 axon stated 1 0 0 MI
894 894 Axon Monroe County MI 2023-12-19 body cameras 64000.0 ity for a Risk Avoidance Program (RAP) grant in the amount of $64,000 to partially fund the cost of one hundred and sixty (160) Axon Enterprise body-worn cameras. https://monroecomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=276,plainText=false) https://mytown.theboringparts.com/city/monroecomi/2023/#m763741 axon stated 1 0 0 MI
895 895 Axon St. Clair County MI 2024-05-16 Tasers 63697.0 approve the purchase of tasers for the Courthouse Bailiffs from Axon in the amount of $63,697 over a 5-year period. https://stclaircomi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=2191,plainText=false) https://mytown.theboringparts.com/city/stclaircomi/2024/#m802164 axon stated 1 0 0 MI
927 927 Axon Monroe MI 2024-12-16 other 56832.4 Move to authorize the Public Safety Department to enter into an agreement with Axon to purchase Axon Virtual Reality (VR) training equipment & software in the amount of $56,832.40. https://monroecitymi.iqm2.com/Citizens/FileOpen.aspx?Type=12&ID=2952&Inline=True https://mytown.theboringparts.com/city/iq-monroecitymi/2024/#m874450 axon stated 1 0 0 MI
936 936 Axon Bridgman MI 2024-07-08 body cameras 54524.62 Consideration of approving purchase of In-Car Video Systems and Body-Warn Cameras from Axon Enterprise, Inc. in the amount of $54,524.62 over 5 years. https://www.bridgman.org/AgendaCenter/ViewFile/Minutes/_07082024-419 https://mytown.theboringparts.com/city/bridgman.org/2024/#m1566269 axon stated 1 0 0 MI
966 966 Axon Charlotte MI 2024-07-29 body cameras 50000.0 Police Axon Contract $50,000 https://charlottemi.api.civicclerk.com/v1/Meetings/GetMeetingFileStream(fileId=1163,plainText=false) https://mytown.theboringparts.com/city/charlottemi/2024/#m822265 axon stated 1 0 0 MI
996 996 Axon East Lansing MI 2024-01-23 body cameras 44522.4 Approve contract with Axon Enterprise, Inc. to replace camera system in Police Department Interview Room in the amount of $44,522.40 https://cityofeastlansing.civicweb.net/document/372181/Regular%20Council%20-%2023%20Jan%202024.pdf?handle=6E9A0A41DC4E44CAB5CF61A775FEFA7F https://mytown.theboringparts.com/city/cityofeastlansing/2024/#m532755 axon stated 1 0 0 MI

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CREATE TABLE surveillance_spending (
  vendor TEXT, city TEXT, state TEXT, spend_date TEXT, product TEXT,
  amount REAL, quote TEXT, source_document TEXT, mytown_record TEXT, ledger TEXT, amount_type TEXT, dup_rank INTEGER, geo_suspect INTEGER, anomaly INTEGER, state_norm TEXT);
CREATE INDEX ix_surv_vendor ON surveillance_spending(vendor);
CREATE INDEX ix_surv_state ON surveillance_spending(state);
CREATE INDEX ix_surv_amount ON surveillance_spending(amount);
CREATE INDEX ix_surv_ledger ON surveillance_spending(ledger);