Awards — who got paidApprovals — what authorized it

Spending programs

Programs

Recurring spending programs discovered in the awards data — the specific initiatives money flows through, grouped under their topic. Approved programs are confirmed categories; proposed ones are machine-generated candidates awaiting review.

Approved programs

No approved programs yet — review is in progress.

Under review

Proposed by automated discovery

These are machine-generated candidates, not confirmed spending categories. The discovery loop surfaces clusters of awards the taxonomy can't yet place — emerging funding areas, unmapped source codes, recurring title patterns. A human reviews each one before it becomes a program, gets folded into the topic crosswalk, or is rejected.

columbus_purchase_order: Invoiced

[code_cluster] n=771 sample: 2K General Company

771 awards · $10.93M stated · via discover_v0

possible topic: supplies services

[ngram_cluster] n=413 sample: Medical Equipment, Supplies, And Services

413 awards · via discover_v0

possible topic: equipment supplies

[ngram_cluster] n=386 sample: Medical Equipment, Supplies, And Services

386 awards · via discover_v0

possible topic: commodities services

[ngram_cluster] n=358 sample: Miscellaneous Commodities And Services

358 awards · via discover_v0

possible topic: miscellaneous commodities

[ngram_cluster] n=358 sample: Miscellaneous Commodities And Services

358 awards · via discover_v0

atlanta_po_line: 200.8600 - UNIFORMS, COTTON

[code_cluster] n=347 sample: DAVIS, MELISSABC2877 TSG-ATLANTA PD 150 ANNIVERSARY BADGE

347 awards · $5.74M stated · via discover_v0

indiana_idoa_public_contract: New

[code_cluster] n=323 sample: New 00000000000000053815

323 awards · $85.05M stated · via discover_v0

atlanta_po_line: CLOTHING

[code_cluster] n=274 sample: DOWD, EDWARD-EG1261-

274 awards · $4.45M stated · via discover_v0

possible topic: related services

[ngram_cluster] n=234 sample: Social and Related Services

234 awards · via discover_v0

atlanta_po_line: 615.0000 - OFFICE SUPPLIES, GENERAL

[code_cluster] n=225 sample: Glue Dots, Craft Dots, Double-Sided, 1/2", .5 Inch, 200 Dots, DIY Craft Glue Tape, Sticky Adhesive Glue Points, Liquid H

225 awards · $454.2K stated · via discover_v0

possible topic: equipment related

[ngram_cluster] n=224 sample: Food, Equipment, And Related Services

224 awards · via discover_v0

possible topic: equipment services

[ngram_cluster] n=187 sample: STATEWIDE CONTRACT FOR ELECTRIC VEHICLE CHARGING STATION EQUIPMENT AND SERVICES

187 awards · via discover_v0

nys_authority_procurement_type: Other

[code_cluster] n=178 sample: SC-1164 Inspect/Deliver Airport Cargo

178 awards · $142.95M stated · via discover_v0

possible topic: maintenance repair

[ngram_cluster] n=166 sample: Purchase, Maintenance, and Repair of Bullard Thermal Imaging Cameras

166 awards · via discover_v0

possible topic: repair equipment

[ngram_cluster] n=149 sample: Maintenance And Repair Of Equipment

149 awards · via discover_v0

possible topic: park equipment

[ngram_cluster] n=133 sample: Public Works, Park Equipment, And Construction Services

133 awards · via discover_v0

possible topic: public works

[ngram_cluster] n=133 sample: Public Works, Park Equipment, And Construction Services

133 awards · via discover_v0

possible topic: works park

[ngram_cluster] n=133 sample: Public Works, Park Equipment, And Construction Services

133 awards · via discover_v0

possible topic: equipment construction

[ngram_cluster] n=133 sample: Public Works, Park Equipment, And Construction Services

133 awards · via discover_v0

possible topic: construction services

[ngram_cluster] n=133 sample: Public Works, Park Equipment, And Construction Services

133 awards · via discover_v0

possible topic: library equipment

[ngram_cluster] n=120 sample: School And Library Equipment, Supplies, And Services

120 awards · via discover_v0

possible topic: school library

[ngram_cluster] n=120 sample: School And Library Equipment, Supplies, And Services

120 awards · via discover_v0

possible topic: related equipment

[ngram_cluster] n=119 sample: Hardware, Related Equipment, And Services

119 awards · via discover_v0

possible topic: products services

[ngram_cluster] n=118 sample: Ericsson (Cradlepoint) Reseller - Data Communications - Products and Services

118 awards · via discover_v0

possible topic: related products

[ngram_cluster] n=117 sample: Paper, Printing Equipment, And Related Products And Services

117 awards · via discover_v0

atlanta_po_line: 060.0000 - AUTOMOTIVE AND TRAILER EQUIPMENT AND PARTS

[code_cluster] n=116 sample: BID#10506; CPA#71900390; TIRE ; PN#LT21585R16; REQ#CAC019-2023-STO-00042; IRVIN CLEMONS

116 awards · $258.7K stated · via discover_v0

indiana_idoa_public_contract: Unknown

[code_cluster] n=112 sample: Unknown A337-8-CREP-T092

112 awards · $33.88M stated · via discover_v0

possible topic: printing equipment

[ngram_cluster] n=92 sample: Paper, Printing Equipment, And Related Products And Services

92 awards · via discover_v0

possible topic: paper printing

[ngram_cluster] n=92 sample: Paper, Printing Equipment, And Related Products And Services

92 awards · via discover_v0

possible topic: hardware related

[ngram_cluster] n=91 sample: Hardware, Related Equipment, And Services

91 awards · via discover_v0

possible topic: medical equipment

[ngram_cluster] n=82 sample: Medical Equipment, Supplies, And Services

82 awards · via discover_v0

possible topic: social related

[ngram_cluster] n=81 sample: Social and Related Services

81 awards · via discover_v0

possible topic: vehicles services

[ngram_cluster] n=78 sample: Automotive Products, Vehicles, And Services

78 awards · via discover_v0

possible topic: automotive products

[ngram_cluster] n=78 sample: Automotive Products, Vehicles, And Services

78 awards · via discover_v0

possible topic: products vehicles

[ngram_cluster] n=78 sample: Automotive Products, Vehicles, And Services

78 awards · via discover_v0

possible topic: communication equipment

[ngram_cluster] n=76 sample: Communication Equipment And Services

76 awards · via discover_v0

possible topic: management services

[ngram_cluster] n=72 sample: Administrative, Financial, And Management Services

72 awards · via discover_v0

possible topic: software supplies

[ngram_cluster] n=72 sample: Computers, Software, Supplies, And Services

72 awards · via discover_v0

possible topic: office supplies

[ngram_cluster] n=72 sample: BUILDING MAINT OFFICE SUPPLIES

72 awards · via discover_v0

possible topic: computers software

[ngram_cluster] n=72 sample: Computers, Software, Supplies, And Services

72 awards · via discover_v0

possible topic: administrative financial

[ngram_cluster] n=68 sample: Administrative, Financial, And Management Services

68 awards · via discover_v0

possible topic: financial management

[ngram_cluster] n=68 sample: Administrative, Financial, And Management Services

68 awards · via discover_v0

possible topic: plumbing welding

[ngram_cluster] n=68 sample: The Trades: Electrical, Engineering, Hvac, Plumbing, And Welding

68 awards · via discover_v0

possible topic: engineering hvac

[ngram_cluster] n=68 sample: The Trades: Electrical, Engineering, Hvac, Plumbing, And Welding

68 awards · via discover_v0

possible topic: electrical engineering

[ngram_cluster] n=68 sample: The Trades: Electrical, Engineering, Hvac, Plumbing, And Welding

68 awards · via discover_v0

possible topic: trades electrical

[ngram_cluster] n=68 sample: The Trades: Electrical, Engineering, Hvac, Plumbing, And Welding

68 awards · via discover_v0

possible topic: hvac plumbing

[ngram_cluster] n=68 sample: The Trades: Electrical, Engineering, Hvac, Plumbing, And Welding

68 awards · via discover_v0

possible topic: related items

[ngram_cluster] n=62 sample: Office Supplies, Related Items, And Services

62 awards · via discover_v0

possible topic: items services

[ngram_cluster] n=60 sample: Office Supplies, Related Items, And Services

60 awards · via discover_v0

possible topic: supplies related

[ngram_cluster] n=60 sample: Office Supplies, Related Items, And Services

60 awards · via discover_v0

possible topic: building equipment

[ngram_cluster] n=57 sample: Building Equipment, Supplies, And Services

57 awards · via discover_v0

possible topic: protection equipment

[ngram_cluster] n=55 sample: Safety And Protection Equipment And Related Services

55 awards · via discover_v0

possible topic: safety protection

[ngram_cluster] n=54 sample: Safety And Protection Equipment And Related Services

54 awards · via discover_v0

atlanta_po_line: 200.8500 - UNIFORMS, BLENDED FABRIC

[code_cluster] n=46 sample: 4.MARLON GREEN- GARMENT EMBROIDERY ON SIZE ON COLOR

46 awards · $522.4K stated · via discover_v0

atlanta_po_line: 928.0000 - EQUIPMENT MAINTENANCE AND REPAIR SERVICES FOR AUTOMOBILES, TRUCKS, TRAILERS, TRANSIT BUSES AND OTHER VEHICLES

[code_cluster] n=45 sample: BID# 10601-WS; CPA# 71900393; LABOR FOR 3HRS AT 134.24; EQ# 32790; WO# 1590; AREN WITTER

45 awards · $199.7K stated · via discover_v0

atlanta_po_line: OFFICE SUPPLIES

[code_cluster] n=44 sample: Day-Timer Pink Ribbon Microfiber Snap-Tab Organizer Starter Set, Notebook Size (D88125)

44 awards · $69.5K stated · via discover_v0

possible topic: clothing textiles

[ngram_cluster] n=41 sample: Clothing, Textiles, Laundry Equipment, And Supplies

41 awards · via discover_v0

possible topic: textiles laundry

[ngram_cluster] n=41 sample: Clothing, Textiles, Laundry Equipment, And Supplies

41 awards · via discover_v0

possible topic: laundry equipment

[ngram_cluster] n=41 sample: Clothing, Textiles, Laundry Equipment, And Supplies

41 awards · via discover_v0

possible topic: food equipment

[ngram_cluster] n=40 sample: Food, Equipment, And Related Services

40 awards · via discover_v0

boston_procurement_category: Procurement Contract

[code_cluster] n=40 sample: SLE - LED ARIETTA FIXTURES

40 awards · $50.86M stated · via discover_v0

transparency_document_code: PON2

[code_cluster] n=38 sample: Personal Service Contracts - Legal Contingency

38 awards · $59.90M stated · via discover_v0

columbus_purchase_order: Open Order

[code_cluster] n=37 sample: Monthly utilities for Forest Park WIC||Utilities

37 awards · $9.30M stated · via discover_v0

possible topic: laboratory equipment

[ngram_cluster] n=35 sample: Laboratory Equipment, Supplies, And Services

35 awards · via discover_v0

atlanta_po_line: 962.5940 - CATERING AND MEAL DELIVERY SERVICES

[code_cluster] n=34 sample: Jason's Deli - Tk Wrap Box

34 awards · $29.0K stated · via discover_v0

possible topic: leasing services

[ngram_cluster] n=33 sample: Rental And Leasing Services

33 awards · via discover_v0

possible topic: rental leasing

[ngram_cluster] n=33 sample: Rental And Leasing Services

33 awards · via discover_v0

atlanta_po_line: FOOD

[code_cluster] n=32 sample: The Original Donut Shop Regular Keurig Single-Serve K-Cup Pods, Medium Roast Coffee, 96 Count

32 awards · $32.7K stated · via discover_v0

possible topic: janitorial cleaning

[ngram_cluster] n=32 sample: Janitorial And Cleaning Equipment, Supplies, And Services

32 awards · via discover_v0

possible topic: cleaning equipment

[ngram_cluster] n=32 sample: Janitorial And Cleaning Equipment, Supplies, And Services

32 awards · via discover_v0

atlanta_po_line: AUTOMOTIVE SHOP PARTS, TOOLS AND SUPPLIES

[code_cluster] n=31 sample: BID#23101240113; CPA#72400052; BELT; PN#TCU35604; REQ#MTL016-2025-SOP-00409; EQ#35323; DONALL WILLIS

31 awards · $172.9K stated · via discover_v0

boston_procurement_category: Other Contract

[code_cluster] n=30 sample: Annual Software Renewal

30 awards · $5.76M stated · via discover_v0

columbus_purchase_order: Canceled

[code_cluster] n=30 sample: Repair Parts - 15% Markup IQA-DOOR-PARTS

30 awards · $360.4K stated · via discover_v0

possible topic: equipment materials

[ngram_cluster] n=29 sample: Highway Road Equipment, Materials, And Related Equipment

29 awards · via discover_v0

possible topic: road equipment

[ngram_cluster] n=29 sample: Highway Road Equipment, Materials, And Related Equipment

29 awards · via discover_v0

possible topic: highway road

[ngram_cluster] n=29 sample: Highway Road Equipment, Materials, And Related Equipment

29 awards · via discover_v0

possible topic: materials related

[ngram_cluster] n=29 sample: Highway Road Equipment, Materials, And Related Equipment

29 awards · via discover_v0

possible topic: furniture related

[ngram_cluster] n=28 sample: Furniture And Related Services

28 awards · via discover_v0

atlanta_po_line: 961.0000 - MISCELLANEOUS SERVICES, NO. 1 (NOT OTHERWISE CLASSIFIED)

[code_cluster] n=27 sample: Atrium Column Vinyl and PostcardsAirport Art: TBD Atrium Vinyl: TOP Sign - File: TBD Top Vinyl - APA Material: IJ180CV3,

27 awards · $599.2K stated · via discover_v0

possible topic: agricultural equipment

[ngram_cluster] n=27 sample: Agricultural Equipment And Related Products And Services

27 awards · via discover_v0

transparency_document_code: SC

[code_cluster] n=26 sample: Airport Development Assistance-Grant

26 awards · $5.94M stated · via discover_v0

indiana_idoa_public_contract: Amendment

[code_cluster] n=25 sample: Amendment 94-05-72-2702

25 awards · $19.24M stated · via discover_v0

transparency_document_code: PO

[code_cluster] n=25 sample: Construction Small Purchase

25 awards · $237.1K stated · via discover_v0

atlanta_po_line: 450.0000 - HARDWARE AND RELATED ITEMS

[code_cluster] n=25 sample: TK66846869T Neck Wrap, Style Neck Wrap, Garment Type Neck Wrap, Color Blue, Material PVA, Closure Type Slit, Pattern Sol

25 awards · $424.2K stated · via discover_v0

possible topic: equipment maintenance

[ngram_cluster] n=24 sample: Equipment Maintenance And Repair Services For Automobiles, Trucks, Trailers, Transit Buses And Other

24 awards · via discover_v0

atlanta_po_line: CATERING AND FOOD DELIVERY

[code_cluster] n=23 sample: climate vulnerability assessment Workshop #2

23 awards · $39.6K stated · via discover_v0

atlanta_po_line: PPE

[code_cluster] n=20 sample: Timberland PRO Men's Bridgeport Composite Safety Toe Industrial Athletic Work Shoe, Medium Brown Full Grain with Blue, 1

20 awards · $53.0K stated · via discover_v0

atlanta_po_line: 200.0000 - CLOTHING: ATHLETIC, CASUAL, DRESS, UNIFORM, WEATHER AND WORK RELATED

[code_cluster] n=19 sample: Soft Memory Foam Bean Bag Chair for Toddlers - Fits Any Nursery or Living Room

19 awards · $184.7K stated · via discover_v0

possible topic: treatment equipment

[ngram_cluster] n=19 sample: Water And Sewer Treatment Equipment, Supplies, And Services

19 awards · via discover_v0

possible topic: water sewer

[ngram_cluster] n=19 sample: Water And Sewer Treatment Equipment, Supplies, And Services

19 awards · via discover_v0

possible topic: sewer treatment

[ngram_cluster] n=19 sample: Water And Sewer Treatment Equipment, Supplies, And Services

19 awards · via discover_v0

possible topic: computer lab

[ngram_cluster] n=17 sample: Computer Lab Rental

17 awards · via discover_v0

possible topic: lab rental

[ngram_cluster] n=17 sample: Computer Lab Rental

17 awards · via discover_v0

atlanta_po_line: 918.0000 - CONSULTING SERVICES

[code_cluster] n=17 sample: Sony FE 70-200mm f/2.8 GM OSS II Lens

17 awards · $725.2K stated · via discover_v0

atlanta_po_line: 545.0000 - MACHINERY AND HARDWARE, INDUSTRIAL

[code_cluster] n=17 sample: BOLT

17 awards · $75.9K stated · via discover_v0

atlanta_po_line: HARDWARE TOOLS AND SUPPLIES

[code_cluster] n=17 sample: Citylife 22 QT Clear Plastic Storage Bins with Lids Stackable and Nestable Storage Boxes with Lids Large Plastic Storage

17 awards · $128.3K stated · via discover_v0

possible topic: furnishings related

[ngram_cluster] n=16 sample: Furnishings And Related Services

16 awards · via discover_v0

possible topic: repair services

[ngram_cluster] n=15 sample: Aircraft Maintenance and Repair Services

15 awards · via discover_v0

atlanta_po_line: JANITORIAL AND CLEANING SUPPLIES

[code_cluster] n=14 sample: Innovera Compressed Air Duster Cleaner, 10 oz Can, 6/Pack

14 awards · $126.8K stated · via discover_v0

possible topic: services mass

[ngram_cluster] n=13 sample: Transit Equipment And Related Services, Mass

13 awards · via discover_v0

possible topic: transit equipment

[ngram_cluster] n=13 sample: Transit Equipment And Related Services, Mass

13 awards · via discover_v0

atlanta_po_line: 207.0000 - COMPUTER ACCESSORIES AND SUPPLIES

[code_cluster] n=13 sample: DELLMDS19 - Dell MDS19 Dual Monitor Stand

13 awards · $366.1K stated · via discover_v0

atlanta_po_line: 390.0000 - FOODS: PERISHABLE

[code_cluster] n=13 sample: Honest Kids Organic Juice Drink Assorted Variety Pack, 6 Fl Oz, (40 Count)

13 awards · $11.5K stated · via discover_v0

atlanta_po_line: 936.0000 - EQUIPMENT MAINTENANCE AND REPAIR SERVICES FOR GENERAL EQUIPMENT

[code_cluster] n=13 sample: REPLACE GTN 750

13 awards · $391.9K stated · via discover_v0

detroit_ocp_procurement_agreement: Open

[code_cluster] n=13 sample: TOWING & RECOVERY SERVICES FOR POLICE AUTHORIZED TOWS, RFP 22PC182115, TOWING REVENUE FUNDED

13 awards · $44.64M stated · via discover_v0

possible topic: supplies general

[ngram_cluster] n=12 sample: JANITORIAL SUPPLIES GENERAL LINE

12 awards · via discover_v0

possible topic: automotive trailer

[ngram_cluster] n=12 sample: P1514 AUTOMOTIVE AND TRAILER E

12 awards · via discover_v0

atlanta_po_line: 345.3200 - FIRST AID CABINETS, KITS, AND REFILLS

[code_cluster] n=12 sample: lubricant eye drops

12 awards · $18.3K stated · via discover_v0

possible topic: crafts entertainment

[ngram_cluster] n=11 sample: Arts, Crafts, Entertainment, Theatre

11 awards · via discover_v0

atlanta_po_line: AUTOMOBILE MAINTENANCE AND REPAIR SERVICES

[code_cluster] n=11 sample: MICRO PURCHASE; WINDOW TINTING; EQ#36436; WO#5296; ROHAN MCINTOSH

11 awards · $205.9K stated · via discover_v0

atlanta_po_line: CONSULTING SERVICES

[code_cluster] n=11 sample: DOA Don's Tree Service Landscaping: Zones 1-7 &Zone 12 October 27, 2025to November 30, 2025. 1. Mowing (Regular maintena

11 awards · $97.6K stated · via discover_v0

possible topic: arts crafts

[ngram_cluster] n=11 sample: Arts, Crafts, Entertainment, Theatre

11 awards · via discover_v0

possible topic: personal products

[ngram_cluster] n=11 sample: Personal Products, Equipment, And Services

11 awards · via discover_v0

possible topic: products equipment

[ngram_cluster] n=11 sample: Personal Products, Equipment, And Services

11 awards · via discover_v0

possible topic: entertainment theatre

[ngram_cluster] n=11 sample: Arts, Crafts, Entertainment, Theatre

11 awards · via discover_v0

atlanta_po_line: 425.0000 - FURNITURE: OFFICE

[code_cluster] n=10 sample: Lystaii 200pcs Artificial Holly Berries Mini 10 mm Christmas Fake Berries with Wire Stems Artificial Berry Fake Berry St

10 awards · $195.1K stated · via discover_v0

atlanta_po_line: 907.0000 - FOR CITY COUNCIL USE ONLY

[code_cluster] n=10 sample: District 10 - Man-Power 4

10 awards · $7.0K stated · via discover_v0

atlanta_po_line: ART SUPPLIES, PICTURE FRAME, POSTERS AND EQUIPMENT

[code_cluster] n=10 sample: MAC YOUTH GOALIE GLOVE SIZE 5 Item # - MCSGLVY5

10 awards · $34.6K stated · via discover_v0

atlanta_po_line: 475.0000 - HOSPITAL, SURGICAL, AND MEDICAL RELATED ACCESSORIES AND SUNDRY ITEMS

[code_cluster] n=10 sample: Bid# 1200050, CPA# 7200061, Item# NAR300033, Combat Application Tourniquet Trainer, Blue, for EMS Section, Chief Garner,

10 awards · $111.3K stated · via discover_v0

atlanta_po_line: 805.0000 - SPORTING GOODS, ATHLETIC EQUIPMENT AND ATHLETIC FACILITY EQUIPMENT

[code_cluster] n=9 sample: CRAYOLA CRAYON

9 awards · $56.0K stated · via discover_v0

atlanta_po_line: SMALL APPLIANCES, PARTS AND SUPPLIES

[code_cluster] n=9 sample: Better Chef Basic Toaster Oven | 4-Slice | 60-Minute Timer | Slide Out Rack | Bake Tray | Broil (Red)

9 awards · $22.8K stated · via discover_v0

phila_contract_structure: Miscellaneous Order

[code_cluster] n=9 sample: newsletter production

9 awards · $122.9K stated · via discover_v0

nyc_city_record_category: Goods and Services

[code_cluster] n=9 sample: HEAD START SERVICES

9 awards · $26.67M stated · via discover_v0

atlanta_po_line: FURNITURE

[code_cluster] n=9 sample: Freight

9 awards · $191.4K stated · via discover_v0

detroit_ocp_procurement_agreement: Closed

[code_cluster] n=9 sample: Council Member Calloway to purchase marketing goods for community delivery.

9 awards · $100.8K stated · via discover_v0

possible topic: equipment accessories

[ngram_cluster] n=9 sample: DARKROOM EQUIPMENT & ACCESSORIES

9 awards · via discover_v0

atlanta_po_line: 912.0000 - CONSTRUCTION SERVICES, GENERAL

[code_cluster] n=8 sample: Traffic signal controllers and cabinets-GDOT 332 Cabinet ( Renew Atlanta-Bond/TSPLOST)

8 awards · $43.94M stated · via discover_v0

transparency_document_code: MA

[code_cluster] n=8 sample: Arch., Eng and Eng Related Services

8 awards · $84.3K stated · via discover_v0

atlanta_po_line: FOR CITY COUNCIL USE ONLY

[code_cluster] n=8 sample: P1 - Writing articles for Summer 2025 Post 1 At-Large newspaper -

8 awards · $8.6K stated · via discover_v0

atlanta_po_line: SOFTWARE LICENSES AND SUBSCRIPTIONS

[code_cluster] n=8 sample: AutoCAD - Autodesk BIM Collaborate - Subscription Renewal (annual) - 1 license Mfg # C4JM1-006024-V985

8 awards · $212.9K stated · via discover_v0

transparency_document_code: CT

[code_cluster] n=8 sample: Road Construction

8 awards · $5.19M stated · via discover_v0

possible topic: demolition services

[ngram_cluster] n=8 sample: MASTER AGREEMENT FOR DEMOLITION SERVICES

8 awards · via discover_v0

possible topic: master agreement

[ngram_cluster] n=8 sample: MASTER AGREEMENT FOR DEMOLITION SERVICES

8 awards · via discover_v0

possible topic: unit equipment

[ngram_cluster] n=8 sample: UNIT 4283 WO 76813 EQUIPMENT MAINTENANCE AUTO

8 awards · via discover_v0