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Initial commit of transaction classification notebooks
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@ -127,3 +127,9 @@ dmypy.json
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# Pyre type checker
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.pyre/
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# helpers
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*helpers.py
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*transactions*.jsonl
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/examples/data/transactions*
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*.DS_Store
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examples/Clustering_for_transaction_classification.ipynb
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examples/Clustering_for_transaction_classification.ipynb
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examples/Multiclass_classification_for_transactions.ipynb
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examples/Multiclass_classification_for_transactions.ipynb
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examples/data/25000_spend_dataset_current.csv
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examples/data/25000_spend_dataset_current.csv
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Date,Supplier,Description,Transaction value (£)
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21/04/2016,M & J Ballantyne Ltd,George IV Bridge Work,35098
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26/04/2016,Private Sale,Literary & Archival Items,30000
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30/04/2016,City Of Edinburgh Council,Non Domestic Rates ,40800
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09/05/2016,Computacenter Uk,Kelvin Hall,72835
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09/05/2016,John Graham Construction Ltd,Causewayside Refurbishment,64361
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09/05/2016,A McGillivray,Causewayside Refurbishment,53690
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16/05/2016,John Graham Construction Ltd,Causewayside Refurbishment,365344
|
||||
23/05/2016,Computacenter Uk,Kelvin Hall,26506
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23/05/2016,ECG Facilities Service,Facilities Management Charge,32777
|
||||
23/05/2016,ECG Facilities Service,Facilities Management Charge,32777
|
||||
30/05/2016,ALDL,ALDL Charges,32317
|
||||
10/06/2016,Wavetek Ltd,Kelvin Hall,87589
|
||||
10/06/2016,John Graham Construction Ltd,Causewayside Refurbishment,381803
|
||||
28/06/2016,ECG Facilities Service,Facilities Management Charge,32832
|
||||
30/06/2016,Glasgow City Council,Kelvin Hall,1700000
|
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11/07/2016,Wavetek Ltd,Kelvin Hall,65692
|
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11/07/2016,John Graham Construction Ltd,Causewayside Refurbishment,139845
|
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15/07/2016,Sotheby'S,Literary & Archival Items,28500
|
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18/07/2016,Christies,Literary & Archival Items,33800
|
||||
25/07/2016,A McGillivray,Causewayside Refurbishment,30113
|
||||
31/07/2016,ALDL,ALDL Charges,32317
|
||||
08/08/2016,ECG Facilities Service,Facilities Management Charge,32795
|
||||
15/08/2016,Creative Video Productions Ltd,Kelvin Hall,26866
|
||||
15/08/2016,John Graham Construction Ltd,Causewayside Refurbishment,196807
|
||||
24/08/2016,ECG Facilities Service,Facilities Management Charge,32795
|
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05/09/2016,John Graham Construction Ltd,Causewayside Refurbishment,36359
|
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12/09/2016,Flexiform,Kelvin Hall,42623
|
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12/09/2016,City Of Edinburgh Council,Non Domestic Rates ,144330
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12/09/2016,City Of Edinburgh Council,Non Domestic Rates ,49827
|
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12/09/2016,John Graham Construction Ltd,Causewayside Refurbishment,228689
|
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19/09/2016,Jisc Services Ltd Subscription Account,Literary & Archival Items,42629
|
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26/09/2016,Senator International,Kelvin Hall,35706
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26/09/2016,ECG Facilities Service,Facilities Management Charge,32795
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26/09/2016,John Graham Construction Ltd,Causewayside Refurbishment,28378
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30/09/2016,A McGillivray,Causewayside Refurbishment,44392
|
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10/10/2016,Cengage Learning (Emea )Ltd,Literary & Archival Items,86604
|
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10/10/2016,John Graham Construction Ltd,Causewayside Refurbishment,303999
|
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24/10/2016,ECG Facilities Service,Facilities Management Charge,32795
|
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24/10/2016,ALDL,ALDL Charges,32317
|
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31/10/2016,John Graham Construction Ltd,Causewayside Refurbishment,74245
|
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07/11/2016,CBRE,Kelvin Hall,83736
|
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14/11/2016,University Of Glasgow,Kelvin Hall,188682
|
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14/11/2016,John Graham Construction Ltd,Causewayside Refurbishment,362326
|
||||
08/12/2016,Sothebys,Literary & Archival Items,166000
|
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08/12/2016,Private Sale,Literary & Archival Items,87500
|
||||
08/12/2016,ECG Facilities Service,Facilities Management Charge,32795
|
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12/12/2016,John Graham Construction Ltd,Causewayside Refurbishment,385310
|
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30/12/2016,ECG Facilities Service,Facilities Management Charge,32795
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30/12/2016,John Graham Construction Ltd,Causewayside Refurbishment,253618
|
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30/12/2016,John Graham Construction Ltd,Causewayside Refurbishment,45127
|
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23/01/2017,ALDL,ALDL Charges,27730
|
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07/02/2017,ECG Facilities Service,Facilities Management Charge,32795
|
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07/02/2017,John Graham Construction Ltd,Causewayside Refurbishment,52404
|
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13/02/2017,John Graham Construction Ltd,Causewayside Refurbishment,272390
|
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27/02/2017,Cengage Learning (Emea )Ltd,Literary & Archival Items,43302
|
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27/02/2017,ECG Facilities Service,Facilities Management Charge,32795
|
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06/03/2017,Private Sale,Literary & Archival Items,72500
|
||||
06/03/2017,John Graham Construction Ltd,Causewayside Refurbishment,31781
|
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06/03/2017,John Graham Construction Ltd,Causewayside Refurbishment,198048
|
||||
27/03/2017,ECG Facilities Service,Facilities Management Charge,32795
|
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31/03/2017,NLS Foundation,Grant Payment,177500
|
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31/03/2017,Private Sale,Literary & Archival Items,3422500
|
||||
31/03/2017,Nicholson Bros(Electrical Contractors) Ltd,Causewayside Refurbishment,33666
|
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31/03/2017,John Graham Construction Ltd,Causewayside Refurbishment,222090
|
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31/03/2017,John Graham Construction Ltd,Causewayside Refurbishment,63971
|
||||
31/03/2017,XMA Scotland Ltd,IT equipment,33450
|
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31/03/2017,XMA Scotland Ltd,IT equipment,84524
|
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24/04/2017,Cengage Learning (Emea )Ltd,Literary & Archival Items,43302
|
||||
24/04/2017,Scottish Historic Buildings Trust,Lawnmarket Work,50057
|
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24/04/2017,Insight Direct (UK) Ltd,IT equipment,56768
|
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30/04/2017,Morris & Spottiswood Ltd,George IV Bridge Work,63716
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08/05/2017,Anglian Water Business,Water,26832
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15/05/2017,John Graham Construction Ltd,Causewayside Refurbishment,245381
|
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22/05/2017,ECG Facilities Service,Facilities Management Charge,33386
|
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22/05/2017,ALDL,Legal Deposit Services,27067
|
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29/05/2017,ECG Facilities Service,Facilities Management Charge,33386
|
||||
29/05/2017,John Graham Construction Ltd,Causewayside Refurbishment,74806
|
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29/05/2017,Morris & Spottiswood Ltd,George IV Bridge Work,56448
|
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31/05/2017,John Graham Construction Ltd,Causewayside Refurbishment,164691
|
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26/06/2017,ECG Facilities Service,Facilities Management Charge,33386
|
||||
26/06/2017,British Library,Legal Deposit Services,50056
|
||||
24/07/2017,John Graham Construction Ltd,Causewayside Refurbishment,27926
|
||||
24/07/2017,John Graham Construction Ltd,Causewayside Refurbishment,212690
|
||||
24/07/2017,ALDL,Legal Deposit Services,27067
|
||||
24/07/2017,AM Phillip,Vehicle Purchase,26604
|
||||
16/08/2017,ECG Facilities Service,Facilities Management Charge,33386
|
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16/08/2017,John Graham Construction Ltd,Causewayside Refurbishment,59021
|
||||
16/08/2017,John Graham Construction Ltd,Causewayside Refurbishment,136379
|
||||
16/08/2017,Ex Libris,IT equipment,76610
|
||||
23/08/2017,Culture And Sport Glasgow,Kelvin Hall,60503
|
||||
23/08/2017,XMA Scotland Ltd,Kelvin Hall,31830
|
||||
23/08/2017,ECG Facilities Service,Facilities Management Charge,33386
|
||||
31/08/2017,John Graham Construction Ltd,Causewayside Refurbishment,36313
|
||||
31/08/2017,Insight Direct (UK) Ltd,Causewayside Refurbishment,68222
|
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31/08/2017,Mark Finn Laboratory,George IV Bridge Work,53884
|
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11/09/2017,John Graham Construction Ltd,Causewayside Refurbishment,189483
|
||||
15/09/2017,City Of Edinburgh Council,Non Domestic Rates ,57662
|
||||
15/09/2017,City Of Edinburgh Council,Non Domestic Rates ,142680
|
||||
09/10/2017,Frost And Sullivan Ltd,Literary & Archival Items,28125
|
||||
09/10/2017,JISC Services Ltd ,Literary & Archival Items,43481
|
||||
23/10/2017,John Graham Construction Ltd,Causewayside Refurbishment,151659
|
||||
23/10/2017,City Building LLP,Causewayside Refurbishment,53147
|
||||
30/10/2017,ECG Facilities Service,Facilities Management Charge,35758
|
||||
30/10/2017,ECG Facilities Service,Facilities Management Charge,35758
|
||||
06/11/2017,John Graham Construction Ltd,Causewayside Refurbishment,134208
|
||||
06/11/2017,ALDL,Legal Deposit Services,27067
|
||||
27/11/2017,Maggs Bros Ltd,Literary & Archival Items,26500
|
||||
30/11/2017,Glasgow City Council,Kelvin Hall,42345
|
||||
11/12/2017,ECG Facilities Service,Facilities Management Charge,35758
|
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11/12/2017,John Graham Construction Ltd,Causewayside Refurbishment,159275
|
||||
08/01/2018,ECG Facilities Service,Facilities Management Charge,35758
|
||||
15/01/2018,Proquest Information And Learn,Literary & Archival Items,42199
|
||||
15/01/2018,John Graham Construction Ltd,Causewayside Refurbishment,123244
|
||||
29/01/2018,ECG Facilities Service,Facilities Management Charge,35758
|
||||
05/02/2018,John Graham Construction Ltd,Causewayside Refurbishment,102659
|
||||
27/02/2018,ALDL,Legal Deposit Services,27067
|
||||
07/03/2018,John Graham Construction Ltd,Causewayside Refurbishment,89559
|
||||
14/03/2018,Bernard Quaritch Ltd,Literary & Archival Items,372500
|
||||
14/03/2018,ECG Facilities Service,Facilities Management Charge,35758
|
||||
21/03/2018,Site Sealants Ltd,Causewayside Refurbishment,27747
|
||||
30/03/2018,Private Sale,Literary & Archival Items,100000
|
||||
30/03/2018,ECG Facilities Service,Facilities Management Charge,35758
|
||||
30/04/2018,ECG FACILITIES SERVICE,Causewayside IT Work,25634.7
|
||||
30/04/2018,ECG FACILITIES SERVICE,Facilities Management Charge,35757.91
|
||||
14/05/2018,GLASGOW CITY COUNCIL,Kelvin Hall,90946
|
||||
11/06/2018,ALDL,ALDL Charges,27067
|
||||
11/06/2018,JOHN GRAHAM CONSTRUCTION LTD,Causewayisde Refurbishment,127753.31
|
||||
22/06/2018,BONHAMS - LONDON,Literary & Archival Items,25025
|
||||
22/06/2018,ECG FACILITIES SERVICE,Facilities Management Charge,35757.91
|
||||
22/06/2018,EX LIBRIS,IT equipment,39000
|
||||
30/06/2018,ECG FACILITIES SERVICE,Facilities Management Charge,35757.91
|
||||
16/07/2018,EX LIBRIS,IT equipment,80057.83
|
||||
18/07/2018,ECG FACILITIES SERVICE,Facilities Management Charge,35757.91
|
||||
18/07/2018,Sotheby's,Literary & Archival Items,41600
|
||||
31/08/2018,AUTOMATED DOCUMENT SERVICES,IT equipment,84480
|
||||
31/08/2018,XMA SCOTLAND LTD,IT equipment,313000
|
||||
13/09/2018,ECG FACILITIES SERVICE,Facilities Management Charge,35757.91
|
||||
13/09/2018,CITY OF EDINBURGH COUNCIL,Non Domestic Rates,59303.2
|
||||
13/09/2018,CITY OF EDINBURGH COUNCIL,Non Domestic Rates,146740
|
||||
20/09/2018,FROST AND SULLIVAN LTD,Literary & Archival Items,28125
|
||||
20/09/2018,SJS Property Services,George IV Bridge Work,44684.2
|
||||
20/09/2018,CENGAGE LEARNING (EMEA )LTD,Literary & Archival Items,64791
|
||||
30/09/2018,ECG FACILITIES SERVICE,Facilities Management Charge,35757.91
|
||||
30/09/2018,SJS Property Services,George IV Bridge Work,51635.35
|
||||
24/10/2018,XMA SCOTLAND LTD,IT equipment,35313.48
|
||||
24/10/2018,ECG FACILITIES SERVICE,Facilities Management Charge,35757.91
|
||||
21/11/2018,EX LIBRIS,IT equipment,39000
|
||||
21/11/2018,EX LIBRIS,IT equipment,53327.09
|
||||
26/11/2018,ECG FACILITIES SERVICE,Facilities Management Charge,35757.91
|
||||
26/11/2018,SJS Property Services,George IV Bridge Work,66818.25
|
||||
11/12/2018,CALEDONIAN LIFT SERVICES LTD,Causewayside Work,47944.8
|
||||
31/12/2018,SOFTCAT,IT equipment,37064.3
|
||||
14/01/2019,m-hance,IT Work,33164.4
|
||||
14/01/2019,ECG FACILITIES SERVICE,Facilities Management Charge,35757.91
|
||||
24/01/2019,ARTHUR MCKAY BUILDING SERVICES,Causewayside Work,100235.17
|
||||
31/01/2019,ECG FACILITIES SERVICE,Causewayside Work,32517.45
|
||||
31/01/2019,ECG FACILITIES SERVICE,Facilities Management Charge,35757.91
|
||||
31/01/2019,CENGAGE LEARNING (EMEA )LTD,Literary & Archival Items,66443
|
||||
14/02/2019,Private Sale,Literary & Archival Items,50000
|
||||
27/02/2019,ECG FACILITIES SERVICE,Facilities Management Charge,35757.91
|
||||
31/03/2019,ECG FACILITIES SERVICE,Facilities Management Charge,35757.91
|
||||
31/03/2019,ECG FACILITIES SERVICE,George IV Bridge Work,37320.15
|
||||
31/03/2019,HP INC UK LTD,IT equipment,40746
|
||||
31/03/2019,INSIGHT DIRECT (UK) LTD,IT equipment,56223.35
|
||||
23/04/2019,EX LIBRIS,"IT equipment
|
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",129584.58
|
||||
30/04/2019,ECG FACILITIES SERVICE,Facilities Management Charge,36907.14
|
||||
30/04/2019,COMPUTACENTER UK,"IT equipment
|
||||
",139571.14
|
||||
13/05/2019,GLASGOW LIFE,Kelvin Hall Service Charge,120335
|
||||
04/06/2019,ECG FACILITIES SERVICE,Facilities Management Charge,36907.14
|
||||
24/06/2019,Private Sale,Literary & Archival Items,34400
|
||||
25/06/2019,ECG FACILITIES SERVICE,Facilities Management Charge,36907.14
|
||||
31/07/2019,ECG FACILITIES SERVICE,Facilities Management Charge,36907.14
|
||||
26/08/2019,MICROBOX GmbH,Digital equipment,65881.58
|
||||
27/08/2019,ECG FACILITIES SERVICE,Facilities Management Charge,36907.14
|
||||
27/08/2019,FROST AND SULLIVAN LTD,Literary & Archival Items,28687.5
|
||||
18/09/2019,CITY OF EDINBURGH COUNCIL,Annual Property Rates 2019/20 for three buildings,221467.2
|
||||
25/09/2019,LOTHIAN HEATING SERVICES LTD,Payment 1 - GB Boiler replacement ,57114.18
|
||||
25/09/2019,ECG FACILITIES SERVICE,Facilities Management Charge,34021.61
|
||||
25/09/2019,EDF Energy,Electricity,33122.06
|
||||
18/09/2019,INSTITUTE OF CONSERVATION,Bursary Recruitment and Professional Services costs for intern,26805.2
|
||||
10/10/2019,ECG FACILITIES SERVICE,"CB Bolier Replacement (1),USP Batteries,Gutter Works & Cleaning of pigeon fouling",112794
|
||||
23/10/2019,ECG FACILITIES SERVICE,"CB Bolier Replacement (2),Facilities Management Charge October 19, intumescent strips & unblocking toilets",103462.39
|
||||
23/10/2019,Private Sale,Purchase of Manuscripts,45000
|
||||
04/10/2019,ECG FACILITIES SERVICE,Facilities Management Charge September 19,44288.57
|
||||
10/10/2019,GLASGOW LIFE,Service Charges Kelvin Hall,39100.16
|
||||
15/10/2019,EDF ENERGY,Electricity,26805.74
|
||||
04/10/2019,JISC SERVICES LTD SUBSCRIPTION ACCOUNT,Annual Subscription,25731
|
||||
23/10/2019,ALDL,Oct19-Dec19 charge from Agency for Legal Deposit Libraries,25155.6
|
||||
27/11/2019,ECG FACILITIES SERVICE,"Paymnet for 31 invoices including Facilities Managemenr Charge Nov 19, Lift Repairs, replacement refrigerant gas detection system & data cabling and install of WIFI devices",104526.09
|
||||
05/11/2019,LOTHIAN HEATING SERVICES LTD,GB Bolier Replacement - application 2,45728.9
|
||||
27/11/2019,GLASGOW LIFE,Service Charges Kelvin Hall 01/07/19-30/09/19,41541.47
|
||||
19/11/2019,EDF ENERGY,Electricity Oct 2019 3 buildings,26660.9
|
||||
10/12/2019,PRIVATE SALE,Collection of papers of an individual,125000
|
||||
06/12/2019,PROQUEST,Purchase of 9 subscriptions 01/11/19-31/10/20,61638
|
||||
18/12/2019,ECG,"Payment of 19 separate invoice including for service of chiller, re-route return pipes, data cabling and install of WifI devices, sprinkler work",44556.15
|
||||
22/01/2020,ECG,"Payment of 28 separate invoices including for supply and fit aluminium screen, upgrade boilerhouse electrical panels,CCTV components, pump casting & lift repairs",89297.94
|
||||
09/01/2020,ECG,Payment of 18 separate invoices including for December facilities services and boiler replacement CB,78585.73
|
||||
14/01/2020,LM Information Delivery UK LTD,Payment of 18 separate invoice for Online/Print subscriptions Jan 20-Dec 20,27822.54
|
||||
14/01/2020,EDF,Electricity,25172.34
|
||||
14/01/2020,ALDL,Jan20-Mar 20 charge from Agency for Legal Deposit Libraries,25155.6
|
||||
06/02/2020,XMA Scotland,Scality Ring Maintenance,68464.62
|
||||
06/02/2020,Trustmarque,Miscrosoft Software Licenses,38069.66
|
||||
11/02/2020,Studio MB,Concept Design Semi-Permanent Exhibtion,27000
|
||||
11/02/2020,EDF,Electricity,25484.03
|
||||
06/03/2020,British Library,Governance and Management Costs,27766.6
|
||||
10/03/2020,Proquest,Subscriptions,50309.81
|
||||
10/03/2020,ECG,Two months maintance contracts,80041.02
|
||||
17/03/2020,BSI,Subscription,30951.6
|
||||
17/03/2020,Glasgow Life,Kelvin Hall Service Charges,55857.04
|
||||
17/03/2020,Private Collection,Collection of literary papers,60000
|
||||
20/03/2020,EDF,Electricity,25829.65
|
||||
20/03/2020,ECG,This payment covers 16 invoices including upgrade to boiler control panel & remedial works following 5 year test,32025.98
|
||||
06/04/2020,Gardiner and Theobald,GB Feasibility Study,49508
|
||||
06/04/2020,ECG,This payment covers 8 invocies including monthly facilities management fees & site inspection fees,51822.68
|
||||
23/04/2020,OCLC UK,Cataloging and Metadata subscription,26251.2
|
||||
23/04/2020,John Graham,Stonework Retention Payment,25104.56
|
||||
23/04/2020,EDF,Electricity,25025.89
|
||||
23/04/2020,Studio MB,Exhibition design,63000
|
||||
23/04/2020,ECG,"This payment covers 5 invocies including monthly facilities management fees, software and hardware maintenance & Lighting Upgrades",65200.11
|
||||
14/05/2020,GARDINER AND THEOBALD LLP,GB Feasibility Study,26291.48
|
||||
14/05/2020,HP INC UK LTD,IT equipment purchase,30640.32
|
||||
14/05/2020,XMA SCOTLAND LTD,Purchase of IT equipment and renewal of maintenance agreement. This payment covers 2 invoices,139167.6
|
||||
14/05/2020,CENGAGE LEARNING EMEA LTD,Annual hosting fee,28800
|
||||
21/05/2020,ECG FACILITIES SERVICE,CB Boiler replacement plus monthly maintenance fee. This payment covers 2 invoices,47899.83
|
||||
29/05/2020,EDF ENERGY,Electricity for April in Causewayside and George IV Bridge buildings. This payment covers 2 invoices.,30175.09
|
||||
29/05/2020,SOFTCAT,Software Licence,42866.5
|
||||
09/06/2020,Ex Libris,Annual subsriptions. This payment covers 2 invoices.,189036.11
|
||||
09/06/2020,Glasgow Life,Service Charges,49509.2
|
||||
09/06/2020,XMA Scotland Ltd,IT equipment,25371.84
|
||||
18/06/2020,JISC SERVICES LTD SUBSCRIPTION ACCOUNT,Annual subscription,25896
|
||||
25/06/2020,ECG FACILITIES SERVICE,Facility Management fees,49000
|
||||
25/06/2020,GARDINER AND THEOBALD LLP,GB Feasibility Study,26291.48
|
||||
25/06/2020,THE LEARNING POOL,E-Learning Resources,25344
|
||||
07/07/2020,Agency for the Legal Deposit Libraries,Agency services,26007.95
|
||||
07/07/2020,Lyon and Turnball,Various collection items,54094
|
||||
09/07/2020,XMA Scotland Ltd,Computer equipment,33327
|
||||
14/07/2020,EDF Energy,Utilities,25768.85
|
||||
23/07/2020,Computer Centre UK Ltd,Computer equipment,27750.79
|
||||
23/07/2020,ECG Facility Services,Facility Management fees,49000
|
||||
23/07/2020,GARDINER AND THEOBALD LLP,GB Feasibility Study,26291.48
|
||||
13/08/2020,EDF Energy,Utilities. This transaction is made up of 3 invoices.,26688.27
|
||||
13/08/2020,Frost & Sullivan Ltd,Annual subscription,34425
|
||||
27/08/2020,Agency for Legal Deposit Libaries,Agency services,26007.95
|
||||
27/08/2020,ECG Facilities Services,Facility Management fees,49000
|
||||
27/08/2020,Gardiner and Theobald LLP,GB Feasibility Study,26291.48
|
||||
17/09/2020,EDF Energy,This payment covers 3 invoices for utility services,34283.03
|
||||
17/09/2020,JISC Services Ltd,Subscription,26179.72
|
||||
17/09/2020,XMA Scotland Ltd,IT equipment,26533.92
|
||||
24/09/2020,ECG Facilities Services,Facility Management fees,55450.58
|
||||
24/09/2020,Glasgow Life,Service charges,25211.17
|
||||
08/10/2020,EDF Energy,This payment covers 5 invoices for utility services,27625.53
|
||||
08/10/2020,ALDL,Agency services,26007.95
|
||||
08/10/2020,Institute of Conservation,This payment covers 2 invoices for student bursary costs,31654
|
||||
08/10/2020,Studio MB,Exhibition build works,36000
|
||||
22/10/2020,ECG Facilities,This payment covers 11 invoices for facility Management fees,55672.9
|
||||
22/10/2020,Glasgow City Council,Capital works,34802.4
|
||||
19/11/2020,DTEK DIGITAL SOLUTIONS LTD,Computer equipment,39348
|
||||
19/11/2020,ECG FACILITIES SERVICE,This payment covers multiple invoices for facility Management fees,31888.51
|
||||
19/11/2020,GLASGOW LIFE,Builidng service charges,47690.16
|
||||
26/11/2020,ECG FACILITIES SERVICE,This payment covers multiple invoices for facility Management fees,55299.92
|
||||
26/11/2020,LEE BOYD LIMITED,This payment covers 7 invoices for project management fees,26440.98
|
||||
03/12/2020,PROQUEST INFORMATION AND LEARN,This payment covers multiple invoices for collection items,50232.54
|
||||
10/12/2020,STUDIO MB,This payment covers 2 invoices for exhibition services and equipment,55902
|
||||
17/12/2020,ECG FACILITIES SERVICE,Facility Management Fees,49000
|
||||
17/12/2020,LEE BOYD LIMITED,This payment covers multiple invoices for project management fees,28922.8
|
||||
07/01/2021,ECG FACILITIES SERVICE,This payment covers multiple invoices for facility management fees,39150.26
|
||||
14/01/2021,EDF ENERGY,This payment covers multiple invoices for electricity,28711.17
|
||||
14/01/2021,ALDL,Legal deposit services,26007.95
|
||||
14/01/2021,EXCHANGE COMMUNICATIONS INSTALLATIONS LTD,Telecom services,31878
|
||||
21/01/2021,ECG FACILITIES SERVICE,This payment covers multiple invoices for facility management fees,28797.1
|
||||
28/01/2021,ECG FACILITIES SERVICE,This payment covers multiple invoices for facility management fees,54875.74
|
||||
04/02/2021,PROQUEST INFORMATION AND LEARN,One invoice for collection items,40000
|
||||
18/02/2021,ECG FACILITIES SERVICE,This payment covers multiple invoices for facility management fees,54931.68
|
||||
25/02/2021,ECG FACILITIES SERVICE,This payment covers multiple invoices for facility management fees,51283.39
|
||||
25/02/2021,HP INC UK LTD,IT Equipment,37868.04
|
||||
10/03/2021,BSI,BSOL Modular Subscription,30510
|
||||
16/03/2021,PHOENIX SOFTWARE LTD,IT Hardware plus 5 year licence,74432.04
|
||||
16/03/2021,ECG FACILITIES SERVICE,This payment covers multiple invoices for facility management fees,134758.64
|
||||
23/03/2021,ECG FACILITIES SERVICE,Maintenance Contract - March,49000
|
||||
23/03/2021,ICAM ARCHIVE SYSTEMS,Camera System - phase 1,39120
|
||||
25/03/2021,ECG FACILITIES SERVICE,This payment covers multiple invoices for facility management fees,108450.85
|
||||
31/03/2021,GLASGOW LIFE,Oct 20 to Dec 20 service charge - Kelvin Hall,54840.53
|
||||
31/03/2021,ECG FACILITIES SERVICE,Replacement Humidifer units,76751
|
||||
31/03/2021,ECG FACILITIES SERVICE,Cooling and Humidifer system upgrade,26943.84
|
||||
31/03/2021,ECG FACILITIES SERVICE,Installation of CCTV,29404.62
|
||||
29/04/2021,ECG FACILITIES SERVICE,This payment covers April 21 Maintenance Contract and the installation of battery rack and batteries plus smaller maintenance invoices,71604.07
|
||||
29/04/2021,GLASGOW LIFE,Jan 21 to Mar 21 service charge - Kelvin Hall,46657.33
|
||||
20/05/2021,ECG FACILITIES SERVICE,Routine inspection and maintenance of all NLS properties,52584.2
|
||||
27/05/2021,XMA SCOTLAND LTD,2 invoices one for the replacement of obsolete hardware and the other for a new laptop,28587.59
|
||||
13/05/2021,ALDL,"Claiming, receipting and onward distribution of legal deposit on behalf of NLS",26376.68
|
||||
27/05/2021,LYON AND TURNBULL,Purchase of a manuscript,26000
|
||||
27/05/2021,ARNOLD CLARK,Purchase of an electric van,25949.5
|
||||
28/06/2021,XMA Scotland Ltd,Purchase of IT hardware for cloud and maintenance of hardware,72061.92
|
||||
08/07/2021,EX LIBRIS,Subscription April to Oct 21 cloud based library services,95045.31
|
||||
08/07/2021,ECG FACILITIES SERVICE,Maintenance contract - June 21 period,52459.25
|
||||
08/07/2021,XMA SCOTLAND LTD,IT hardware equipment,37620.86
|
||||
22/07/2021,ALDL,Quarterly invoice legal deposit materials - July to Sept 21,26400.68
|
||||
12/08/2021,ECG FACILITIES SERVICE,Maintenance contract - July 21 period,52459.25
|
||||
27/08/2021,ECG FACILITIES SERVICE,Maintenance contract - August 21 period,52459.25
|
||||
27/08/2021,ECG FACILITIES SERVICE,Water penetration works - part 2,28350
|
||||
27/08/2021,ECG FACILITIES SERVICE,Water penetration works - part 3,28350
|
||||
22/09/2021,GLASGOW LIFE,Kelvin Hall Service Charge - April to June 21,35420.45
|
||||
29/09/2021,ECG FACILITIES SERVICE,Maintenance contract - all properties,52459.25
|
||||
29/09/2021,FROST AND SULLIVAN LTD,Annual Subscription - Sept 21 to Oct 22,35147.09
|
||||
21/10/2021,ECG FACILITIES SERVICE,Maintenance contract - October,52459.25
|
||||
31/10/2021,SOFTCAT,It purchases for server,42282.72
|
||||
14/10/2021,ALDL,"Claiming, receipting and onward distribution for quarter Oct to Dec 21",26400.68
|
||||
04/11/2021,Web of Science JISC SHEDL subs ,Subscription 2021 to 2021 SHEDL,28361.78
|
||||
11/11/2021,M and J Kelman Ltd,Literary and personal papers of James Kelman,40000
|
||||
11/11/2021,John Graham Constrution Ltd,External fabric repairs - Causeway Side building,75262.75
|
||||
11/11/2021,Robert Harland,Correspondance and Literary papers - Thomas Carlyle,94000
|
||||
11/11/2021,Jisc Services Ltd,IT Subscription and router service charge,25896
|
||||
25/11/2021,ECG Facilities,Maintenance Contract - November,52459.25
|
||||
25/11/2021,Ex Libris,IT Subscription ,81729.02
|
||||
31/12/2021,ECG FACILITIES SERVICE,Electrical and mechanical works,28071.17
|
||||
16/12/2021,JAMES BRECK LTD,Re-slating of roof LB,28572.28
|
||||
23/12/2021,CENGAGE LEARNING EMEA LTD,Subscription - Historical Archive,32460
|
||||
31/12/2021,GLASGOW LIFE,Quarterly service charge KH,45541.34
|
||||
31/12/2021,ECG FACILITIES SERVICE,Maintenance Contract - December,52459.25
|
||||
16/12/2021,ECG FACILITIES SERVICE,"Electrical, mechanical and building works",82227.96
|
||||
27/01/2022,ECG FACILITIES SERVICE,January maintenance contract,52459.25
|
||||
31/01/2022,ALDL,1st January to 31st March 22 - receipting and onward distribution of UK legal deposit materials on behalf of National Library of Scotland,26388.68
|
||||
03/02/2022,ECG FACILITIES SERVICE,"Monthly maintenance contract, drainage jetting and cctv remedials, patio roofing wash",62411.69
|
||||
10/02/2022,JAMES BRECK LTD,Roof uplifting and re-slating,31890.41
|
||||
10/02/2022,LEE BOYD LIMITED,Various invoices smoke extract system and rateable value review,30552
|
||||
17/02/2022,LEE BOYD LIMITED,"Various invoices for CB smoke extract system, project work - FM maintenance framework, sprinkler system",57766.9
|
||||
24/02/2022,ECG FACILITIES SERVICE,"Carry out tanking works, supply and fit mini drive unit, balustrade repairs",27723.16
|
||||
24/02/2022,ADAM MATTHEW DIGITAL LTD,Resource - slavery abolution and social justice,37080
|
||||
10/03/2022,ECG FACILITIES SERVICE,Maintenance contract - March,52459.25
|
||||
10/03/2022,XMA SCOTLAND LTD,It equipment,61885.56
|
||||
17/03/2022,EDF ENERGY,Electricity bill for various sites,57220.55
|
||||
17/03/2022,ECG FACILITIES SERVICE,Maintenance contract - Feb plus various smaller invoices for maintenance jobs,71653.47
|
||||
17/03/2022,XMA010,IT equipment,77208.77
|
||||
17/03/2022,OXFORD UNIVERSITY PRESS,Annual subscription,28576.89
|
||||
24/03/2022,ECG FACILITIES SERVICE,Various small maintenance jobs around library sites,34055.73
|
||||
24/03/2022,GLASGOW LIFE,Kelvin Hall quarterly service charge,41637.96
|
||||
24/03/2022,LEE BOYD LIMITED,Sprinkler system project and lift refurb George IV,55234
|
||||
24/03/2022,BSI,Annual subscription,31425
|
||||
31/03/2022,ECG FACILITIES SERVICE,Various small maintenance jobs around library sites,28760.32
|
||||
31/03/2022,XMA SCOTLAND LTD,It equipment,47461.25
|
||||
31/03/2022,JAMES BRECK LTD,Roof uplift and reslating,28230.64
|
||||
31/03/2022,LEE BOYD LIMITED,Various small maintenance jobs around library sites,26396.1
|
||||
31/03/2022,UNIVERSITY OF DUNDEE,Salary costs for SCURL Scottish Universities press project,39726.44
|
||||
30/04/2022,JISC Services Ltd,Managed router service charge annual subscription 01/04/22 to 31/03/23,25896
|
||||
30/04/2022,EX Libris,Subscription Alma and Primo 01/04/22 to 31/10/22,114420.65
|
||||
11/05/2022,KENNYS BOOKSHOP&ART GALLERIES,Purchase of Smillie Archive,30000
|
||||
12/05/2022,ECG FACILITIES SERVICE,Inspection and Maintenance of all Library properties,55711.72
|
||||
19/05/2022,CAE TECHNOLOGY SERVICES LIMITED,Subscription renewal,25041.31
|
||||
19/05/2022,GLASGOW LIFE,Kelvin Hall service charge Jan to Mar 22,59084.95
|
||||
31/05/2022,ECG FACILITIES SERVICE,Fit pre-purchased humidifiers,29710.8
|
||||
31/05/2022,ECG FACILITIES SERVICE,Routine inspection and maintenance May 22,55711.72
|
||||
31/05/2022,ALDL,Legal deposit materials April to July 22,27013.18
|
||||
09/06/2022,LEE BOYD LIMITED,Architectural Works,93690
|
||||
16/06/2022,CITY OF EDINBURGH COUNCIL,Rates for 33 Salisbury Place,136240
|
||||
16/06/2022,CITY OF EDINBURGH COUNCIL,Rates 57 George IV Bridge,41920
|
||||
23/06/2022,ECG FACILITIES SERVICE,Maintenance contract - June 22,55711.72
|
||||
21/07/2022,ALDL,"Claiming,receipting and onward distribution of UK legal deposit materials July to Sept 22",27013.16
|
||||
21/07/2022,RICK GEKOSKI,Papers 1970's to 2019 Alisdair Gray,125000
|
||||
28/07/2022,SONYA LEONARD,Literary and personal papers of Tom Leonard 1961 to 2018,40000
|
|
102
examples/data/labelled_transactions.csv
Normal file
102
examples/data/labelled_transactions.csv
Normal file
@ -0,0 +1,102 @@
|
||||
Date,Supplier,Description,Transaction value (£),Classification
|
||||
15/08/2016,Creative Video Productions Ltd,Kelvin Hall,26866,Other
|
||||
29/05/2017,John Graham Construction Ltd,Causewayside Refurbishment,74806,Building Improvement
|
||||
29/05/2017,Morris & Spottiswood Ltd,George IV Bridge Work,56448,Building Improvement
|
||||
31/05/2017,John Graham Construction Ltd,Causewayside Refurbishment,164691,Building Improvement
|
||||
24/07/2017,John Graham Construction Ltd,Causewayside Refurbishment,27926,Building Improvement
|
||||
24/07/2017,John Graham Construction Ltd,Causewayside Refurbishment,212690,Building Improvement
|
||||
16/08/2017,John Graham Construction Ltd,Causewayside Refurbishment,59021,Building Improvement
|
||||
16/08/2017,John Graham Construction Ltd,Causewayside Refurbishment,136379,Building Improvement
|
||||
23/08/2017,Culture And Sport Glasgow,Kelvin Hall,60503,Building Improvement
|
||||
23/08/2017,XMA Scotland Ltd,Kelvin Hall,31830,Building Improvement
|
||||
31/08/2017,John Graham Construction Ltd,Causewayside Refurbishment,36313,Building Improvement
|
||||
31/08/2017,Insight Direct (UK) Ltd,Causewayside Refurbishment,68222,Building Improvement
|
||||
31/08/2017,Mark Finn Laboratory,George IV Bridge Work,53884,Building Improvement
|
||||
11/09/2017,John Graham Construction Ltd,Causewayside Refurbishment,189483,Building Improvement
|
||||
23/10/2017,John Graham Construction Ltd,Causewayside Refurbishment,151659,Building Improvement
|
||||
23/10/2017,City Building LLP,Causewayside Refurbishment,53147,Building Improvement
|
||||
07/02/2017,John Graham Construction Ltd,Causewayside Refurbishment,52404,Building Improvement
|
||||
13/02/2017,John Graham Construction Ltd,Causewayside Refurbishment,272390,Building Improvement
|
||||
06/03/2017,John Graham Construction Ltd,Causewayside Refurbishment,31781,Building Improvement
|
||||
06/03/2017,John Graham Construction Ltd,Causewayside Refurbishment,198048,Building Improvement
|
||||
31/03/2017,Nicholson Bros(Electrical Contractors) Ltd,Causewayside Refurbishment,33666,Building Improvement
|
||||
31/03/2017,John Graham Construction Ltd,Causewayside Refurbishment,222090,Building Improvement
|
||||
31/03/2017,John Graham Construction Ltd,Causewayside Refurbishment,63971,Building Improvement
|
||||
24/04/2017,Scottish Historic Buildings Trust,Lawnmarket Work,50057,Building Improvement
|
||||
30/04/2017,Morris & Spottiswood Ltd,George IV Bridge Work,63716,Building Improvement
|
||||
15/05/2017,John Graham Construction Ltd,Causewayside Refurbishment,245381,Building Improvement
|
||||
12/09/2016,Flexiform,Kelvin Hall,42623,Building Improvement
|
||||
12/09/2016,John Graham Construction Ltd,Causewayside Refurbishment,228689,Building Improvement
|
||||
26/09/2016,Senator International,Kelvin Hall,35706,Building Improvement
|
||||
26/09/2016,John Graham Construction Ltd,Causewayside Refurbishment,28378,Building Improvement
|
||||
30/09/2016,A McGillivray,Causewayside Refurbishment,44392,Building Improvement
|
||||
10/10/2016,John Graham Construction Ltd,Causewayside Refurbishment,303999,Building Improvement
|
||||
31/10/2016,John Graham Construction Ltd,Causewayside Refurbishment,74245,Building Improvement
|
||||
07/11/2016,CBRE,Kelvin Hall,83736,Building Improvement
|
||||
14/11/2016,University Of Glasgow,Kelvin Hall,188682,Building Improvement
|
||||
14/11/2016,John Graham Construction Ltd,Causewayside Refurbishment,362326,Building Improvement
|
||||
12/12/2016,John Graham Construction Ltd,Causewayside Refurbishment,385310,Building Improvement
|
||||
30/12/2016,John Graham Construction Ltd,Causewayside Refurbishment,253618,Building Improvement
|
||||
30/12/2016,John Graham Construction Ltd,Causewayside Refurbishment,45127,Building Improvement
|
||||
21/04/2016,M & J Ballantyne Ltd,George IV Bridge Work,35098,Building Improvement
|
||||
09/05/2016,John Graham Construction Ltd,Causewayside Refurbishment,64361,Building Improvement
|
||||
09/05/2016,A McGillivray,Causewayside Refurbishment,53690,Building Improvement
|
||||
16/05/2016,John Graham Construction Ltd,Causewayside Refurbishment,365344,Building Improvement
|
||||
10/06/2016,Wavetek Ltd,Kelvin Hall,87589,Building Improvement
|
||||
10/06/2016,John Graham Construction Ltd,Causewayside Refurbishment,381803,Building Improvement
|
||||
30/06/2016,Glasgow City Council,Kelvin Hall,1700000,Building Improvement
|
||||
11/07/2016,Wavetek Ltd,Kelvin Hall,65692,Building Improvement
|
||||
11/07/2016,John Graham Construction Ltd,Causewayside Refurbishment,139845,Building Improvement
|
||||
25/07/2016,A McGillivray,Causewayside Refurbishment,30113,Building Improvement
|
||||
15/08/2016,John Graham Construction Ltd,Causewayside Refurbishment,196807,Building Improvement
|
||||
06/11/2017,John Graham Construction Ltd,Causewayside Refurbishment,134208,Building Improvement
|
||||
31/03/2017,NLS Foundation,Grant Payment,177500,Other
|
||||
09/10/2017,Frost And Sullivan Ltd,Literary & Archival Items,28125,Literature & Archive
|
||||
09/10/2017,JISC Services Ltd ,Literary & Archival Items,43481,Literature & Archive
|
||||
27/02/2017,Cengage Learning (Emea )Ltd,Literary & Archival Items,43302,Literature & Archive
|
||||
06/03/2017,Private Sale,Literary & Archival Items,72500,Literature & Archive
|
||||
31/03/2017,Private Sale,Literary & Archival Items,3422500,Literature & Archive
|
||||
24/04/2017,Cengage Learning (Emea )Ltd,Literary & Archival Items,43302,Literature & Archive
|
||||
22/05/2017,ALDL,Legal Deposit Services,27067,Literature & Archive
|
||||
19/09/2016,Jisc Services Ltd Subscription Account,Literary & Archival Items,42629,Literature & Archive
|
||||
10/10/2016,Cengage Learning (Emea )Ltd,Literary & Archival Items,86604,Literature & Archive
|
||||
24/10/2016,ALDL,ALDL Charges,32317,Literature & Archive
|
||||
26/04/2016,Private Sale,Literary & Archival Items,30000,Literature & Archive
|
||||
30/05/2016,ALDL,ALDL Charges,32317,Literature & Archive
|
||||
15/07/2016,Sotheby'S,Literary & Archival Items,28500,Literature & Archive
|
||||
18/07/2016,Christies,Literary & Archival Items,33800,Literature & Archive
|
||||
31/07/2016,ALDL,ALDL Charges,32317,Literature & Archive
|
||||
08/12/2016,Sothebys,Literary & Archival Items,166000,Literature & Archive
|
||||
08/12/2016,Private Sale,Literary & Archival Items,87500,Literature & Archive
|
||||
26/06/2017,ECG Facilities Service,Facilities Management Charge,33386,Utility Bills
|
||||
26/06/2017,British Library,Legal Deposit Services,50056,Other
|
||||
24/07/2017,ALDL,Legal Deposit Services,27067,Other
|
||||
16/08/2017,ECG Facilities Service,Facilities Management Charge,33386,Utility Bills
|
||||
23/08/2017,ECG Facilities Service,Facilities Management Charge,33386,Utility Bills
|
||||
07/02/2017,ECG Facilities Service,Facilities Management Charge,32795,Utility Bills
|
||||
27/02/2017,ECG Facilities Service,Facilities Management Charge,32795,Utility Bills
|
||||
27/03/2017,ECG Facilities Service,Facilities Management Charge,32795,Utility Bills
|
||||
22/05/2017,ECG Facilities Service,Facilities Management Charge,33386,Utility Bills
|
||||
26/09/2016,ECG Facilities Service,Facilities Management Charge,32795,Utility Bills
|
||||
24/10/2016,ECG Facilities Service,Facilities Management Charge,32795,Utility Bills
|
||||
08/12/2016,ECG Facilities Service,Facilities Management Charge,32795,Utility Bills
|
||||
30/12/2016,ECG Facilities Service,Facilities Management Charge,32795,Utility Bills
|
||||
23/05/2016,ECG Facilities Service,Facilities Management Charge,32777,Utility Bills
|
||||
23/05/2016,ECG Facilities Service,Facilities Management Charge,32777,Utility Bills
|
||||
28/06/2016,ECG Facilities Service,Facilities Management Charge,32832,Utility Bills
|
||||
08/08/2016,ECG Facilities Service,Facilities Management Charge,32795,Utility Bills
|
||||
24/08/2016,ECG Facilities Service,Facilities Management Charge,32795,Utility Bills
|
||||
30/10/2017,ECG Facilities Service,Facilities Management Charge,35758,Utility Bills
|
||||
16/08/2017,Ex Libris,IT equipment,76610,Software/IT
|
||||
31/03/2017,XMA Scotland Ltd,IT equipment,33450,Software/IT
|
||||
31/03/2017,XMA Scotland Ltd,IT equipment,84524,Software/IT
|
||||
24/04/2017,Insight Direct (UK) Ltd,IT equipment,56768,Software/IT
|
||||
09/05/2016,Computacenter Uk,Kelvin Hall,72835,Software/IT
|
||||
23/05/2016,Computacenter Uk,Kelvin Hall,26506,Software/IT
|
||||
15/09/2017,City Of Edinburgh Council,Non Domestic Rates ,57662,Utility Bills
|
||||
15/09/2017,City Of Edinburgh Council,Non Domestic Rates ,142680,Utility Bills
|
||||
08/05/2017,Anglian Water Business,Water,26832,Utility Bills
|
||||
30/04/2016,City Of Edinburgh Council,Non Domestic Rates ,40800,Utility Bills
|
||||
12/09/2016,City Of Edinburgh Council,Non Domestic Rates ,144330,Utility Bills
|
||||
12/09/2016,City Of Edinburgh Council,Non Domestic Rates ,49827,Utility Bills
|
||||
24/07/2017,AM Phillip,Vehicle Purchase,26604,Other
|
|
Loading…
Reference in New Issue
Block a user