metadata

base_model: sentence-transformers/paraphrase-mpnet-base-v2
library_name: setfit
metrics:
  - accuracy
pipeline_tag: text-classification
tags:
  - setfit
  - sentence-transformers
  - text-classification
  - generated_from_setfit_trainer
widget:
  - text: >-
      account statement lloyds bank write issue date:1july 2022 po
      box1000,andover 03450725555 +441733347338 fromuk fron overseas visit
      online jap roofing contractors limited www.lloydsbank.com 52 branch
      victoria 309897 orchardavenue sort code:30 98 97 account number58351663
      feltham bic loydgb21031 tw149re iban g871loyd30989758351663 business
      account jap roofing contractors limited account summary balance 01 jun
      2022 total pay 21,046.42 total pay 36,026.59 g20pv31 balance 30jun2022
      49,856.08 100000 account activity payment date type details pay pay
      balance 01jun22 06jun22 statement opening balance 21,046.41 06jun22 deb
      deb m6tollcd6114 02jun22 bpw sreakwarwickcd611402jun22 102.41 12.50
      21,033.91 06jun22 fpo ranjitsingh300000000948945420774926 10 2,000.00
      18,931.50 20,931.50 0x022fd 06jun22 deb haves fs102cd6114 03jun22
      03jun2216:28 06jn22 fpi markdivalljob j63ev4dz5gp812owgp608371 1,300.00
      115.00 18,816.50 1006jun2213:38 20,116.50 08.jun22 fpi home fix building
      reference roof cbbc2b3be82a4d70960406051008jun2216:48 1,560.00 21,676.50
      09jun22 09jun22 dep markdivallr0ofxz1j23rq48k34np9r4608371 chequedeposit
      loyd129 131high fpi 3,200.00 1,500.00 24,876.50 26,376.50 10jun22 10jun22
      fpo dd hmrcndds107257254906205437 ks roofmasterltd300000000952092340
      1,479.28 3,200.00 24,897.22 roofer2042731010jun2205:39 21,697.22 10jun22
      10jun22 deb deb alltype roofing su cd 6114 hmrcgov.uk cotaxcd6114 217.48
      2,001.20 19,478.54 21,479.74 10jun22 13jun22 deb deb west london
      buildecd6114 11jun22 hmrcvatcd6114 4,002.40 65.00 15,476.14 13jun22 deb
      westlondon builde cd6114 11jun22 1,600.00 15,411.14 13jun22 deb welccme
      8reak cd6114 12jun22 100.38 13,710.76 13,811.14 13jun22 13jun22 dd des
      selcopoolecd6114 12jun22 nestit000006458005 2,073.17 73.86 11,637.59
      13jun22 dd vwfs uk limited0000440140662876 505.78 11,563.73 13 jun22 deb
      selcobuilder war cdg114 278.37 11,057.95 14jun22 deb selcopoole cd6114
      1,061.87 10,779.58 15jun22 fpi 2,000,00 17,717.71 9,717.71 15jun22 fpo
      refund040605 1015jun221817 fixbuilding&r0c100000000948099688 300.00
      11,417.71 account activity continue overleaf loyds bankpic regstere
      ofice25 gresham steetlondonec2v 7hn.registeredin engand wal pageif6
      065.authorise prudential regulstion autharity account statement lloyds
      bank write issue date:1july 2022 po box1000,andover 03450725555
      +441733347338 fromuk fron overseas visit online jap roofing contractors
      limited www.lloydsbank.com 52 branch victoria 309897 orchardavenue sort
      code:30 98 97 account number58351663 feltham bic loydgb21031 tw149re iban
      g871loyd30989758351663 business account jap roofing contractors limited
      account summary balance 01 jun 2022 total pay 21,046.42 total pay
      36,026.59 g20pv31 balance 30jun2022 49,856.08 100000 account activity
      payment date type details pay pay balance 01jun22 06jun22 statement
      opening balance 21,046.41 06jun22 deb deb m6tollcd6114 02jun22 bpw
      sreakwarwickcd611402jun22 102.41 12.50 21,033.91 06jun22 fpo
      ranjitsingh300000000948945420774926 10 2,000.00 18,931.50 20,931.50
      0x022fd 06jun22 deb haves fs102cd6114 03jun22 03jun2216:28 06jn22 fpi
      markdivalljob j63ev4dz5gp812owgp608371 1,300.00 115.00 18,816.50
      1006jun2213:38 20,116.50 08.jun22 fpi home fix building reference roof
      cbbc2b3be82a4d70960406051008jun2216:48 1,560.00 21,676.50 09jun22 09jun22
      dep markdivallr0ofxz1j23rq48k34np9r4608371 chequedeposit loyd129 131high
      fpi 3,200.00 1,500.00 24,876.50 26,376.50 10jun22 10jun22 fpo dd
      hmrcndds107257254906205437 ks roofmasterltd300000000952092340 1,479.28
      3,200.00 24,897.22 roofer2042731010jun2205:39 21,697.22 10jun22 10jun22
      deb deb alltype roofing su cd 6114 hmrcgov.uk cotaxcd6114 217.48 2,001.20
      19,478.54 21,479.74 10jun22 13jun22 deb deb west london buildecd6114
      11jun22 hmrcvatcd6114 4,002.40 65.00 15,476.14 13jun22 deb westlondon
      builde cd6114 11jun22 1,600.00 15,411.14 13jun22 deb welccme 8reak cd6114
      12jun22 100.38 13,710.76 13,811.14 13jun22 13jun22 dd des selcopoolecd6114
      12jun22 nestit000006458005 2,073.17 73.86 11,637.59 13jun22 dd vwfs uk
      limited0000440140662876 505.78 11,563.73 13 jun22 deb selcobuilder war
      cdg114 278.37 11,057.95 14jun22 deb selcopoole cd6114 1,061.87 10,779.58
      15jun22 fpi 2,000,00 17,717.71 9,717.71 15jun22 fpo refund040605
      1015jun221817 fixbuilding&r0c100000000948099688 300.00 11,417.71 account
      activity continue overleaf loyds bankpic regstere ofice25 gresham
      steetlondonec2v 7hn.registeredin engand wal pageif6 065.authorise
      prudential regulstion autharity
  - text: >-
      2106 employee buslness expenses omb 1545 0139 form separate instruction
      1988 department treasury attach form 1040 internal revenue service x
      attachment sociai security number occupation expense incur stevens w.
      upton a91 80 l 1362 r0ustabout 1 employee business expenses column step 1
      enter expenses column 8 meals meals entertainment entertainment 1 vehicle
      expense il line 15 line 22 .. 3294 2 parking fee toll local transportation
      include train bus etc 3 trave expense away home include lodging airplane
      car rental etc include meal entertainment 3 4 business expense include
      line 1 3 include meal entertainment 5 meals entertainment expense
      instruction 6 add line 1 5 enter total expense r29 note reimburse expense
      step 1 skip line 7 13 enter line 6 line 14 step 2 figure excess
      reimbursements report income 7 reimbursements expense list step 1 employer
      report form w-2 form 1099 .. 2272 note column line 6 line 7 skip line 8 9
      57 line 10 excess reimbursement 8 subtract line 6 trom line 7 zero enter
      zero 9 add line 8 column enter total excess relmbursement reportable
      income add form 1040 line 7 .00 step 3 figure fully deductible reimbursed
      expenses 10 subtract jine 7 line 6 zero enter zero 1022 11 reimbursements
      allowance expense step 1 4 0 00 employer identify include form w-2 form
      1099 subject withhold tax note enter line 11 report income form 1040 12
      enter small line 10 line 11 0 13 add line 12 column enter total tully
      deductible .00 relmburse expense aiso enter total form 1040 line 24 13 0
      00 step 4 figure unreimbursed expense deduct schedule form 1040 14
      subtract line 12 line 10 14 0 note column line i4 zero stop 00 15 enter 20
      .20 line 14 column b 15 16 subtract line 15 trom line 14 16 1022 17 add
      line 16 column enter total enter total schedule 42 a(form 1040 line 20
      qualified performing artists handicapped employee instruction 1022
      paperwork reduction act notice instruction 42 form 2106 1988 189
  - text: >-
      schedules a&b form 1040 1988 name(s form 1040 enter social security number
      omb 1545 0074 page 2 endicott ... edgecliff m. qldham social securlty
      number a33 ... 02.558.4 schedule b --- interest dividend income 1
      attachment recelve 400 taxable interest income complete ill llst interest
      interest recelve report interest form 1040 requlre complete income iit
      recelve nominee interest actually belong person recelve pald accrue
      interest security transfer interest payment date page 27 .. instruction
      page 10 26 interest income 1 interest income seller finance mortgage
      instruction list payer 2 interest income list payer note receive form 1099
      int form 1099 oid brokerage firm list firm payer enter total interest form
      3 add line 1 2 enter total form 1040 line 8a .... receive 400 gross
      dlvidend and/or distributlon stock compiete dividend iii report taxable
      dividend form 1040 requlre compiete il income i!ii receive nominee
      dividend actually belong person page 27 instruction dividend income page l
      4 dividend income list payer -- include line capital gain distribution 27
      nontaxable distribution etc note receive form 1099 div brokerage firm list
      firm payer enter total dividend form 5 add jine 4 enter total 6 capital
      gain distribution enter line 13 schedule d. 7 nontaxable distribution
      scheduie d instruction adjustment basis 8 add line 6 7 enter total 9
      subtract line 8 line 5 enter result form 1040 line 9 lf receive capital
      gain distribution need schedule d report gain loss enter capital gain
      distribution form 1040 line 14 hii receive 400 interest dividend foreign
      account a. foreign grantor transferor forelgn trust answer question ill.
      account 10 time tax year interest signature authority tinancia foreign
      account foreign country bank account security account financial account
      trust page 27 instructions exception filing requirement form td f 90 22.1
      .. "yes enter toreign country instruction 11 grantor transferor foreign
      trust exist current tax year page 27 paperwork reduction act notlce form
      1040 instruction schedule b form 1040 1988 82
  - text: >-
      employee buslness expenses omb 1545 0139 2106 1988 separate instructions.d
      department treasuryd attach form 1040 attachment internal revenue service
      equence 54 social security number occupation expense incur ferris k. a77
      88 5746.computer pr.ogrammer scott employee business expenses column
      column 8 step 1 enter expense meals meals entertainmentd entertainment 1
      vehicle expense ii line 15 line 22 2 parking fee toll local transportation
      include train bus etc 705 27 3 travel expense away home include lodging
      airplane car rental etc include meal entertainment 4 business expense
      include line 1 3 include meal entertainment 5 meals entertainment expense
      instruction 6 add line 1 5 enter total expense 705 note reimburse expense
      step 1 skip line 7 13 enter line 6 line 14 step 2 figure excess
      reimbursements report income 7 reimbursements expense list step 1 employer
      report form w-2 form 1099 note column line 6 line 7 skip line 8 9 line 10
      excess reimbursement 8 subtract line 6 trom line 7 zero enter zero 9 add
      tine 8 column enter total excess reimbursement reportable income add thls
      form 1040 jine 7 step 3 figure fully deductible reimbursed expenses 10
      subtract line 7 line 6 zero enter zero 705 27 00 11 reimbursements
      allowance expense step 1 employer identify include form w-2 form 1099
      subject withho!ding tax 245 68 note enter line 11 report income form 1040
      12 245 00 12 enter small line 10 line 11 13 add line 12 column enter total
      fully deductible relmburse expense aiso enter total form 1040 line 24
      245.68 step 4 figure unreimbursed expense deduct schedule form 1040 00 14
      subtract line 12 line 10 note column line 14 zero stop .. 15 enter 20 .20
      line 14 column b 5 16 subtract line 15 line 14 16 459 17 add line 16
      column enter total enter total schedule form 1040 line 20 qualified
      performing artists handicapped employee instruction 17 45.9 ... 59
      paperwork reduction act notice instruction form 2106 1988 189
  - text: >-
      date type description pay pay balance automatedcredit boiuk payment acc
      gb0000000055005 ev fp 19/04/22 475.89 2,057.46 1406.ph737vhnuvc7ol7s00
      ouk020023220422 19,-04 2022 13.10.30 automated credit boiuk payment acc
      379.03 2,436.49 gb0000000055005 ev fp 19/04/22 1406.ph737vhnuvc7o7cc00
      ouk020287670422 19,-04 2022 13.41.16 automatedcredit boiuk payment acc
      gb0000000055005 ev fp 19/04/22 387.45 2,823.94 1403,ph737vhnuvc7nnep00
      ouk020118080422 19,-04 2022 13.34.06 automatedcredit kobiafcfp
      15/04/222224 800.00 3,623.94 5jm4vjmxx35kyv3k9d automatedcredit boiuk
      payment acc gb0000000055005 ev fp 19/04/22 415.48 4,039.42
      1403,ph737vhnuvc7nevw00 ouk020575770422 19,-04 2022 13.55.09
      automatedcredit boi uk payment acc gb0000000055005 ev.fp 19/04/22 354.84
      4,394.26 1402.ph737vhnuvc7n2q700 ouk02047967042219,-04 2022 13.47.41
      automatedcredit kandasamykrentfp19/04/22 1515rp4679967135496100 500.00
      4,894.26 automatedcredit kobideliveryfp17/04/22 1445 450.00 5,344.26
      z5q12kqpp6q402rj4x online transaction universal expressjoyes 400.00
      4,944.26 mobile pymt online transaction sam accountants chandrasamy ltdvia
      mobile 60.00 4,884.26 pymtfp 15/04/2210 55204126388276000n online
      transaction afc new33joyes chicken.via 340.97 4,543.29 mobile pymtfp
      16/04/2210 37022435978074000n date type description pay pay balance
      automatedcredit boiuk payment acc gb0000000055005 ev fp 19/04/22 475.89
      2,057.46 1406.ph737vhnuvc7ol7s00 ouk020023220422 19,-04 2022 13.10.30
      automated credit boiuk payment acc 379.03 2,436.49 gb0000000055005 ev fp
      19/04/22 1406.ph737vhnuvc7o7cc00 ouk020287670422 19,-04 2022 13.41.16
      automatedcredit boiuk payment acc gb0000000055005 ev fp 19/04/22 387.45
      2,823.94 1403,ph737vhnuvc7nnep00 ouk020118080422 19,-04 2022 13.34.06
      automatedcredit kobiafcfp 15/04/222224 800.00 3,623.94 5jm4vjmxx35kyv3k9d
      automatedcredit boiuk payment acc gb0000000055005 ev fp 19/04/22 415.48
      4,039.42 1403,ph737vhnuvc7nevw00 ouk020575770422 19,-04 2022 13.55.09
      automatedcredit boi uk payment acc gb0000000055005 ev.fp 19/04/22 354.84
      4,394.26 1402.ph737vhnuvc7n2q700 ouk02047967042219,-04 2022 13.47.41
      automatedcredit kandasamykrentfp19/04/22 1515rp4679967135496100 500.00
      4,894.26 automatedcredit kobideliveryfp17/04/22 1445 450.00 5,344.26
      z5q12kqpp6q402rj4x online transaction universal expressjoyes 400.00
      4,944.26 mobile pymt online transaction sam accountants chandrasamy ltdvia
      mobile 60.00 4,884.26 pymtfp 15/04/2210 55204126388276000n online
      transaction afc new33joyes chicken.via 340.97 4,543.29 mobile pymtfp
      16/04/2210 37022435978074000n
inference: true
model-index:
  - name: SetFit with sentence-transformers/paraphrase-mpnet-base-v2
    results:
      - task:
          type: text-classification
          name: Text Classification
        dataset:
          name: Unknown
          type: unknown
          split: test
        metrics:
          - type: accuracy
            value: 1
            name: Accuracy

SetFit with sentence-transformers/paraphrase-mpnet-base-v2

This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/paraphrase-mpnet-base-v2 as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.

The model has been trained using an efficient few-shot learning technique that involves:

Fine-tuning a Sentence Transformer with contrastive learning.
Training a classification head with features from the fine-tuned Sentence Transformer.

Model Details

Model Description

Model Type: SetFit
Sentence Transformer body: sentence-transformers/paraphrase-mpnet-base-v2
Classification head: a LogisticRegression instance
Maximum Sequence Length: 512 tokens
Number of Classes: 2 classes

Model Sources

Repository: SetFit on GitHub
Paper: Efficient Few-Shot Learning Without Prompts
Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts

Model Labels

Label	Examples
tax_form	'omb 1545 0074 schedule a----itemlze deduction 1988 schedules a&b schedule b back)d form 1040 attachment sequence 07 department treasury attach form 1040 instructlon schedules b form 1040 sociai sacurity numbe internal revenue service x al1 48 9126 name(s f orm 1040 snead h. hickory webster p. medical ia prescription medicine drug insulin doctor dentist dental expenses nurse hospital medical insurance premium pay etc b list include hear aid denture eyeglass net include transportation lodging etc expease reimburse 1b pay 2 add line 1a 1b enter total .. 2 3 instruction multiply form 1040 tine 32 7.5 .075 3 page 23 subtract line 3 line 2 zero enter -0- total medical dental 3251 5 taxis 5 state local income taxis 6 pay 6 real estate taxis .. 7other taxis list --- include personal property taxis 8 8 9 instruction total taxis page 23 add line 5 7 enter total note new rule apply home mortgage interest deduction interest instruction pay 9s deductible home mortgage interest pay financial 1653 34 9 institution report deductible point line 10 .. b deductible home mortgage interest pay individual person address 9b instruction 10 page 24 deductible point instruction special rule 10 11 11 deductible investment interest page 24 12a personal interest pay page 24 12a 12b b multiply line 12a 40 .40 enter result 6 13add line 9a 11 12b enter total total interest 13 14 contribution cash check ilf 3,o00 gitts organization 14 charity .15 cash check attach form 8283 500 16 15 instruction 16 carryover prior year 17 page 25 17 add line 14 16 enter total total contribution casualty 18 18 casualty theft loss(es attach form 4684 page 25 instructions theft losses 19 expense attach form 3903 3903f page 26 instructions expense unreimbursed employee expense -- job travel union job job expenses 20 education etc attach form 2106 case 20 miscellaneous instruction deduction 21 expense investment tax preparation safe deposit box etc list type page 26 21 expense 22 deduct 22 add line 20 21 enter total .. 23 multiply form 1040 line 32 2 .02 enter 23 result 24subtract line 23 line 22 enter result zero enter zero list page 26 instruction enter type 25 miscellaneous 25 deduction total itemized 26 add tine 4 8 13 17 18 19 24 25 enter total 26 4905 1 23 deduction enter form 1040 line 34 larger total standard deduction schedule form 1040 1988 81 paperwork reductlon act notice form 1040 instruction' 'omb 1545 0074 schedules a&b schedule a----itemlze deduction 1988 form 1040 schedule b department treasury attachment attach form 1040 instructlon schedules b form 1040 sequence 07 internal revenue service x sociai securlty numbe name(s form 1040 snead h. hickory al1 48 9126 webster p. medical 1a prescription medicine drug insulin doctor dentist dental expense nurse hospital medical insurance premium pay etc b list -- include hear aid denture eyeglass include transportation lodging etc expease reimburse pay 1b add line 1a 1b enter total 2 instruction muitiply form 1040 line 32 7.5 .075 3 page 23 subtract line 3 line 2 zero enter -0- total medical dental taxis 5 state local income taxis pay real estate taxis 5 7 taxis list -- include personal property taxis instruction page 23 add line 5 7 enter total rotal taxis interest note new rule apply home mortgage interest deduction pay instruction 9s deductible home mortgage interest pay financial institution report deductible point line 10 .. b deductible home rnortgage interest pay individual person address instruction 9b page 24 10 10 deductible point instruction special rule 11 deductible investment interest page 24 11 12a personal interest pay page 24 12a b multiply line 12a 40 .40 enter result 12 t 13 add line 9a 11 12b enter total total interest 14 contribution cash check lf 3.o00 gitts charity organization cash check attach form 8283 500 instruction 15 page 25 16 carryover prior year add line 14 16 enter total total contribution 17 casualty theft losses 18 casualty theft loss(es attach form 4684 page 25 instructions expense 19move expense attach form 3903 3903f page 26 instructions job expenses unreimbursed employee expense -- job travel union job 20 education etc attach form 2106 case 20 0 miscellaneous instruction un.f.orm ..... $390 deduction expense investment tax preparation safe deposit box 21 etc list type phy .. exam ..... $150 page 26 expense 14 deduct 14 22 22 add line 20 21 enter total 23 multiply form 1040 tine 32 2 .02 enter 0 result subtract line 23 line 22 enter result zero enter zero 24 24 25 miscellaneous deduction 25 total itemized 26 add line 4 8 13 17 18 19 24 25 enter total deduction enter form 1040 line 34 larger total standard deduction 14 page 17 instructions .. schedule form 1040 1988 paperwork reductlon act notice form 1040 instruction 81' 'page 2 form 2106 1988 il vehicle expenses use actual expense section c standard mileage rate section b section a.--general information vehicle 1 vehicle 2 feb. 2 1988 4/15/88 1 enter date vehicle place service 48011 mile 9482 mile 2 total mileage vehicle use 1988 2 34986 mile 1494 mile 3 3 miles include line 2 vehicle use business 73.00 16.00 4 percent business use divide line 3 line 2 90 mile 1 mile 5 average daily round trip commuting distance 5 mile mile 6 miles include line 2 vehicle use commute 6 13025 mile 7988 mile 7 personal mileage subtract line 6 plus line 3 line 2 8 spouse vehicle available personal purpose yes 9 employer provide vehicle personal use duty hour permit yes applicable 10 evidence support deduction yes yes evidence write yes section b.--standard mileage rate use section vehicle 11 mile 11 enter small il line 3 15,000 mile 12 mile 12 subtract line 11 trom il line 3 13 13 multiply line 11 24c .24 instruction vehicle fully depreciate 14 14 multiply tine 12 11c .11 15 add line 13 14 enter total line 1 15 vehicle 2 section c.--actual expense vehicle 1 1965 2795 16 16 gasoline oil repair vehicle insurance etc 17 vehicle rental 17 18 value employer provide vehicle apply include 386 18 form w-2 100 fair rental value instruction 1965 3182 19 19 add line 16 18 .. 1434 509 20 20 multiply line 19 percentage ii line 4 1557 29 21 depreciation section d column t instruction 21 2992 538 22 add line 20 21 enter total line 1 22 section d.---depreciation vehicles claim depreciation vehicle use vehicle 50 percent trade business claim section 179 deduction figure depreciation use straight line method 5 year limitation instruction basis depreciation total method figure cost basis business use -- depreciation deduction section 179 expense column d column e depreciation instruction enter section c line 21 b c d 29920 37040 method 2308 vehicle 1 2308 vehicle 2 32211 14838 method b 5556 556 190'
bank_statement	'credit card statement nationwide nationwide credit card 4893940199232983 nationwide credit card services mr muthulingam kanagaratnam nationwide.co.uk 03456006611 transaction details o date ref description balance previous statement middlesex 5.30 29/07/22 29/07/22 29010527 23077656 stansted parking contactless apcoa hal ss t3 contactless stanste 5.30 02/08/22 80305344 wimbledon automatics li london 1440.00 7.00 04/08/22 2/08/22 00015127 01018267 payment received thank sharons contactiess london sw 17 60.00cr 15/08/22 00007919 50.00cr 1161 9/08/22 28187650 payment received thank 22/08/22 realeyes eye shell a3 t south contactless liphook 4182 46593937 mitcham 165103 250.00 total balance page 2 of2 credit card statement nationwide nationwide credit card 4893940199232983 nationwide credit card services mr muthulingam kanagaratnam nationwide.co.uk 03456006611 transaction details o date ref description balance previous statement middlesex 5.30 29/07/22 29/07/22 29010527 23077656 stansted parking contactless apcoa hal ss t3 contactless stanste 5.30 02/08/22 80305344 wimbledon automatics li london 1440.00 7.00 04/08/22 2/08/22 00015127 01018267 payment received thank sharons contactiess london sw 17 60.00cr 15/08/22 00007919 50.00cr 1161 9/08/22 28187650 payment received thank 22/08/22 realeyes eye shell a3 t south contactless liphook 4182 46593937 mitcham 165103 250.00 total balance page 2 of2' 'hsbcxuk contact tel 03457606060 text phone 03457 125 563 seereverse time use deaf speech impair customer 21 december 2021 20 january 2022 www.hsbc.co.uk statement account sortcode account number sheet number multie choice ltd 40 42 13 11713655 107 business current account detail date payment rype detail pay pay batance balance brought forward poundlandltd 1181 9,828.29 edgware 12jan 22 cr valitor 15.20 508.11 10,321.20 9,813.09 13 jan 22 dr cr cashpostoffjan13 valitor 188.76 10queensbur12:23 300.00 vis geenford ub6 klassic wholesale bp 405.83 s rasaratnam 264 3,000.00 6,804.13 14jan 22 17jan 22 dd cr valitor bt groupplc 34.09 190.11 6,994.24 dd pasrecps valitor 82.40 cr 163.27 7,041.02 18jan22 19 jan 22 cr cr valitor valitor 203.35 802.35 8,046.72 7.244.37 20jan22 cr valitor 218.35 20jan22 8.265.07 balance carry forward 8,265.07 information financial services compensation scheme deposit eligible protection financial services compensation scheme fscs information compensation provide fscs refer fscs website www.fscs.org.uk near branch available website www.hsbc.co.uk telephone banking service detail find fscs information sheet exclusions list cre dit interest rates balance variable aer balance variable ear credit interest apply debit lter rates upto 3,000 5.90 3,000 21.34 2 station road hayes middlesex ub3 4by' 'statement number 33 im etro business bank account number 38861425 bank sort code 23 05 80 date transaction money money balance 4apr2023 card purchase 31 mar2023 5.372.05 20.367.74 01332694010gbrgbr 04apr2023 card purchase 31mar 2023 hope cement hopewor 5,372.05 14.995.69 01332694010g8rgbr o4 apr 2023 inward payment ser sup net ltd bac 1,380.00 16,375.69 o4apr2023 account account transfer conessence ltd irv 000697 2,640.00 19,015.69 05apr2023 account account transfer evident rcadymix 5,836.00 24,851.69 material osapr2023 inward payment ser sup net ltd bac 967.68 25,819.37 05 apr 2023 inward payment worldpay o404 1,377.60 27,196.97 o5apr2023 account account transfer conessence ltd inv 000697 600.00 27,796.97 06apr2023 direct debit closebros assetfin 2,687.58 25.109.39 06apr2023 hope cement hope wop 5,835.94 19,273.45 01332694010gbrgbr 06apr2023 inwardpayment worldpay 0504 3,643.20 22,916.65 06apr2023 inward payment k hudakova 552.00 23,468.65 o6apr2023 outward faster payment fastway concrete d tsb 6,750.00 16,718.65 11apr2023 direct debit closebros assetfin 2,884.01 13.834.64 11apr2023 inward payment ashcroft building 144.00 13.978.64 11apr2023 card purchase 05 apr 2023 5,835.94 8.342.70 01332694010gbrg8r 11apr2023 outward faster payment renault truck commercia ltd 792.08 7,350.62 skandinaviska ens bk 11apr2023 inward payment compass civi 558.00 7,908.62 mb52_12923411 9 3.060 statement number 33 im etro business bank account number 38861425 bank sort code 23 05 80 date transaction money money balance 4apr2023 card purchase 31 mar2023 5.372.05 20.367.74 01332694010gbrgbr 04apr2023 card purchase 31mar 2023 hope cement hopewor 5,372.05 14.995.69 01332694010g8rgbr o4 apr 2023 inward payment ser sup net ltd bac 1,380.00 16,375.69 o4apr2023 account account transfer conessence ltd irv 000697 2,640.00 19,015.69 05apr2023 account account transfer evident rcadymix 5,836.00 24,851.69 material osapr2023 inward payment ser sup net ltd bac 967.68 25,819.37 05 apr 2023 inward payment worldpay o404 1,377.60 27,196.97 o5apr2023 account account transfer conessence ltd inv 000697 600.00 27,796.97 06apr2023 direct debit closebros assetfin 2,687.58 25.109.39 06apr2023 hope cement hope wop 5,835.94 19,273.45 01332694010gbrgbr 06apr2023 inwardpayment worldpay 0504 3,643.20 22,916.65 06apr2023 inward payment k hudakova 552.00 23,468.65 o6apr2023 outward faster payment fastway concrete d tsb 6,750.00 16,718.65 11apr2023 direct debit closebros assetfin 2,884.01 13.834.64 11apr2023 inward payment ashcroft building 144.00 13.978.64 11apr2023 card purchase 05 apr 2023 5,835.94 8.342.70 01332694010gbrg8r 11apr2023 outward faster payment renault truck commercia ltd 792.08 7,350.62 skandinaviska ens bk 11apr2023 inward payment compass civi 558.00 7,908.62 mb52_12923411 9 3.060'

Label

Examples

tax_form

'omb 1545 0074 schedule a----itemlze deduction 1988 schedules a&b schedule b back)d form 1040 attachment sequence 07 department treasury attach form 1040 instructlon schedules b form 1040 sociai sacurity numbe internal revenue service x al1 48 9126 name(s f orm 1040 snead h. hickory webster p. medical ia prescription medicine drug insulin doctor dentist dental expenses nurse hospital medical insurance premium pay etc b list include hear aid denture eyeglass net include transportation lodging etc expease reimburse 1b pay 2 add line 1a 1b enter total .. 2 3 instruction multiply form 1040 tine 32 7.5 .075 3 page 23 subtract line 3 line 2 zero enter -0- total medical dental 3251 5 taxis 5 state local income taxis 6 pay 6 real estate taxis .. 7other taxis list --- include personal property taxis 8 8 9 instruction total taxis page 23 add line 5 7 enter total note new rule apply home mortgage interest deduction interest instruction pay 9s deductible home mortgage interest pay financial 1653 34 9 institution report deductible point line 10 .. b deductible home mortgage interest pay individual person address 9b instruction 10 page 24 deductible point instruction special rule 10 11 11 deductible investment interest page 24 12a personal interest pay page 24 12a 12b b multiply line 12a 40 .40 enter result 6 13add line 9a 11 12b enter total total interest 13 14 contribution cash check ilf 3,o00 gitts organization 14 charity .15 cash check attach form 8283 500 16 15 instruction 16 carryover prior year 17 page 25 17 add line 14 16 enter total total contribution casualty 18 18 casualty theft loss(es attach form 4684 page 25 instructions theft losses 19 expense attach form 3903 3903f page 26 instructions expense unreimbursed employee expense -- job travel union job job expenses 20 education etc attach form 2106 case 20 miscellaneous instruction deduction 21 expense investment tax preparation safe deposit box etc list type page 26 21 expense 22 deduct 22 add line 20 21 enter total .. 23 multiply form 1040 line 32 2 .02 enter 23 result 24subtract line 23 line 22 enter result zero enter zero list page 26 instruction enter type 25 miscellaneous 25 deduction total itemized 26 add tine 4 8 13 17 18 19 24 25 enter total 26 4905 1 23 deduction enter form 1040 line 34 larger total standard deduction schedule form 1040 1988 81 paperwork reductlon act notice form 1040 instruction'
'omb 1545 0074 schedules a&b schedule a----itemlze deduction 1988 form 1040 schedule b department treasury attachment attach form 1040 instructlon schedules b form 1040 sequence 07 internal revenue service x sociai securlty numbe name(s form 1040 snead h. hickory al1 48 9126 webster p. medical 1a prescription medicine drug insulin doctor dentist dental expense nurse hospital medical insurance premium pay etc b list -- include hear aid denture eyeglass include transportation lodging etc expease reimburse pay 1b add line 1a 1b enter total 2 instruction muitiply form 1040 line 32 7.5 .075 3 page 23 subtract line 3 line 2 zero enter -0- total medical dental taxis 5 state local income taxis pay real estate taxis 5 7 taxis list -- include personal property taxis instruction page 23 add line 5 7 enter total rotal taxis interest note new rule apply home mortgage interest deduction pay instruction 9s deductible home mortgage interest pay financial institution report deductible point line 10 .. b deductible home rnortgage interest pay individual person address instruction 9b page 24 10 10 deductible point instruction special rule 11 deductible investment interest page 24 11 12a personal interest pay page 24 12a b multiply line 12a 40 .40 enter result 12 t 13 add line 9a 11 12b enter total total interest 14 contribution cash check lf 3.o00 gitts charity organization cash check attach form 8283 500 instruction 15 page 25 16 carryover prior year add line 14 16 enter total total contribution 17 casualty theft losses 18 casualty theft loss(es attach form 4684 page 25 instructions expense 19move expense attach form 3903 3903f page 26 instructions job expenses unreimbursed employee expense -- job travel union job 20 education etc attach form 2106 case 20 0 miscellaneous instruction un.f.orm ..... $390 deduction expense investment tax preparation safe deposit box 21 etc list type phy .. exam ..... $150 page 26 expense 14 deduct 14 22 22 add line 20 21 enter total 23 multiply form 1040 tine 32 2 .02 enter 0 result subtract line 23 line 22 enter result zero enter zero 24 24 25 miscellaneous deduction 25 total itemized 26 add line 4 8 13 17 18 19 24 25 enter total deduction enter form 1040 line 34 larger total standard deduction 14 page 17 instructions .. schedule form 1040 1988 paperwork reductlon act notice form 1040 instruction 81'
'page 2 form 2106 1988 il vehicle expenses use actual expense section c standard mileage rate section b section a.--general information vehicle 1 vehicle 2 feb. 2 1988 4/15/88 1 enter date vehicle place service 48011 mile 9482 mile 2 total mileage vehicle use 1988 2 34986 mile 1494 mile 3 3 miles include line 2 vehicle use business 73.00 16.00 4 percent business use divide line 3 line 2 90 mile 1 mile 5 average daily round trip commuting distance 5 mile mile 6 miles include line 2 vehicle use commute 6 13025 mile 7988 mile 7 personal mileage subtract line 6 plus line 3 line 2 8 spouse vehicle available personal purpose yes 9 employer provide vehicle personal use duty hour permit yes applicable 10 evidence support deduction yes yes evidence write yes section b.--standard mileage rate use section vehicle 11 mile 11 enter small il line 3 15,000 mile 12 mile 12 subtract line 11 trom il line 3 13 13 multiply line 11 24c .24 instruction vehicle fully depreciate 14 14 multiply tine 12 11c .11 15 add line 13 14 enter total line 1 15 vehicle 2 section c.--actual expense vehicle 1 1965 2795 16 16 gasoline oil repair vehicle insurance etc 17 vehicle rental 17 18 value employer provide vehicle apply include 386 18 form w-2 100 fair rental value instruction 1965 3182 19 19 add line 16 18 .. 1434 509 20 20 multiply line 19 percentage ii line 4 1557 29 21 depreciation section d column t instruction 21 2992 538 22 add line 20 21 enter total line 1 22 section d.---depreciation vehicles claim depreciation vehicle use vehicle 50 percent trade business claim section 179 deduction figure depreciation use straight line method 5 year limitation instruction basis depreciation total method figure cost basis business use -- depreciation deduction section 179 expense column d column e depreciation instruction enter section c line 21 b c d 29920 37040 method 2308 vehicle 1 2308 vehicle 2 32211 14838 method b 5556 556 190'

bank_statement

'credit card statement nationwide nationwide credit card 4893940199232983 nationwide credit card services mr muthulingam kanagaratnam nationwide.co.uk 03456006611 transaction details o date ref description balance previous statement middlesex 5.30 29/07/22 29/07/22 29010527 23077656 stansted parking contactless apcoa hal ss t3 contactless stanste 5.30 02/08/22 80305344 wimbledon automatics li london 1440.00 7.00 04/08/22 2/08/22 00015127 01018267 payment received thank sharons contactiess london sw 17 60.00cr 15/08/22 00007919 50.00cr 1161 9/08/22 28187650 payment received thank 22/08/22 realeyes eye shell a3 t south contactless liphook 4182 46593937 mitcham 165103 250.00 total balance page 2 of2 credit card statement nationwide nationwide credit card 4893940199232983 nationwide credit card services mr muthulingam kanagaratnam nationwide.co.uk 03456006611 transaction details o date ref description balance previous statement middlesex 5.30 29/07/22 29/07/22 29010527 23077656 stansted parking contactless apcoa hal ss t3 contactless stanste 5.30 02/08/22 80305344 wimbledon automatics li london 1440.00 7.00 04/08/22 2/08/22 00015127 01018267 payment received thank sharons contactiess london sw 17 60.00cr 15/08/22 00007919 50.00cr 1161 9/08/22 28187650 payment received thank 22/08/22 realeyes eye shell a3 t south contactless liphook 4182 46593937 mitcham 165103 250.00 total balance page 2 of2'
'hsbcxuk contact tel 03457606060 text phone 03457 125 563 seereverse time use deaf speech impair customer 21 december 2021 20 january 2022 www.hsbc.co.uk statement account sortcode account number sheet number multie choice ltd 40 42 13 11713655 107 business current account detail date payment rype detail pay pay batance balance brought forward poundlandltd 1181 9,828.29 edgware 12jan 22 cr valitor 15.20 508.11 10,321.20 9,813.09 13 jan 22 dr cr cashpostoffjan13 valitor 188.76 10queensbur12:23 300.00 vis geenford ub6 klassic wholesale bp 405.83 s rasaratnam 264 3,000.00 6,804.13 14jan 22 17jan 22 dd cr valitor bt groupplc 34.09 190.11 6,994.24 dd pasrecps valitor 82.40 cr 163.27 7,041.02 18jan22 19 jan 22 cr cr valitor valitor 203.35 802.35 8,046.72 7.244.37 20jan22 cr valitor 218.35 20jan22 8.265.07 balance carry forward 8,265.07 information financial services compensation scheme deposit eligible protection financial services compensation scheme fscs information compensation provide fscs refer fscs website www.fscs.org.uk near branch available website www.hsbc.co.uk telephone banking service detail find fscs information sheet exclusions list cre dit interest rates balance variable aer balance variable ear credit interest apply debit lter rates upto 3,000 5.90 3,000 21.34 2 station road hayes middlesex ub3 4by'
'statement number 33 im etro business bank account number 38861425 bank sort code 23 05 80 date transaction money money balance 4apr2023 card purchase 31 mar2023 5.372.05 20.367.74 01332694010gbrgbr 04apr2023 card purchase 31mar 2023 hope cement hopewor 5,372.05 14.995.69 01332694010g8rgbr o4 apr 2023 inward payment ser sup net ltd bac 1,380.00 16,375.69 o4apr2023 account account transfer conessence ltd irv 000697 2,640.00 19,015.69 05apr2023 account account transfer evident rcadymix 5,836.00 24,851.69 material osapr2023 inward payment ser sup net ltd bac 967.68 25,819.37 05 apr 2023 inward payment worldpay o404 1,377.60 27,196.97 o5apr2023 account account transfer conessence ltd inv 000697 600.00 27,796.97 06apr2023 direct debit closebros assetfin 2,687.58 25.109.39 06apr2023 hope cement hope wop 5,835.94 19,273.45 01332694010gbrgbr 06apr2023 inwardpayment worldpay 0504 3,643.20 22,916.65 06apr2023 inward payment k hudakova 552.00 23,468.65 o6apr2023 outward faster payment fastway concrete d tsb 6,750.00 16,718.65 11apr2023 direct debit closebros assetfin 2,884.01 13.834.64 11apr2023 inward payment ashcroft building 144.00 13.978.64 11apr2023 card purchase 05 apr 2023 5,835.94 8.342.70 01332694010gbrg8r 11apr2023 outward faster payment renault truck commercia ltd 792.08 7,350.62 skandinaviska ens bk 11apr2023 inward payment compass civi 558.00 7,908.62 mb52_12923411 9 3.060 statement number 33 im etro business bank account number 38861425 bank sort code 23 05 80 date transaction money money balance 4apr2023 card purchase 31 mar2023 5.372.05 20.367.74 01332694010gbrgbr 04apr2023 card purchase 31mar 2023 hope cement hopewor 5,372.05 14.995.69 01332694010g8rgbr o4 apr 2023 inward payment ser sup net ltd bac 1,380.00 16,375.69 o4apr2023 account account transfer conessence ltd irv 000697 2,640.00 19,015.69 05apr2023 account account transfer evident rcadymix 5,836.00 24,851.69 material osapr2023 inward payment ser sup net ltd bac 967.68 25,819.37 05 apr 2023 inward payment worldpay o404 1,377.60 27,196.97 o5apr2023 account account transfer conessence ltd inv 000697 600.00 27,796.97 06apr2023 direct debit closebros assetfin 2,687.58 25.109.39 06apr2023 hope cement hope wop 5,835.94 19,273.45 01332694010gbrgbr 06apr2023 inwardpayment worldpay 0504 3,643.20 22,916.65 06apr2023 inward payment k hudakova 552.00 23,468.65 o6apr2023 outward faster payment fastway concrete d tsb 6,750.00 16,718.65 11apr2023 direct debit closebros assetfin 2,884.01 13.834.64 11apr2023 inward payment ashcroft building 144.00 13.978.64 11apr2023 card purchase 05 apr 2023 5,835.94 8.342.70 01332694010gbrg8r 11apr2023 outward faster payment renault truck commercia ltd 792.08 7,350.62 skandinaviska ens bk 11apr2023 inward payment compass civi 558.00 7,908.62 mb52_12923411 9 3.060'

Evaluation

Metrics

Label	Accuracy
all	1.0

Uses

Direct Use for Inference

First install the SetFit library:

pip install setfit

Then you can load this model and run inference.

from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("EphronM/setfit-txtClassifier_v1")
# Run inference
preds = model("2106 employee buslness expenses omb 1545 0139 form separate instruction 1988 department treasury attach form 1040 internal revenue service x attachment sociai security number occupation expense incur stevens w. upton a91 80 l 1362 r0ustabout 1 employee business expenses column step 1 enter expenses column 8 meals meals entertainment entertainment 1 vehicle expense il line 15 line 22 .. 3294 2 parking fee toll local transportation include train bus etc 3 trave expense away home include lodging airplane car rental etc include meal entertainment 3 4 business expense include line 1 3 include meal entertainment 5 meals entertainment expense instruction 6 add line 1 5 enter total expense r29 note reimburse expense step 1 skip line 7 13 enter line 6 line 14 step 2 figure excess reimbursements report income 7 reimbursements expense list step 1 employer report form w-2 form 1099 .. 2272 note column line 6 line 7 skip line 8 9 57 line 10 excess reimbursement 8 subtract line 6 trom line 7 zero enter zero 9 add line 8 column enter total excess relmbursement reportable income add form 1040 line 7 .00 step 3 figure fully deductible reimbursed expenses 10 subtract jine 7 line 6 zero enter zero 1022 11 reimbursements allowance expense step 1 4 0 00 employer identify include form w-2 form 1099 subject withhold tax note enter line 11 report income form 1040 12 enter small line 10 line 11 0 13 add line 12 column enter total tully deductible .00 relmburse expense aiso enter total form 1040 line 24 13 0 00 step 4 figure unreimbursed expense deduct schedule form 1040 14 subtract line 12 line 10 14 0 note column line i4 zero stop 00 15 enter 20 .20 line 14 column b 15 16 subtract line 15 trom line 14 16 1022 17 add line 16 column enter total enter total schedule 42 a(form 1040 line 20 qualified performing artists handicapped employee instruction 1022 paperwork reduction act notice instruction 42 form 2106 1988 189")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	162	329.4	512

Label	Training Sample Count
bank_statement	250
tax_form	250

Training Hyperparameters

batch_size: (8, 8)
num_epochs: (1, 16)
max_steps: -1
sampling_strategy: oversampling
body_learning_rate: (2e-05, 1e-05)
head_learning_rate: 0.01
loss: CosineSimilarityLoss
distance_metric: cosine_distance
margin: 0.25
end_to_end: False
use_amp: False
warmup_proportion: 0.1
seed: 25411
run_name: setfit_early_stopping
eval_max_steps: -1
load_best_model_at_end: True

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0001	1	0.1597	-
0.0006	10	0.1126	-
0.0013	20	0.1567	-
0.0019	30	0.1785	-
0.0025	40	0.1455	-
0.0032	50	0.1325	-
0.0038	60	0.0818	-
0.0045	70	0.1227	-
0.0051	80	0.0901	-
0.0057	90	0.0573	-
0.0064	100	0.028	-
0.0070	110	0.0237	-
0.0076	120	0.0194	-
0.0083	130	0.0136	-
0.0089	140	0.0035	-
0.0096	150	0.0027	-
0.0102	160	0.0036	-
0.0108	170	0.0024	-
0.0115	180	0.0026	-
0.0121	190	0.002	-
0.0127	200	0.0009	-
0.0134	210	0.0017	-
0.0140	220	0.0015	-
0.0147	230	0.0008	-
0.0153	240	0.0005	-
0.0159	250	0.0005	-
0.0166	260	0.001	-
0.0172	270	0.0006	-
0.0178	280	0.0003	-
0.0185	290	0.0007	-
0.0191	300	0.0008	-
0.0198	310	0.0003	-
0.0204	320	0.0006	-
0.0210	330	0.0002	-
0.0217	340	0.0003	-
0.0223	350	0.0004	-
0.0229	360	0.0002	-
0.0236	370	0.0002	-
0.0242	380	0.0001	-
0.0249	390	0.0001	-
0.0255	400	0.0002	-
0.0261	410	0.0001	-
0.0268	420	0.0002	-
0.0274	430	0.0001	-
0.0280	440	0.0001	-
0.0287	450	0.0001	-
0.0293	460	0.0003	-
0.0300	470	0.0001	-
0.0306	480	0.0001	-
0.0312	490	0.0001	-
0.0319	500	0.0001	-
0.0325	510	0.0002	-
0.0331	520	0.0004	-
0.0338	530	0.0002	-
0.0344	540	0.0001	-
0.0351	550	0.0	-
0.0357	560	0.0001	-
0.0363	570	0.0001	-
0.0370	580	0.0	-
0.0376	590	0.0001	-
0.0382	600	0.0	-
0.0389	610	0.0	-
0.0395	620	0.0	-
0.0402	630	0.0002	-
0.0408	640	0.0001	-
0.0414	650	0.0	-
0.0421	660	0.0001	-
0.0427	670	0.0001	-
0.0433	680	0.0	-
0.0440	690	0.0001	-
0.0446	700	0.0	-
0.0453	710	0.0001	-
0.0459	720	0.0	-
0.0465	730	0.0	-
0.0472	740	0.0	-
0.0478	750	0.0001	-
0.0484	760	0.0001	-
0.0491	770	0.0	-
0.0497	780	0.0	-
0.0504	790	0.0	-
0.0510	800	0.0	-
0.0516	810	0.0	-
0.0523	820	0.0	-
0.0529	830	0.0	-
0.0535	840	0.0	-
0.0542	850	0.0	-
0.0548	860	0.0	-
0.0555	870	0.0	-
0.0561	880	0.0	-
0.0567	890	0.0	-
0.0574	900	0.0	-
0.0580	910	0.0	-
0.0586	920	0.0	-
0.0593	930	0.0	-
0.0599	940	0.0	-
0.0606	950	0.0	-
0.0612	960	0.0	-
0.0618	970	0.0	-
0.0625	980	0.0	-
0.0631	990	0.0	-
0.0637	1000	0.0	0.0
0.0644	1010	0.0	-
0.0650	1020	0.0	-
0.0657	1030	0.0	-
0.0663	1040	0.0	-
0.0669	1050	0.0001	-
0.0676	1060	0.0	-
0.0682	1070	0.0	-
0.0688	1080	0.0	-
0.0695	1090	0.0	-
0.0701	1100	0.0	-
0.0708	1110	0.0	-
0.0714	1120	0.0	-
0.0720	1130	0.0	-
0.0727	1140	0.0	-
0.0733	1150	0.0	-
0.0739	1160	0.0	-
0.0746	1170	0.0	-
0.0752	1180	0.0	-
0.0759	1190	0.0	-
0.0765	1200	0.0	-
0.0771	1210	0.0	-
0.0778	1220	0.0	-
0.0784	1230	0.0	-
0.0790	1240	0.0	-
0.0797	1250	0.0	-
0.0803	1260	0.0	-
0.0810	1270	0.0	-
0.0816	1280	0.0	-
0.0822	1290	0.0	-
0.0829	1300	0.0	-
0.0835	1310	0.0	-
0.0841	1320	0.0	-
0.0848	1330	0.0	-
0.0854	1340	0.0	-
0.0861	1350	0.0	-
0.0867	1360	0.0	-
0.0873	1370	0.0	-
0.0880	1380	0.0	-
0.0886	1390	0.0	-
0.0892	1400	0.0	-
0.0899	1410	0.0	-
0.0905	1420	0.0	-
0.0912	1430	0.0	-
0.0918	1440	0.0	-
0.0924	1450	0.0	-
0.0931	1460	0.0	-
0.0937	1470	0.0	-
0.0943	1480	0.0	-
0.0950	1490	0.0	-
0.0956	1500	0.0	-
0.0963	1510	0.0	-
0.0969	1520	0.0	-
0.0975	1530	0.0	-
0.0982	1540	0.0	-
0.0988	1550	0.0	-
0.0994	1560	0.0	-
0.1001	1570	0.0	-
0.1007	1580	0.0	-
0.1014	1590	0.0	-
0.1020	1600	0.0	-
0.1026	1610	0.0	-
0.1033	1620	0.0	-
0.1039	1630	0.0	-
0.1045	1640	0.0	-
0.1052	1650	0.0	-
0.1058	1660	0.0	-
0.1065	1670	0.0	-
0.1071	1680	0.0	-
0.1077	1690	0.0	-
0.1084	1700	0.0	-
0.1090	1710	0.0	-
0.1096	1720	0.0	-
0.1103	1730	0.0	-
0.1109	1740	0.0	-
0.1116	1750	0.0	-
0.1122	1760	0.0	-
0.1128	1770	0.0	-
0.1135	1780	0.0	-
0.1141	1790	0.0	-
0.1147	1800	0.0	-
0.1154	1810	0.0	-
0.1160	1820	0.0	-
0.1166	1830	0.0	-
0.1173	1840	0.0	-
0.1179	1850	0.0	-
0.1186	1860	0.0	-
0.1192	1870	0.0	-
0.1198	1880	0.0	-
0.1205	1890	0.0	-
0.1211	1900	0.0	-
0.1217	1910	0.0	-
0.1224	1920	0.0	-
0.1230	1930	0.0	-
0.1237	1940	0.0	-
0.1243	1950	0.0	-
0.1249	1960	0.0	-
0.1256	1970	0.0	-
0.1262	1980	0.0	-
0.1268	1990	0.0	-
0.1275	2000	0.0	0.0
0.1281	2010	0.0	-
0.1288	2020	0.0	-
0.1294	2030	0.0	-
0.1300	2040	0.0	-
0.1307	2050	0.0	-
0.1313	2060	0.0	-
0.1319	2070	0.0	-
0.1326	2080	0.0	-
0.1332	2090	0.0	-
0.1339	2100	0.0	-
0.1345	2110	0.0	-
0.1351	2120	0.0	-
0.1358	2130	0.0	-
0.1364	2140	0.0	-
0.1370	2150	0.0	-
0.1377	2160	0.0	-
0.1383	2170	0.0	-
0.1390	2180	0.0	-
0.1396	2190	0.0	-
0.1402	2200	0.0	-
0.1409	2210	0.0	-
0.1415	2220	0.0	-
0.1421	2230	0.0	-
0.1428	2240	0.0	-
0.1434	2250	0.0	-
0.1441	2260	0.0	-
0.1447	2270	0.0	-
0.1453	2280	0.0	-
0.1460	2290	0.0	-
0.1466	2300	0.0	-
0.1472	2310	0.0	-
0.1479	2320	0.0	-
0.1485	2330	0.0	-
0.1492	2340	0.0	-
0.1498	2350	0.0	-
0.1504	2360	0.0	-
0.1511	2370	0.0	-
0.1517	2380	0.0	-
0.1523	2390	0.0	-
0.1530	2400	0.0	-
0.1536	2410	0.0	-
0.1543	2420	0.0	-
0.1549	2430	0.0	-
0.1555	2440	0.0	-
0.1562	2450	0.0	-
0.1568	2460	0.0	-
0.1574	2470	0.0	-
0.1581	2480	0.0	-
0.1587	2490	0.0	-
0.1594	2500	0.0	-
0.1600	2510	0.0	-
0.1606	2520	0.0	-
0.1613	2530	0.0	-
0.1619	2540	0.0	-
0.1625	2550	0.0	-
0.1632	2560	0.0	-
0.1638	2570	0.0	-
0.1645	2580	0.0	-
0.1651	2590	0.0	-
0.1657	2600	0.0	-
0.1664	2610	0.0	-
0.1670	2620	0.0	-
0.1676	2630	0.0	-
0.1683	2640	0.0	-
0.1689	2650	0.0	-
0.1696	2660	0.0	-
0.1702	2670	0.0	-
0.1708	2680	0.0	-
0.1715	2690	0.0	-
0.1721	2700	0.0	-
0.1727	2710	0.0	-
0.1734	2720	0.0	-
0.1740	2730	0.0	-
0.1747	2740	0.0	-
0.1753	2750	0.0	-
0.1759	2760	0.0	-
0.1766	2770	0.0	-
0.1772	2780	0.0	-
0.1778	2790	0.0	-
0.1785	2800	0.0	-
0.1791	2810	0.0	-
0.1798	2820	0.0	-
0.1804	2830	0.0	-
0.1810	2840	0.0	-
0.1817	2850	0.0	-
0.1823	2860	0.0	-
0.1829	2870	0.0	-
0.1836	2880	0.0	-
0.1842	2890	0.0	-
0.1849	2900	0.0	-
0.1855	2910	0.0	-
0.1861	2920	0.0	-
0.1868	2930	0.0	-
0.1874	2940	0.0	-
0.1880	2950	0.0	-
0.1887	2960	0.0	-
0.1893	2970	0.0	-
0.1900	2980	0.0	-
0.1906	2990	0.0	-
0.1912	3000	0.0	0.0
0.1919	3010	0.0	-
0.1925	3020	0.0	-
0.1931	3030	0.0	-
0.1938	3040	0.0	-
0.1944	3050	0.0	-
0.1951	3060	0.0	-
0.1957	3070	0.0	-
0.1963	3080	0.0	-
0.1970	3090	0.0	-
0.1976	3100	0.0	-
0.1982	3110	0.0	-
0.1989	3120	0.0	-
0.1995	3130	0.0	-
0.2002	3140	0.0	-
0.2008	3150	0.0	-
0.2014	3160	0.0	-
0.2021	3170	0.0	-
0.2027	3180	0.0	-
0.2033	3190	0.0	-
0.2040	3200	0.0	-
0.2046	3210	0.0	-
0.2053	3220	0.0	-
0.2059	3230	0.0	-
0.2065	3240	0.0	-
0.2072	3250	0.0	-
0.2078	3260	0.0	-
0.2084	3270	0.0	-
0.2091	3280	0.0	-
0.2097	3290	0.0	-
0.2104	3300	0.0	-
0.2110	3310	0.0	-
0.2116	3320	0.0	-
0.2123	3330	0.0	-
0.2129	3340	0.0	-
0.2135	3350	0.0	-
0.2142	3360	0.0	-
0.2148	3370	0.0	-
0.2155	3380	0.0	-
0.2161	3390	0.0	-
0.2167	3400	0.0	-
0.2174	3410	0.0	-
0.2180	3420	0.0	-
0.2186	3430	0.0	-
0.2193	3440	0.0	-
0.2199	3450	0.0	-
0.2206	3460	0.0	-
0.2212	3470	0.0	-
0.2218	3480	0.0	-
0.2225	3490	0.0	-
0.2231	3500	0.0	-
0.2237	3510	0.0	-
0.2244	3520	0.0	-
0.2250	3530	0.0	-
0.2257	3540	0.0	-
0.2263	3550	0.0	-
0.2269	3560	0.0	-
0.2276	3570	0.0	-
0.2282	3580	0.0	-
0.2288	3590	0.0	-
0.2295	3600	0.0	-
0.2301	3610	0.0	-
0.2307	3620	0.0	-
0.2314	3630	0.0	-
0.2320	3640	0.0	-
0.2327	3650	0.0	-
0.2333	3660	0.0	-
0.2339	3670	0.0	-
0.2346	3680	0.0	-
0.2352	3690	0.0	-
0.2358	3700	0.0	-
0.2365	3710	0.0	-
0.2371	3720	0.0	-
0.2378	3730	0.0	-
0.2384	3740	0.0	-
0.2390	3750	0.0	-
0.2397	3760	0.0	-
0.2403	3770	0.0	-
0.2409	3780	0.0	-
0.2416	3790	0.0	-
0.2422	3800	0.0	-
0.2429	3810	0.0	-
0.2435	3820	0.0	-
0.2441	3830	0.0	-
0.2448	3840	0.0	-
0.2454	3850	0.0	-
0.2460	3860	0.0	-
0.2467	3870	0.0	-
0.2473	3880	0.0	-
0.2480	3890	0.0	-
0.2486	3900	0.0	-
0.2492	3910	0.0	-
0.2499	3920	0.0	-
0.2505	3930	0.0	-
0.2511	3940	0.0	-
0.2518	3950	0.0	-
0.2524	3960	0.0	-
0.2531	3970	0.0	-
0.2537	3980	0.0	-
0.2543	3990	0.0	-
0.2550	4000	0.0	0.0
0.2556	4010	0.0	-
0.2562	4020	0.0	-
0.2569	4030	0.0	-
0.2575	4040	0.0	-
0.2582	4050	0.0	-
0.2588	4060	0.0	-
0.2594	4070	0.0	-
0.2601	4080	0.0	-
0.2607	4090	0.0	-
0.2613	4100	0.0	-
0.2620	4110	0.0	-
0.2626	4120	0.0	-
0.2633	4130	0.0	-
0.2639	4140	0.0	-
0.2645	4150	0.0	-
0.2652	4160	0.0	-
0.2658	4170	0.0	-
0.2664	4180	0.0	-
0.2671	4190	0.0	-
0.2677	4200	0.0	-
0.2684	4210	0.0	-
0.2690	4220	0.0	-
0.2696	4230	0.0	-
0.2703	4240	0.0	-
0.2709	4250	0.0	-
0.2715	4260	0.0	-
0.2722	4270	0.0	-
0.2728	4280	0.0	-
0.2735	4290	0.0	-
0.2741	4300	0.0	-
0.2747	4310	0.0	-
0.2754	4320	0.0	-
0.2760	4330	0.0	-
0.2766	4340	0.0	-
0.2773	4350	0.0	-
0.2779	4360	0.0	-
0.2786	4370	0.0	-
0.2792	4380	0.0	-
0.2798	4390	0.0	-
0.2805	4400	0.0	-
0.2811	4410	0.0	-
0.2817	4420	0.0	-
0.2824	4430	0.0	-
0.2830	4440	0.0	-
0.2837	4450	0.0	-
0.2843	4460	0.0	-
0.2849	4470	0.0	-
0.2856	4480	0.0	-
0.2862	4490	0.0	-
0.2868	4500	0.0	-
0.2875	4510	0.0	-
0.2881	4520	0.0	-
0.2888	4530	0.0	-
0.2894	4540	0.0	-
0.2900	4550	0.0	-
0.2907	4560	0.0	-
0.2913	4570	0.0	-
0.2919	4580	0.0	-
0.2926	4590	0.0	-
0.2932	4600	0.0	-
0.2939	4610	0.0	-
0.2945	4620	0.0	-
0.2951	4630	0.0	-
0.2958	4640	0.0	-
0.2964	4650	0.0	-
0.2970	4660	0.0	-
0.2977	4670	0.0	-
0.2983	4680	0.0	-
0.2990	4690	0.0	-
0.2996	4700	0.0	-
0.3002	4710	0.0	-
0.3009	4720	0.0	-
0.3015	4730	0.0	-
0.3021	4740	0.0	-
0.3028	4750	0.0	-
0.3034	4760	0.0	-
0.3041	4770	0.0	-
0.3047	4780	0.0	-
0.3053	4790	0.0	-
0.3060	4800	0.0	-
0.3066	4810	0.0	-
0.3072	4820	0.0	-
0.3079	4830	0.0	-
0.3085	4840	0.0	-
0.3092	4850	0.0	-
0.3098	4860	0.0	-
0.3104	4870	0.0	-
0.3111	4880	0.0	-
0.3117	4890	0.0	-
0.3123	4900	0.0	-
0.3130	4910	0.0	-
0.3136	4920	0.0	-
0.3143	4930	0.0	-
0.3149	4940	0.0	-
0.3155	4950	0.0	-
0.3162	4960	0.0	-
0.3168	4970	0.0	-
0.3174	4980	0.0	-
0.3181	4990	0.0	-
0.3187	5000	0.0	0.0
0.3194	5010	0.0	-
0.3200	5020	0.0	-
0.3206	5030	0.0	-
0.3213	5040	0.0	-
0.3219	5050	0.0	-
0.3225	5060	0.0	-
0.3232	5070	0.0	-
0.3238	5080	0.0	-
0.3245	5090	0.0	-
0.3251	5100	0.0	-
0.3257	5110	0.0	-
0.3264	5120	0.0	-
0.3270	5130	0.0	-
0.3276	5140	0.0	-
0.3283	5150	0.0	-
0.3289	5160	0.0	-
0.3296	5170	0.0	-
0.3302	5180	0.0	-
0.3308	5190	0.0	-
0.3315	5200	0.0	-
0.3321	5210	0.0	-
0.3327	5220	0.0	-
0.3334	5230	0.0	-
0.3340	5240	0.0	-
0.3347	5250	0.0	-
0.3353	5260	0.0	-
0.3359	5270	0.0	-
0.3366	5280	0.0	-
0.3372	5290	0.0	-
0.3378	5300	0.0	-
0.3385	5310	0.0	-
0.3391	5320	0.0	-
0.3398	5330	0.0	-
0.3404	5340	0.0	-
0.3410	5350	0.0	-
0.3417	5360	0.0	-
0.3423	5370	0.0	-
0.3429	5380	0.0	-
0.3436	5390	0.0	-
0.3442	5400	0.0	-
0.3448	5410	0.0	-
0.3455	5420	0.0	-
0.3461	5430	0.0	-
0.3468	5440	0.0	-
0.3474	5450	0.0	-
0.3480	5460	0.0	-
0.3487	5470	0.0	-
0.3493	5480	0.0	-
0.3499	5490	0.0	-
0.3506	5500	0.0	-
0.3512	5510	0.0	-
0.3519	5520	0.0	-
0.3525	5530	0.0	-
0.3531	5540	0.0	-
0.3538	5550	0.0	-
0.3544	5560	0.0	-
0.3550	5570	0.0	-
0.3557	5580	0.0	-
0.3563	5590	0.0	-
0.3570	5600	0.0	-
0.3576	5610	0.0	-
0.3582	5620	0.0	-
0.3589	5630	0.0	-
0.3595	5640	0.0	-
0.3601	5650	0.0	-
0.3608	5660	0.0	-
0.3614	5670	0.0	-
0.3621	5680	0.0	-
0.3627	5690	0.0	-
0.3633	5700	0.0	-
0.3640	5710	0.0	-
0.3646	5720	0.0	-
0.3652	5730	0.0	-
0.3659	5740	0.0	-
0.3665	5750	0.0	-
0.3672	5760	0.0	-
0.3678	5770	0.0	-
0.3684	5780	0.0	-
0.3691	5790	0.0	-
0.3697	5800	0.0	-
0.3703	5810	0.0	-
0.3710	5820	0.0	-
0.3716	5830	0.0	-
0.3723	5840	0.0	-
0.3729	5850	0.0	-
0.3735	5860	0.0	-
0.3742	5870	0.0	-
0.3748	5880	0.0	-
0.3754	5890	0.0	-
0.3761	5900	0.0	-
0.3767	5910	0.0	-
0.3774	5920	0.0	-
0.3780	5930	0.0	-
0.3786	5940	0.0	-
0.3793	5950	0.0	-
0.3799	5960	0.0	-
0.3805	5970	0.0	-
0.3812	5980	0.0	-
0.3818	5990	0.0	-
0.3825	6000	0.0	0.0
0.3831	6010	0.0	-
0.3837	6020	0.0	-
0.3844	6030	0.0	-
0.3850	6040	0.0	-
0.3856	6050	0.0	-
0.3863	6060	0.0	-
0.3869	6070	0.0	-
0.3876	6080	0.0	-
0.3882	6090	0.0	-
0.3888	6100	0.0	-
0.3895	6110	0.0	-
0.3901	6120	0.0	-
0.3907	6130	0.0	-
0.3914	6140	0.0	-
0.3920	6150	0.0	-
0.3927	6160	0.0	-
0.3933	6170	0.0	-
0.3939	6180	0.0	-
0.3946	6190	0.0	-
0.3952	6200	0.0	-
0.3958	6210	0.0	-
0.3965	6220	0.0	-
0.3971	6230	0.0	-
0.3978	6240	0.0	-
0.3984	6250	0.0	-
0.3990	6260	0.0	-
0.3997	6270	0.0	-
0.4003	6280	0.0	-
0.4009	6290	0.0	-
0.4016	6300	0.0	-
0.4022	6310	0.0	-
0.4029	6320	0.0	-
0.4035	6330	0.0	-
0.4041	6340	0.0	-
0.4048	6350	0.0	-
0.4054	6360	0.0	-
0.4060	6370	0.0	-
0.4067	6380	0.0	-
0.4073	6390	0.0	-
0.4080	6400	0.0	-
0.4086	6410	0.0	-
0.4092	6420	0.0	-
0.4099	6430	0.0	-
0.4105	6440	0.0	-
0.4111	6450	0.0	-
0.4118	6460	0.0	-
0.4124	6470	0.0	-
0.4131	6480	0.0	-
0.4137	6490	0.0	-
0.4143	6500	0.0	-
0.4150	6510	0.0	-
0.4156	6520	0.0	-
0.4162	6530	0.0	-
0.4169	6540	0.0	-
0.4175	6550	0.0	-
0.4182	6560	0.0	-
0.4188	6570	0.0	-
0.4194	6580	0.0	-
0.4201	6590	0.0	-
0.4207	6600	0.0	-
0.4213	6610	0.0	-
0.4220	6620	0.0	-
0.4226	6630	0.0	-
0.4233	6640	0.0	-
0.4239	6650	0.0	-
0.4245	6660	0.0	-
0.4252	6670	0.0	-
0.4258	6680	0.0	-
0.4264	6690	0.0	-
0.4271	6700	0.0	-
0.4277	6710	0.0	-
0.4284	6720	0.0	-
0.4290	6730	0.0	-
0.4296	6740	0.0	-
0.4303	6750	0.0	-
0.4309	6760	0.0	-
0.4315	6770	0.0	-
0.4322	6780	0.0	-
0.4328	6790	0.0	-
0.4335	6800	0.0	-
0.4341	6810	0.0	-
0.4347	6820	0.0	-
0.4354	6830	0.0	-
0.4360	6840	0.0	-
0.4366	6850	0.0	-
0.4373	6860	0.0	-
0.4379	6870	0.0	-
0.4386	6880	0.0	-
0.4392	6890	0.0	-
0.4398	6900	0.0	-
0.4405	6910	0.0	-
0.4411	6920	0.0	-
0.4417	6930	0.0	-
0.4424	6940	0.0	-
0.4430	6950	0.0	-
0.4437	6960	0.0	-
0.4443	6970	0.0	-
0.4449	6980	0.0	-
0.4456	6990	0.0	-
0.4462	7000	0.0	0.0
0.4468	7010	0.0	-
0.4475	7020	0.0	-
0.4481	7030	0.0	-
0.4488	7040	0.0	-
0.4494	7050	0.0	-
0.4500	7060	0.0	-
0.4507	7070	0.0	-
0.4513	7080	0.0	-
0.4519	7090	0.0	-
0.4526	7100	0.0	-
0.4532	7110	0.0	-
0.4539	7120	0.0	-
0.4545	7130	0.0	-
0.4551	7140	0.0	-
0.4558	7150	0.0	-
0.4564	7160	0.0	-
0.4570	7170	0.0	-
0.4577	7180	0.0	-
0.4583	7190	0.0	-
0.4589	7200	0.0	-
0.4596	7210	0.0	-
0.4602	7220	0.0	-
0.4609	7230	0.0	-
0.4615	7240	0.0	-
0.4621	7250	0.0	-
0.4628	7260	0.0	-
0.4634	7270	0.0	-
0.4640	7280	0.0	-
0.4647	7290	0.0	-
0.4653	7300	0.0	-
0.4660	7310	0.0	-
0.4666	7320	0.0	-
0.4672	7330	0.0	-
0.4679	7340	0.0	-
0.4685	7350	0.0	-
0.4691	7360	0.0	-
0.4698	7370	0.0	-
0.4704	7380	0.0	-
0.4711	7390	0.0	-
0.4717	7400	0.0	-
0.4723	7410	0.0	-
0.4730	7420	0.0	-
0.4736	7430	0.0	-
0.4742	7440	0.0	-
0.4749	7450	0.0	-
0.4755	7460	0.0	-
0.4762	7470	0.0	-
0.4768	7480	0.0	-
0.4774	7490	0.0	-
0.4781	7500	0.0	-
0.4787	7510	0.0	-
0.4793	7520	0.0	-
0.4800	7530	0.0	-
0.4806	7540	0.0	-
0.4813	7550	0.0	-
0.4819	7560	0.0	-
0.4825	7570	0.0	-
0.4832	7580	0.0	-
0.4838	7590	0.0	-
0.4844	7600	0.0	-
0.4851	7610	0.0	-
0.4857	7620	0.0	-
0.4864	7630	0.0	-
0.4870	7640	0.0	-
0.4876	7650	0.0	-
0.4883	7660	0.0	-
0.4889	7670	0.0	-
0.4895	7680	0.0	-
0.4902	7690	0.0	-
0.4908	7700	0.0	-
0.4915	7710	0.0	-
0.4921	7720	0.0	-
0.4927	7730	0.0	-
0.4934	7740	0.0	-
0.4940	7750	0.0	-
0.4946	7760	0.0	-
0.4953	7770	0.0	-
0.4959	7780	0.0	-
0.4966	7790	0.0	-
0.4972	7800	0.0	-
0.4978	7810	0.0	-
0.4985	7820	0.0	-
0.4991	7830	0.0	-
0.4997	7840	0.0	-
0.5004	7850	0.0	-
0.5010	7860	0.0	-
0.5017	7870	0.0	-
0.5023	7880	0.0	-
0.5029	7890	0.0	-
0.5036	7900	0.0	-
0.5042	7910	0.0	-
0.5048	7920	0.0	-
0.5055	7930	0.0	-
0.5061	7940	0.0	-
0.5068	7950	0.0	-
0.5074	7960	0.0	-
0.5080	7970	0.0	-
0.5087	7980	0.0	-
0.5093	7990	0.0	-
0.5099	8000	0.0	0.0
0.5106	8010	0.0	-
0.5112	8020	0.0	-
0.5119	8030	0.0	-
0.5125	8040	0.0	-
0.5131	8050	0.0	-
0.5138	8060	0.0	-
0.5144	8070	0.0	-
0.5150	8080	0.0	-
0.5157	8090	0.0	-
0.5163	8100	0.0	-
0.5170	8110	0.0	-
0.5176	8120	0.0	-
0.5182	8130	0.0	-
0.5189	8140	0.0	-
0.5195	8150	0.0	-
0.5201	8160	0.0	-
0.5208	8170	0.0	-
0.5214	8180	0.0	-
0.5221	8190	0.0	-
0.5227	8200	0.0	-
0.5233	8210	0.0	-
0.5240	8220	0.0	-
0.5246	8230	0.0	-
0.5252	8240	0.0	-
0.5259	8250	0.0	-
0.5265	8260	0.0	-
0.5272	8270	0.0	-
0.5278	8280	0.0	-
0.5284	8290	0.0	-
0.5291	8300	0.0	-
0.5297	8310	0.0	-
0.5303	8320	0.0	-
0.5310	8330	0.0	-
0.5316	8340	0.0	-
0.5323	8350	0.0	-
0.5329	8360	0.0	-
0.5335	8370	0.0	-
0.5342	8380	0.0	-
0.5348	8390	0.0	-
0.5354	8400	0.0	-
0.5361	8410	0.0	-
0.5367	8420	0.0	-
0.5374	8430	0.0	-
0.5380	8440	0.0	-
0.5386	8450	0.0	-
0.5393	8460	0.0	-
0.5399	8470	0.0	-
0.5405	8480	0.0	-
0.5412	8490	0.0	-
0.5418	8500	0.0	-
0.5425	8510	0.0	-
0.5431	8520	0.0	-
0.5437	8530	0.0	-
0.5444	8540	0.0	-
0.5450	8550	0.0	-
0.5456	8560	0.0	-
0.5463	8570	0.0	-
0.5469	8580	0.0	-
0.5476	8590	0.0	-
0.5482	8600	0.0	-
0.5488	8610	0.0	-
0.5495	8620	0.0	-
0.5501	8630	0.0	-
0.5507	8640	0.0	-
0.5514	8650	0.0	-
0.5520	8660	0.0	-
0.5527	8670	0.0	-
0.5533	8680	0.0	-
0.5539	8690	0.0	-
0.5546	8700	0.0	-
0.5552	8710	0.0	-
0.5558	8720	0.0	-
0.5565	8730	0.0	-
0.5571	8740	0.0	-
0.5578	8750	0.0	-
0.5584	8760	0.0	-
0.5590	8770	0.0	-
0.5597	8780	0.0	-
0.5603	8790	0.0	-
0.5609	8800	0.0	-
0.5616	8810	0.0	-
0.5622	8820	0.0	-
0.5629	8830	0.0	-
0.5635	8840	0.0	-
0.5641	8850	0.0	-
0.5648	8860	0.0	-
0.5654	8870	0.0	-
0.5660	8880	0.0	-
0.5667	8890	0.0	-
0.5673	8900	0.0	-
0.5680	8910	0.0	-
0.5686	8920	0.0	-
0.5692	8930	0.0	-
0.5699	8940	0.0	-
0.5705	8950	0.0	-
0.5711	8960	0.0	-
0.5718	8970	0.0	-
0.5724	8980	0.0	-
0.5730	8990	0.0	-
0.5737	9000	0.0	0.0
0.5743	9010	0.0	-
0.5750	9020	0.0	-
0.5756	9030	0.0	-
0.5762	9040	0.0	-
0.5769	9050	0.0	-
0.5775	9060	0.0	-
0.5781	9070	0.0	-
0.5788	9080	0.0	-
0.5794	9090	0.0	-
0.5801	9100	0.0	-
0.5807	9110	0.0	-
0.5813	9120	0.0	-
0.5820	9130	0.0	-
0.5826	9140	0.0	-
0.5832	9150	0.0	-
0.5839	9160	0.0	-
0.5845	9170	0.0	-
0.5852	9180	0.0	-
0.5858	9190	0.0	-
0.5864	9200	0.0	-
0.5871	9210	0.0	-
0.5877	9220	0.0	-
0.5883	9230	0.0	-
0.5890	9240	0.0	-
0.5896	9250	0.0	-
0.5903	9260	0.0	-
0.5909	9270	0.0	-
0.5915	9280	0.0	-
0.5922	9290	0.0	-
0.5928	9300	0.0	-
0.5934	9310	0.0	-
0.5941	9320	0.0	-
0.5947	9330	0.0	-
0.5954	9340	0.0	-
0.5960	9350	0.0	-
0.5966	9360	0.0	-
0.5973	9370	0.0	-
0.5979	9380	0.0	-
0.5985	9390	0.0	-
0.5992	9400	0.0	-
0.5998	9410	0.0	-
0.6005	9420	0.0	-
0.6011	9430	0.0	-
0.6017	9440	0.0	-
0.6024	9450	0.0	-
0.6030	9460	0.0	-
0.6036	9470	0.0	-
0.6043	9480	0.0	-
0.6049	9490	0.0	-
0.6056	9500	0.0	-
0.6062	9510	0.0	-
0.6068	9520	0.0	-
0.6075	9530	0.0	-
0.6081	9540	0.0	-
0.6087	9550	0.0	-
0.6094	9560	0.0	-
0.6100	9570	0.0	-
0.6107	9580	0.0	-
0.6113	9590	0.0	-
0.6119	9600	0.0	-
0.6126	9610	0.0	-
0.6132	9620	0.0	-
0.6138	9630	0.0	-
0.6145	9640	0.0	-
0.6151	9650	0.0	-
0.6158	9660	0.0	-
0.6164	9670	0.0	-
0.6170	9680	0.0	-
0.6177	9690	0.0	-
0.6183	9700	0.0	-
0.6189	9710	0.0	-
0.6196	9720	0.0	-
0.6202	9730	0.0	-
0.6209	9740	0.0	-
0.6215	9750	0.0	-
0.6221	9760	0.0	-
0.6228	9770	0.0	-
0.6234	9780	0.0	-
0.6240	9790	0.0	-
0.6247	9800	0.0	-
0.6253	9810	0.0	-
0.6260	9820	0.0	-
0.6266	9830	0.0	-
0.6272	9840	0.0	-
0.6279	9850	0.0	-
0.6285	9860	0.0	-
0.6291	9870	0.0	-
0.6298	9880	0.0	-
0.6304	9890	0.0	-
0.6311	9900	0.0	-
0.6317	9910	0.0	-
0.6323	9920	0.0	-
0.6330	9930	0.0	-
0.6336	9940	0.0	-
0.6342	9950	0.0	-
0.6349	9960	0.0	-
0.6355	9970	0.0	-
0.6362	9980	0.0	-
0.6368	9990	0.0	-
0.6374	10000	0.0	0.0
0.6381	10010	0.0	-
0.6387	10020	0.0	-
0.6393	10030	0.0	-
0.6400	10040	0.0	-
0.6406	10050	0.0	-
0.6413	10060	0.0	-
0.6419	10070	0.0	-
0.6425	10080	0.0	-
0.6432	10090	0.0	-
0.6438	10100	0.0	-
0.6444	10110	0.0	-
0.6451	10120	0.0	-
0.6457	10130	0.0	-
0.6464	10140	0.0	-
0.6470	10150	0.0	-
0.6476	10160	0.0	-
0.6483	10170	0.0	-
0.6489	10180	0.0	-
0.6495	10190	0.0	-
0.6502	10200	0.0	-
0.6508	10210	0.0	-
0.6515	10220	0.0	-
0.6521	10230	0.0	-
0.6527	10240	0.0	-
0.6534	10250	0.0	-
0.6540	10260	0.0	-
0.6546	10270	0.0	-
0.6553	10280	0.0	-
0.6559	10290	0.0	-
0.6566	10300	0.0	-
0.6572	10310	0.0	-
0.6578	10320	0.0	-
0.6585	10330	0.0	-
0.6591	10340	0.0	-
0.6597	10350	0.0	-
0.6604	10360	0.0	-
0.6610	10370	0.0	-
0.6617	10380	0.0	-
0.6623	10390	0.0	-
0.6629	10400	0.0	-
0.6636	10410	0.0	-
0.6642	10420	0.0	-
0.6648	10430	0.0	-
0.6655	10440	0.0	-
0.6661	10450	0.0	-
0.6668	10460	0.0	-
0.6674	10470	0.0	-
0.6680	10480	0.0	-
0.6687	10490	0.0	-
0.6693	10500	0.0	-
0.6699	10510	0.0	-
0.6706	10520	0.0	-
0.6712	10530	0.0	-
0.6719	10540	0.0	-
0.6725	10550	0.0	-
0.6731	10560	0.0	-
0.6738	10570	0.0	-
0.6744	10580	0.0	-
0.6750	10590	0.0	-
0.6757	10600	0.0	-
0.6763	10610	0.0	-
0.6770	10620	0.0	-
0.6776	10630	0.0	-
0.6782	10640	0.0	-
0.6789	10650	0.0	-
0.6795	10660	0.0	-
0.6801	10670	0.0	-
0.6808	10680	0.0	-
0.6814	10690	0.0	-
0.6820	10700	0.0	-
0.6827	10710	0.0	-
0.6833	10720	0.0	-
0.6840	10730	0.0	-
0.6846	10740	0.0	-
0.6852	10750	0.0	-
0.6859	10760	0.0	-
0.6865	10770	0.0	-
0.6871	10780	0.0	-
0.6878	10790	0.0	-
0.6884	10800	0.0	-
0.6891	10810	0.0	-
0.6897	10820	0.0	-
0.6903	10830	0.0	-
0.6910	10840	0.0	-
0.6916	10850	0.0	-
0.6922	10860	0.0	-
0.6929	10870	0.0	-
0.6935	10880	0.0	-
0.6942	10890	0.0	-
0.6948	10900	0.0	-
0.6954	10910	0.0	-
0.6961	10920	0.0	-
0.6967	10930	0.0	-
0.6973	10940	0.0	-
0.6980	10950	0.0	-
0.6986	10960	0.0	-
0.6993	10970	0.0	-
0.6999	10980	0.0	-
0.7005	10990	0.0	-
0.7012	11000	0.0	0.0
0.7018	11010	0.0	-
0.7024	11020	0.0	-
0.7031	11030	0.0	-
0.7037	11040	0.0	-
0.7044	11050	0.0	-
0.7050	11060	0.0	-
0.7056	11070	0.0	-
0.7063	11080	0.0	-
0.7069	11090	0.0	-
0.7075	11100	0.0	-
0.7082	11110	0.0	-
0.7088	11120	0.0001	-
0.7095	11130	0.0	-
0.7101	11140	0.0001	-
0.7107	11150	0.0	-
0.7114	11160	0.0	-
0.7120	11170	0.0	-
0.7126	11180	0.0001	-
0.7133	11190	0.0079	-
0.7139	11200	0.0	-
0.7146	11210	0.0	-
0.7152	11220	0.0	-
0.7158	11230	0.0	-
0.7165	11240	0.0	-
0.7171	11250	0.0	-
0.7177	11260	0.0	-
0.7184	11270	0.0	-
0.7190	11280	0.0	-
0.7197	11290	0.0	-
0.7203	11300	0.0	-
0.7209	11310	0.0	-
0.7216	11320	0.0	-
0.7222	11330	0.0	-
0.7228	11340	0.0	-
0.7235	11350	0.0	-
0.7241	11360	0.0	-
0.7248	11370	0.0	-
0.7254	11380	0.0	-
0.7260	11390	0.0	-
0.7267	11400	0.0	-
0.7273	11410	0.0	-
0.7279	11420	0.0	-
0.7286	11430	0.0	-
0.7292	11440	0.0	-
0.7299	11450	0.0	-
0.7305	11460	0.0	-
0.7311	11470	0.0	-
0.7318	11480	0.0	-
0.7324	11490	0.0	-
0.7330	11500	0.0	-
0.7337	11510	0.0	-
0.7343	11520	0.0	-
0.7350	11530	0.0	-
0.7356	11540	0.0	-
0.7362	11550	0.0	-
0.7369	11560	0.0	-
0.7375	11570	0.0	-
0.7381	11580	0.0	-
0.7388	11590	0.0	-
0.7394	11600	0.0	-
0.7401	11610	0.0	-
0.7407	11620	0.0	-
0.7413	11630	0.0	-
0.7420	11640	0.0	-
0.7426	11650	0.0	-
0.7432	11660	0.0	-
0.7439	11670	0.0	-
0.7445	11680	0.0	-
0.7452	11690	0.0	-
0.7458	11700	0.0	-
0.7464	11710	0.0	-
0.7471	11720	0.0	-
0.7477	11730	0.0	-
0.7483	11740	0.0	-
0.7490	11750	0.0	-
0.7496	11760	0.0	-
0.7503	11770	0.0	-
0.7509	11780	0.0	-
0.7515	11790	0.0	-
0.7522	11800	0.0	-
0.7528	11810	0.0	-
0.7534	11820	0.0	-
0.7541	11830	0.0	-
0.7547	11840	0.0	-
0.7554	11850	0.0	-
0.7560	11860	0.0	-
0.7566	11870	0.0	-
0.7573	11880	0.0	-
0.7579	11890	0.0	-
0.7585	11900	0.0	-
0.7592	11910	0.0	-
0.7598	11920	0.0	-
0.7605	11930	0.0	-
0.7611	11940	0.0	-
0.7617	11950	0.0	-
0.7624	11960	0.0	-
0.7630	11970	0.0	-
0.7636	11980	0.0	-
0.7643	11990	0.0	-
0.7649	12000	0.0	0.0
0.7656	12010	0.0	-
0.7662	12020	0.0	-
0.7668	12030	0.0	-
0.7675	12040	0.0	-
0.7681	12050	0.0	-
0.7687	12060	0.0	-
0.7694	12070	0.0	-
0.7700	12080	0.0	-
0.7707	12090	0.0	-
0.7713	12100	0.0	-
0.7719	12110	0.0	-
0.7726	12120	0.0	-
0.7732	12130	0.0	-
0.7738	12140	0.0	-
0.7745	12150	0.0	-
0.7751	12160	0.0	-
0.7758	12170	0.0	-
0.7764	12180	0.0	-
0.7770	12190	0.0	-
0.7777	12200	0.0	-
0.7783	12210	0.0	-
0.7789	12220	0.0	-
0.7796	12230	0.0	-
0.7802	12240	0.0	-
0.7809	12250	0.0	-
0.7815	12260	0.0	-
0.7821	12270	0.0	-
0.7828	12280	0.0	-
0.7834	12290	0.0	-
0.7840	12300	0.0	-
0.7847	12310	0.0	-
0.7853	12320	0.0	-
0.7860	12330	0.0	-
0.7866	12340	0.0	-
0.7872	12350	0.0	-
0.7879	12360	0.0	-
0.7885	12370	0.0	-
0.7891	12380	0.0	-
0.7898	12390	0.0	-
0.7904	12400	0.0	-
0.7911	12410	0.0	-
0.7917	12420	0.0	-
0.7923	12430	0.0	-
0.7930	12440	0.0	-
0.7936	12450	0.0	-
0.7942	12460	0.0	-
0.7949	12470	0.0	-
0.7955	12480	0.0	-
0.7961	12490	0.0	-
0.7968	12500	0.0	-
0.7974	12510	0.0	-
0.7981	12520	0.0	-
0.7987	12530	0.0	-
0.7993	12540	0.0	-
0.8000	12550	0.0	-
0.8006	12560	0.0	-
0.8012	12570	0.0	-
0.8019	12580	0.0	-
0.8025	12590	0.0	-
0.8032	12600	0.0	-
0.8038	12610	0.0	-
0.8044	12620	0.0	-
0.8051	12630	0.0	-
0.8057	12640	0.0	-
0.8063	12650	0.0	-
0.8070	12660	0.0	-
0.8076	12670	0.0	-
0.8083	12680	0.0	-
0.8089	12690	0.0	-
0.8095	12700	0.0	-
0.8102	12710	0.0	-
0.8108	12720	0.0	-
0.8114	12730	0.0	-
0.8121	12740	0.0	-
0.8127	12750	0.0	-
0.8134	12760	0.0	-
0.8140	12770	0.0	-
0.8146	12780	0.0	-
0.8153	12790	0.0	-
0.8159	12800	0.0	-
0.8165	12810	0.0	-
0.8172	12820	0.0	-
0.8178	12830	0.0	-
0.8185	12840	0.0	-
0.8191	12850	0.0	-
0.8197	12860	0.0	-
0.8204	12870	0.0	-
0.8210	12880	0.0	-
0.8216	12890	0.0	-
0.8223	12900	0.0	-
0.8229	12910	0.0	-
0.8236	12920	0.0	-
0.8242	12930	0.0	-
0.8248	12940	0.0	-
0.8255	12950	0.0	-
0.8261	12960	0.0	-
0.8267	12970	0.0	-
0.8274	12980	0.0	-
0.8280	12990	0.0	-
0.8287	13000	0.0	0.0
0.8293	13010	0.0	-
0.8299	13020	0.0	-
0.8306	13030	0.0	-
0.8312	13040	0.0	-
0.8318	13050	0.0	-
0.8325	13060	0.0	-
0.8331	13070	0.0	-
0.8338	13080	0.0	-
0.8344	13090	0.0	-
0.8350	13100	0.0	-
0.8357	13110	0.0	-
0.8363	13120	0.0	-
0.8369	13130	0.0	-
0.8376	13140	0.0	-
0.8382	13150	0.0	-
0.8389	13160	0.0	-
0.8395	13170	0.0	-
0.8401	13180	0.0	-
0.8408	13190	0.0	-
0.8414	13200	0.0	-
0.8420	13210	0.0	-
0.8427	13220	0.0	-
0.8433	13230	0.0	-
0.8440	13240	0.0	-
0.8446	13250	0.0	-
0.8452	13260	0.0	-
0.8459	13270	0.0	-
0.8465	13280	0.0	-
0.8471	13290	0.0	-
0.8478	13300	0.0	-
0.8484	13310	0.0	-
0.8491	13320	0.0	-
0.8497	13330	0.0	-
0.8503	13340	0.0	-
0.8510	13350	0.0	-
0.8516	13360	0.0	-
0.8522	13370	0.0	-
0.8529	13380	0.0	-
0.8535	13390	0.0	-
0.8542	13400	0.0	-
0.8548	13410	0.0	-
0.8554	13420	0.0	-
0.8561	13430	0.0	-
0.8567	13440	0.0	-
0.8573	13450	0.0	-
0.8580	13460	0.0	-
0.8586	13470	0.0	-
0.8593	13480	0.0	-
0.8599	13490	0.0	-
0.8605	13500	0.0	-
0.8612	13510	0.0	-
0.8618	13520	0.0	-
0.8624	13530	0.0	-
0.8631	13540	0.0	-
0.8637	13550	0.0	-
0.8644	13560	0.0	-
0.8650	13570	0.0	-
0.8656	13580	0.0	-
0.8663	13590	0.0	-
0.8669	13600	0.0	-
0.8675	13610	0.0	-
0.8682	13620	0.0	-
0.8688	13630	0.0	-
0.8695	13640	0.0	-
0.8701	13650	0.0	-
0.8707	13660	0.0	-
0.8714	13670	0.0	-
0.8720	13680	0.0	-
0.8726	13690	0.0	-
0.8733	13700	0.0	-
0.8739	13710	0.0	-
0.8746	13720	0.0	-
0.8752	13730	0.0	-
0.8758	13740	0.0	-
0.8765	13750	0.0	-
0.8771	13760	0.0	-
0.8777	13770	0.0	-
0.8784	13780	0.0	-
0.8790	13790	0.0	-
0.8797	13800	0.0	-
0.8803	13810	0.0	-
0.8809	13820	0.0	-
0.8816	13830	0.0	-
0.8822	13840	0.0	-
0.8828	13850	0.0	-
0.8835	13860	0.0	-
0.8841	13870	0.0	-
0.8848	13880	0.0	-
0.8854	13890	0.0	-
0.8860	13900	0.0	-
0.8867	13910	0.0	-
0.8873	13920	0.0	-
0.8879	13930	0.0	-
0.8886	13940	0.0	-
0.8892	13950	0.0	-
0.8899	13960	0.0	-
0.8905	13970	0.0	-
0.8911	13980	0.0	-
0.8918	13990	0.0	-
0.8924	14000	0.0	0.0
0.8930	14010	0.0	-
0.8937	14020	0.0	-
0.8943	14030	0.0	-
0.8950	14040	0.0	-
0.8956	14050	0.0	-
0.8962	14060	0.0	-
0.8969	14070	0.0	-
0.8975	14080	0.0	-
0.8981	14090	0.0	-
0.8988	14100	0.0	-
0.8994	14110	0.0	-
0.9001	14120	0.0	-
0.9007	14130	0.0	-
0.9013	14140	0.0	-
0.9020	14150	0.0	-
0.9026	14160	0.0	-
0.9032	14170	0.0	-
0.9039	14180	0.0	-
0.9045	14190	0.0	-
0.9052	14200	0.0	-
0.9058	14210	0.0	-
0.9064	14220	0.0	-
0.9071	14230	0.0	-
0.9077	14240	0.0	-
0.9083	14250	0.0	-
0.9090	14260	0.0	-
0.9096	14270	0.0	-
0.9102	14280	0.0	-
0.9109	14290	0.0	-
0.9115	14300	0.0	-
0.9122	14310	0.0	-
0.9128	14320	0.0	-
0.9134	14330	0.0	-
0.9141	14340	0.0	-
0.9147	14350	0.0	-
0.9153	14360	0.0	-
0.9160	14370	0.0	-
0.9166	14380	0.0	-
0.9173	14390	0.0	-
0.9179	14400	0.0	-
0.9185	14410	0.0	-
0.9192	14420	0.0	-
0.9198	14430	0.0	-
0.9204	14440	0.0	-
0.9211	14450	0.0	-
0.9217	14460	0.0	-
0.9224	14470	0.0	-
0.9230	14480	0.0	-
0.9236	14490	0.0	-
0.9243	14500	0.0	-
0.9249	14510	0.0	-
0.9255	14520	0.0	-
0.9262	14530	0.0	-
0.9268	14540	0.0	-
0.9275	14550	0.0	-
0.9281	14560	0.0	-
0.9287	14570	0.0	-
0.9294	14580	0.0	-
0.9300	14590	0.0	-
0.9306	14600	0.0	-
0.9313	14610	0.0	-
0.9319	14620	0.0	-
0.9326	14630	0.0	-
0.9332	14640	0.0	-
0.9338	14650	0.0	-
0.9345	14660	0.0	-
0.9351	14670	0.0	-
0.9357	14680	0.0	-
0.9364	14690	0.0	-
0.9370	14700	0.0	-
0.9377	14710	0.0	-
0.9383	14720	0.0	-
0.9389	14730	0.0	-
0.9396	14740	0.0	-
0.9402	14750	0.0	-
0.9408	14760	0.0	-
0.9415	14770	0.0	-
0.9421	14780	0.0	-
0.9428	14790	0.0	-
0.9434	14800	0.0	-
0.9440	14810	0.0	-
0.9447	14820	0.0	-
0.9453	14830	0.0	-
0.9459	14840	0.0	-
0.9466	14850	0.0	-
0.9472	14860	0.0	-
0.9479	14870	0.0	-
0.9485	14880	0.0	-
0.9491	14890	0.0	-
0.9498	14900	0.0	-
0.9504	14910	0.0	-
0.9510	14920	0.0	-
0.9517	14930	0.0	-
0.9523	14940	0.0	-
0.9530	14950	0.0	-
0.9536	14960	0.0	-
0.9542	14970	0.0	-
0.9549	14980	0.0	-
0.9555	14990	0.0	-
0.9561	15000	0.0	0.0
0.9568	15010	0.0	-
0.9574	15020	0.0	-
0.9581	15030	0.0	-
0.9587	15040	0.0	-
0.9593	15050	0.0	-
0.9600	15060	0.0	-
0.9606	15070	0.0	-
0.9612	15080	0.0	-
0.9619	15090	0.0	-
0.9625	15100	0.0	-
0.9632	15110	0.0	-
0.9638	15120	0.0	-
0.9644	15130	0.0	-
0.9651	15140	0.0	-
0.9657	15150	0.0	-
0.9663	15160	0.0	-
0.9670	15170	0.0	-
0.9676	15180	0.0	-
0.9683	15190	0.0	-
0.9689	15200	0.0	-
0.9695	15210	0.0	-
0.9702	15220	0.0	-
0.9708	15230	0.0	-
0.9714	15240	0.0	-
0.9721	15250	0.0	-
0.9727	15260	0.0	-
0.9734	15270	0.0	-
0.9740	15280	0.0	-
0.9746	15290	0.0	-
0.9753	15300	0.0	-
0.9759	15310	0.0	-
0.9765	15320	0.0	-
0.9772	15330	0.0	-
0.9778	15340	0.0	-
0.9785	15350	0.0	-
0.9791	15360	0.0	-
0.9797	15370	0.0	-
0.9804	15380	0.0	-
0.9810	15390	0.0	-
0.9816	15400	0.0	-
0.9823	15410	0.0	-
0.9829	15420	0.0	-
0.9836	15430	0.0	-
0.9842	15440	0.0	-
0.9848	15450	0.0	-
0.9855	15460	0.0	-
0.9861	15470	0.0	-
0.9867	15480	0.0	-
0.9874	15490	0.0	-
0.9880	15500	0.0	-
0.9887	15510	0.0	-
0.9893	15520	0.0	-
0.9899	15530	0.0	-
0.9906	15540	0.0	-
0.9912	15550	0.0	-
0.9918	15560	0.0	-
0.9925	15570	0.0	-
0.9931	15580	0.0	-
0.9938	15590	0.0	-
0.9944	15600	0.0	-
0.9950	15610	0.0	-
0.9957	15620	0.0	-
0.9963	15630	0.0	-
0.9969	15640	0.0	-
0.9976	15650	0.0	-
0.9982	15660	0.0	-
0.9989	15670	0.0	-
0.9995	15680	0.0	-

The bold row denotes the saved checkpoint.

Framework Versions

Python: 3.10.14
SetFit: 1.1.0.dev0
Sentence Transformers: 3.0.1
Transformers: 4.44.2
PyTorch: 2.4.0+cu121
Datasets: 2.21.0
Tokenizers: 0.19.1

Citation

BibTeX

@article{https://doi.org/10.48550/arxiv.2209.11055,
    doi = {10.48550/ARXIV.2209.11055},
    url = {https://arxiv.org/abs/2209.11055},
    author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
    keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
    title = {Efficient Few-Shot Learning Without Prompts},
    publisher = {arXiv},
    year = {2022},
    copyright = {Creative Commons Attribution 4.0 International}
}