EE_baseline

This model is a fine-tuned version of distilbert-base-uncased on the DocEE dataset. It achieves the following results on the evaluation set:

• Loss: 0.3574
• Overall Precision: 0.9080
• Overall Recall: 0.9078
• Overall F1: 0.9079
• Overall Accuracy: 0.9062
• Accident investigator F1: 0.6380
• Accusation F1: 0.4621
• Accused people F1: 0.0892
• Achievement F1: 0.0545
• Acquiree F1: 0.4458
• Acquirer F1: 0.0260
• Acquisition amount F1: 0.4444
• Affected area F1: 0.4404
• Affected areas F1: 0.4831
• Affected industries F1: 0.0
• Age F1: 0.0
• Age of the appointee F1: 0.0
• Age of the resignated person F1: 0.0
• Agreement content F1: 0.2914
• Agreement members F1: 0.0
• Agreement name F1: 0.1966
• Agreement validity period F1: 0.0
• Aid agency F1: 0.1862
• Aid reason F1: 0.0
• Aid supplies/amount F1: 0.2523
• Aircraft agency F1: 0.6034
• Alternate landing place F1: 0.0
• Amount of precipitation F1: 0.2333
• Annoncement date F1: 0.0
• Announce platform F1: 0.0
• Announcement date F1: 0.0
• Anti-pollution people/organizations F1: 0.3826
• Appointee F1: 0.4265
• Appointer F1: 0.0
• Appointment time F1: 0.0
• Approver F1: 0.0
• Archaeologist F1: 0.0
• Archaeologist organization F1: 0.4615
• Area affected F1: 0.38
• Areas affected F1: 0.4814
• Army F1: 0.5061
• Arrest location F1: 0.0110
• Arrest time F1: 0.0
• Arrested F1: 0.0248
• Artifacts and their chronology F1: 0.4835
• Astronauts F1: 0.1644
• Attacker F1: 0.3946
• Attending hospital F1: 0.6210
• Award F1: 0.3129
• Award field F1: 0.0
• Award reason F1: 0.3343
• Bank name F1: 0.7059
• Bankrupt business F1: 0.0
• Belligerents F1: 0.2090
• Beneficiary F1: 0.0
• Best way to shoot F1: 0.0
• Bill drafting agency F1: 0.0
• Boycotted institutions F1: 0.0
• Candidates and their political parties F1: 0.3757
• Carrier rocket F1: 0.2292
• Casualities and losses F1: 0.0
• Casualties and losses F1: 0.5718
• Cause F1: 0.3149
• Champions F1: 0.0217
• Charged crime F1: 0.2216
• Child F1: 0.1190
• Child custody F1: 0.3956
• Commanders and their position F1: 0.5385
• Commanders of the army F1: 0.0
• Compensation F1: 0.0
• Competition items F1: 0.2080
• Complications F1: 0.0
• Confirmed/infected cases F1: 0.4291
• Conflict duration F1: 0.1449
• Contest participant F1: 0.3786
• Contracting parties F1: 0.2005
• Cooperative agency F1: 0.0
• Cost F1: 0.2286
• Countries withdrawing from the organization F1: 0.1299
• Country visited F1: 0.2581
• Court F1: 0.4378
• Court time F1: 0.0
• Crew F1: 0.3313
• Criminal evidence F1: 0.0157
• Cured cases F1: 0.0
• Cured rate F1: 0.0
• Damaged crops & livestock F1: 0.0
• Damaged facility F1: 0.4121
• Damaged property F1: 0.0
• Date F1: 0.5995
• Death cases F1: 0.3879
• Death rate F1: 0.0
• Death reason F1: 0.2128
• Deceased F1: 0.4419
• Declarer F1: 0.2158
• Defense lawyer F1: 0.2456
• Deliberating agency F1: 0.1931
• Detention start time F1: 0.0
• Disaster-stricken farmland F1: 0.4504
• Discover location F1: 0.5113
• Discover time F1: 0.0
• Disease F1: 0.2854
• Doctor F1: 0.0
• Doctor and medical team F1: 0.3704
• Duration F1: 0.4
• Economic loss F1: 0.2308
• Economists who predicted the crisis F1: 0.0
• Economy loss F1: 0.0
• Effective date F1: 0.2112
• Election goal F1: 0.0
• Election name F1: 0.3071
• Electoral system F1: 0.0
• Employed institution F1: 0.0
• Employment agency F1: 0.0
• End date F1: 0.0
• End time F1: 0.0
• End Date F1: 0.0
• Epicenter F1: 0.5775
• Epidemic data issuing agency F1: 0.3376
• Evidence F1: 0.0
• Exit conditions F1: 0.2000
• Fine reason F1: 0.3776
• Fined agency F1: 0.1921
• Fire warning level F1: 0.0260
• Flight no. F1: 0.4396
• Forecasting agency F1: 0.2073
• Funding F1: 0.2078
• Game name F1: 0.6438
• Goal F1: 0.5561
• Government reaction F1: 0.0
• Grades F1: 0.4895
• Head of institution F1: 0.0
• Head of investigation team F1: 0.0
• Head of the government F1: 0.0
• Head of the institution F1: 0.0
• Head of the merged organization F1: 0.0
• Historical sites F1: 0.0
• Host F1: 0.0
• Host country F1: 0.0
• Hostage F1: 0.0
• How many times get married F1: 0.0
• Hull discovery time F1: 0.1754
• Hull location F1: 0.0
• Husband F1: 0.3897
• Illness F1: 0.0
• Inauguration time F1: 0.0
• Influence people F1: 0.3912
• Influenced crops and livelihood F1: 0.0
• Influenced people F1: 0.0
• Investigating spokesperson F1: 0.0
• Investigating agency F1: 0.3387
• Investigative agency F1: 0.0673
• Invited person F1: 0.0
• Jail time F1: 0.0
• Join conditions F1: 0.0
• Judge F1: 0.2941
• Judgement result/prison term F1: 0.4949
• Last job of the appointee F1: 0.0
• Last outbreak time F1: 0.0
• Last time the record was broken F1: 0.0
• Lasting time F1: 0.0220
• Launch country F1: 0.0
• Launch date F1: 0.5463
• Launch result F1: 0.0
• Launch site F1: 0.7380
• Lawyer F1: 0.0
• Live broadcast platform F1: 0.0
• Location F1: 0.5958
• Location/hospital F1: 0.3753
• Lost contact time F1: 0.0
• Mvp F1: 0.0
• Magnitude F1: 0.6248
• Magnitude(tsunami heights) F1: 0.0
• Marriage duration F1: 0.7006
• Maximum rainfall F1: 0.4657
• Maximum wind speed F1: 0.5548
• Merger terms F1: 0.0
• Method F1: 0.2181
• Military exercise F1: 0.6316
• Military strength F1: 0.192
• Missings F1: 0.0
• Mission duration F1: 0.0
• News release agency F1: 0.0
• Number of aftershocks F1: 0.0
• Number of damaged house F1: 0.0
• Number of damaged houses F1: 0.5988
• Number of destroyed building F1: 0.4419
• Number of evacuated people F1: 0.5673
• Number of influenced people F1: 0.3930
• Number of people hospitalized F1: 0.0
• Number of rebuilding house F1: 0.3571
• Number of rescued people F1: 0.0
• Number of trapped people F1: 0.0
• Number of vaccinated people F1: 0.0
• Number of vehicles involved in the crash F1: 0.5159
• Number of victims F1: 0.0755
• Organization F1: 0.3526
• Organization industry F1: 0.0
• Organization leader F1: 0.0
• Organization members F1: 0.0
• Organization name F1: 0.4794
• Outbreak date F1: 0.4258
• Outbreak location F1: 0.0545
• Participants F1: 0.3256
• Participating countries F1: 0.5893
• Party responsible for pollution F1: 0.0
• Passengers F1: 0.2658
• Penalty amount F1: 0.4949
• People F1: 0.2165
• People casting key votes F1: 0.0
• People/organization who predicted the disaster F1: 0.3673
• Perpetrator F1: 0.0
• Perpetrators F1: 0.6147
• Person under investigation F1: 0.0
• Pests F1: 0.0870
• Poisoning type F1: 0.4541
• Police F1: 0.0027
• Policy content F1: 0.2313
• Policy name & abbreviation F1: 0.0
• Policy proposals F1: 0.1592
• Pollution source F1: 0.2657
• Position F1: 0.3538
• Postpone reason F1: 0.0
• Postpone time F1: 0.0
• Precautionary measure F1: 0.2716
• Predecessor F1: 0.0392
• Previous record holder F1: 0.0
• Prison F1: 0.0
• Prison term F1: 0.0
• Production cuts F1: 0.0
• Profession F1: 0.2192
• Projects F1: 0.1649
• Property division F1: 0.2216
• Prosecution lawyer F1: 0.0
• Prosecutor F1: 0.0825
• Protest reason F1: 0.4686
• Protest slogan F1: 0.2637
• Protesters F1: 0.3607
• Reasons for the formation of the historical sites F1: 0.1739
• Record breaker F1: 0.4172
• Record-breaking project F1: 0.5196
• Recovered amount F1: 0.0
• Refuge F1: 0.0
• Registered capital F1: 0.0
• Regulatory authority F1: 0.5455
• Related rivers or lakes F1: 0.0513
• Release reason F1: 0.0
• Release time F1: 0.0
• Released people F1: 0.2994
• Rescue organizer F1: 0.2338
• Rescue start time F1: 0.0
• Rescue tool or method F1: 0.0
• Research agency F1: 0.3550
• Resign reason F1: 0.2700
• Resignated person F1: 0.4795
• Response measures F1: 0.1152
• Riot reason F1: 0.4843
• Scale F1: 0.2530
• Scheduled landing place F1: 0.6439
• Score F1: 0.3506
• Sentencing location F1: 0.0
• Sequelae F1: 0.0
• Service years F1: 0.0
• Ship agency F1: 0.0
• Ship no. F1: 0.1235
• Shipwreck reason F1: 0.0
• Solution F1: 0.2218
• Spacecraft F1: 0.2282
• Spacecraft mission F1: 0.1781
• Speaker F1: 0.2268
• Speaker status F1: 0.0
• Special medicine F1: 0.0
• Spectacle duration F1: 0.5556
• Spectacle end time F1: 0.9532
• Spectacle location F1: 0.5354
• Spectacle start time F1: 0.3673
• Spokenmen F1: 0.0
• Spokeswoman/spokesman F1: 0.125
• Sponsor F1: 0.0227
• Start date F1: 0.1379
• Start time F1: 0.1579
• Start Date F1: 0.0
• State before death F1: 0.0
• State of the hull F1: 0.1455
• Stolen amount F1: 0.4571
• Storm center location F1: 0.1538
• Storm direction F1: 0.0
• Storm formation location F1: 0.0
• Storm formation time F1: 0.0
• Storm hit location F1: 0.4297
• Storm hit time F1: 0.4220
• Storm movement speed F1: 0.0
• Storm name F1: 0.0
• Storm warning level F1: 0.2959
• Strike agency F1: 0.0632
• Strike industry F1: 0.0
• Strike outcome F1: 0.0
• Strike reason F1: 0.3625
• Strikers F1: 0.1674
• Strikers status F1: 0.0
• Successor F1: 0.0
• Summit name F1: 0.0
• Summit theme F1: 0.1863
• Survivors F1: 0.3427
• Susceptible population F1: 0.0
• Suspect F1: 0.2394
• Suspected cases F1: 0.0
• Symptom F1: 0.0157
• Symptoms F1: 0.5775
• Taking-off place F1: 0.0
• Target F1: 0.3757
• Tear up reason F1: 0.0
• Temporary settlement F1: 0.0
• Term of office F1: 0.2105
• The agency who broke the agreement F1: 0.0
• The charged crime F1: 0.1155
• The final seats result F1: 0.2222
• The final votes and percentages F1: 0.3812
• The grades of the previous record holder F1: 0.0
• The sentence claimed by the defense lawyer F1: 0.0
• The sentence claimed by the prosecutor's lawyer F1: 0.0714
• The state of the volcano (dormant or active) F1: 0.0
• The worst-hit area F1: 0.2041
• Time for dignitaries to resign F1: 0.0
• Time of the case F1: 0.0591
• Train agency F1: 0.0
• Train no. F1: 0.3069
• Transportation F1: 0.0
• Trapped depth F1: 0.0
• Treatment method F1: 0.0
• Tsunami warning level F1: 0.0
• Tsunamis F1: 0.0
• Turnout(who win who lost) F1: 0.0
• Types of the spectacle F1: 0.2907
• Unemployed rate F1: 0.3077
• Vaccine research and development organization F1: 0.0
• Victim F1: 0.0
• Visitor F1: 0.3224
• Volcano name F1: 0.5775
• Voting method F1: 0.0
• Warning device F1: 0.0
• Water level F1: 0.364
• Way for spreading F1: 0.4390
• Ways to watch the speech F1: 0.0
• Weapon F1: 0.3756
• Weapon used F1: 0.48
• Weapon and equippment F1: 0.5435
• Wedding dress designer F1: 0.0
• Wedding venue F1: 0.4560
• Wife F1: 0.4288
• Winner F1: 0.1623
• Withdraw reason F1: 0.0
• Witness F1: 0.0

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 2e-05
• train_batch_size: 8
• eval_batch_size: 4
• seed: 42
• gradient_accumulation_steps: 16
• total_train_batch_size: 128
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 17

Training results

Training Loss	Epoch	Step	Validation Loss	Overall Precision	Overall Recall	Overall F1	Overall Accuracy	Accident investigator F1	Accusation F1	Accused people F1	Achievement F1	Acquiree F1	Acquirer F1	Acquisition amount F1	Affected area F1	Affected areas F1	Affected industries F1	Age F1	Age of the appointee F1	Age of the resignated person F1	Agreement content F1	Agreement members F1	Agreement name F1	Agreement validity period F1	Aid agency F1	Aid reason F1	Aid supplies/amount F1	Aircraft agency F1	Alternate landing place F1	Amount of precipitation F1	Annoncement date F1	Announce platform F1	Announcement date F1	Anti-pollution people/organizations F1	Appointee F1	Appointer F1	Appointment time F1	Approver F1	Archaeologist F1	Archaeologist organization F1	Area affected F1	Areas affected F1	Army F1	Arrest location F1	Arrest time F1	Arrested F1	Artifacts and their chronology F1	Astronauts F1	Attacker F1	Attending hospital F1	Award F1	Award field F1	Award reason F1	Bank name F1	Bankrupt business F1	Belligerents F1	Beneficiary F1	Best way to shoot F1	Bill drafting agency F1	Boycotted institutions F1	Candidates and their political parties F1	Carrier rocket F1	Casualities and losses F1	Casualties and losses F1	Cause F1	Champions F1	Charged crime F1	Child F1	Child custody F1	Commanders and their position F1	Commanders of the army F1	Compensation F1	Competition items F1	Complications F1	Confirmed/infected cases F1	Conflict duration F1	Contest participant F1	Contracting parties F1	Cooperative agency F1	Cost F1	Countries withdrawing from the organization F1	Country visited F1	Court F1	Court time F1	Crew F1	Criminal evidence F1	Cured cases F1	Cured rate F1	Damaged crops & livestock F1	Damaged facility F1	Damaged property F1	Date F1	Death cases F1	Death rate F1	Death reason F1	Deceased F1	Declarer F1	Defense lawyer F1	Deliberating agency F1	Detention start time F1	Disaster-stricken farmland F1	Discover location F1	Discover time F1	Disease F1	Doctor F1	Doctor and medical team F1	Duration F1	Economic loss F1	Economists who predicted the crisis F1	Economy loss F1	Effective date F1	Election goal F1	Election name F1	Electoral system F1	Employed institution F1	Employment agency F1	End date F1	End time F1	End Date F1	Epicenter F1	Epidemic data issuing agency F1	Evidence F1	Exit conditions F1	Fine reason F1	Fined agency F1	Fire warning level F1	Flight no. F1	Forecasting agency F1	Funding F1	Game name F1	Goal F1	Government reaction F1	Grades F1	Head of institution F1	Head of investigation team F1	Head of the government F1	Head of the institution F1	Head of the merged organization F1	Historical sites F1	Host F1	Host country F1	Hostage F1	How many times get married F1	Hull discovery time F1	Hull location F1	Husband F1	Illness F1	Inauguration time F1	Influence people F1	Influenced crops and livelihood F1	Influenced people F1	Investigating spokesperson F1	Investigating agency F1	Investigative agency F1	Invited person F1	Jail time F1	Join conditions F1	Judge F1	Judgement result/prison term F1	Last job of the appointee F1	Last outbreak time F1	Last time the record was broken F1	Lasting time F1	Launch country F1	Launch date F1	Launch result F1	Launch site F1	Lawyer F1	Live broadcast platform F1	Location F1	Location/hospital F1	Lost contact time F1	Mvp F1	Magnitude F1	Magnitude(tsunami heights) F1	Marriage duration F1	Maximum rainfall F1	Maximum wind speed F1	Merger terms F1	Method F1	Military exercise F1	Military strength F1	Missings F1	Mission duration F1	News release agency F1	Number of aftershocks F1	Number of damaged house F1	Number of damaged houses F1	Number of destroyed building F1	Number of evacuated people F1	Number of influenced people F1	Number of people hospitalized F1	Number of rebuilding house F1	Number of rescued people F1	Number of trapped people F1	Number of vaccinated people F1	Number of vehicles involved in the crash F1	Number of victims F1	Organization F1	Organization industry F1	Organization leader F1	Organization members F1	Organization name F1	Outbreak date F1	Outbreak location F1	Participants F1	Participating countries F1	Party responsible for pollution F1	Passengers F1	Penalty amount F1	People F1	People casting key votes F1	People/organization who predicted the disaster F1	Perpetrator F1	Perpetrators F1	Person under investigation F1	Pests F1	Poisoning type F1	Police F1	Policy content F1	Policy name & abbreviation F1	Policy proposals F1	Pollution source F1	Position F1	Postpone reason F1	Postpone time F1	Precautionary measure F1	Predecessor F1	Previous record holder F1	Prison F1	Prison term F1	Production cuts F1	Profession F1	Projects F1	Property division F1	Prosecution lawyer F1	Prosecutor F1	Protest reason F1	Protest slogan F1	Protesters F1	Reasons for the formation of the historical sites F1	Record breaker F1	Record-breaking project F1	Recovered amount F1	Refuge F1	Registered capital F1	Regulatory authority F1	Related rivers or lakes F1	Release reason F1	Release time F1	Released people F1	Rescue organizer F1	Rescue start time F1	Rescue tool or method F1	Research agency F1	Resign reason F1	Resignated person F1	Response measures F1	Riot reason F1	Scale F1	Scheduled landing place F1	Score F1	Sentencing location F1	Sequelae F1	Service years F1	Ship agency F1	Ship no. F1	Shipwreck reason F1	Solution F1	Spacecraft F1	Spacecraft mission F1	Speaker F1	Speaker status F1	Special medicine F1	Spectacle duration F1	Spectacle end time F1	Spectacle location F1	Spectacle start time F1	Spokenmen F1	Spokeswoman/spokesman F1	Sponsor F1	Start date F1	Start time F1	Start Date F1	State before death F1	State of the hull F1	Stolen amount F1	Storm center location F1	Storm direction F1	Storm formation location F1	Storm formation time F1	Storm hit location F1	Storm hit time F1	Storm movement speed F1	Storm name F1	Storm warning level F1	Strike agency F1	Strike industry F1	Strike outcome F1	Strike reason F1	Strikers F1	Strikers status F1	Successor F1	Summit name F1	Summit theme F1	Survivors F1	Susceptible population F1	Suspect F1	Suspected cases F1	Symptom F1	Symptoms F1	Taking-off place F1	Target F1	Tear up reason F1	Temporary settlement F1	Term of office F1	The agency who broke the agreement F1	The charged crime F1	The final seats result F1	The final votes and percentages F1	The grades of the previous record holder F1	The sentence claimed by the defense lawyer F1	The sentence claimed by the prosecutor's lawyer F1	The state of the volcano (dormant or active) F1	The worst-hit area F1	Time for dignitaries to resign F1	Time of the case F1	Train agency F1	Train no. F1	Transportation F1	Trapped depth F1	Treatment method F1	Tsunami warning level F1	Tsunamis F1	Turnout(who win who lost) F1	Types of the spectacle F1	Unemployed rate F1	Vaccine research and development organization F1	Victim F1	Visitor F1	Volcano name F1	Voting method F1	Warning device F1	Water level F1	Way for spreading F1	Ways to watch the speech F1	Weapon F1	Weapon used F1	Weapon and equippment F1	Wedding dress designer F1	Wedding venue F1	Wife F1	Winner F1	Withdraw reason F1	Witness F1
1.0997	0.45	200	0.7074	0.9147	0.9147	0.9147	0.9143	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.4152	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0664	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.9555	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.5876	0.89	400	0.6196	0.9163	0.9163	0.9163	0.9149	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.4977	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.4938	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0042	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.5212	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0856	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.9569	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.5191	1.34	600	0.5493	0.9180	0.9180	0.9180	0.9164	0.3906	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0169	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.3067	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0648	0.0	0.0	0.5004	0.0332	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.5399	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.2280	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.3564	0.0	0.0	0.1797	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.5607	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1544	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.4412	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0112	0.0	0.0	0.0	0.0	0.0	0.9575	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
0.4718	1.78	800	0.5048	0.9184	0.9184	0.9184	0.9167	0.5108	0.0768	0.0	0.0	0.0	0.0	0.0	0.0361	0.0957	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.3959	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0028	0.0	0.0124	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0900	0.0	0.0	0.5269	0.0332	0.0	0.0024	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0061	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1971	0.0	0.0	0.0	0.0	0.0	0.0	0.5443	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.2956	0.0	0.0	0.0720	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1258	0.0	0.0	0.0	0.0	0.0	0.0	0.3936	0.0	0.0	0.6479	0.0	0.0	0.0105	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0313	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.5694	0.0	0.0	0.0	0.0335	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0884	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.3788	0.0	0.0078	0.0	0.0	0.0135	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.2774	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1224	0.0	0.0	0.0	0.0	0.0	0.9576	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0522	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0207	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0489	0.0	0.0	0.0833	0.0	0.0	0.0
0.4312	2.23	1000	0.4739	0.9178	0.9178	0.9178	0.9160	0.6018	0.3894	0.0029	0.0	0.0	0.0	0.0	0.1709	0.2042	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.4484	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0587	0.0	0.1047	0.0	0.0170	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1054	0.0	0.0	0.5472	0.1383	0.0	0.0570	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0746	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.2661	0.0	0.0	0.0	0.0	0.0	0.0	0.5534	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.3152	0.0	0.0	0.1337	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.3899	0.0	0.0	0.0	0.0	0.0	0.0	0.3829	0.0	0.0	0.6343	0.0	0.0	0.1194	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0190	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.2252	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.5701	0.0	0.0	0.0	0.2731	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1491	0.0	0.0	0.0	0.0143	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.4942	0.0	0.1333	0.0	0.0	0.1477	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0386	0.0	0.0	0.3439	0.0146	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1520	0.0	0.0	0.0	0.0	0.0	0.9574	0.0262	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1035	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1358	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0954	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1354	0.0	0.0	0.1424	0.0	0.0	0.0
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0.2412	9.35	4200	0.3587	0.9088	0.9087	0.9087	0.9069	0.6481	0.4487	0.0638	0.0396	0.4523	0.0	0.6667	0.4119	0.4576	0.0	0.0	0.0	0.0	0.3588	0.0	0.2008	0.0	0.1848	0.0	0.2591	0.5996	0.0	0.0870	0.0	0.0	0.0	0.3655	0.4179	0.0	0.0	0.0	0.0	0.1633	0.2936	0.4592	0.5085	0.0	0.0	0.0	0.4860	0.1488	0.3863	0.6119	0.3170	0.0	0.3204	0.6524	0.0	0.1912	0.0	0.0	0.0	0.0	0.3651	0.0	0.0	0.5691	0.3091	0.0	0.1967	0.0	0.3902	0.5455	0.0	0.0	0.1915	0.0	0.3826	0.0625	0.3698	0.2199	0.0	0.2245	0.1169	0.2340	0.4484	0.0	0.3280	0.0	0.0	0.0	0.0	0.3763	0.0	0.6079	0.3821	0.0	0.1758	0.4340	0.1138	0.1961	0.1985	0.0	0.4247	0.5183	0.0	0.2750	0.0	0.24	0.1017	0.0541	0.0	0.0	0.0650	0.0	0.3214	0.0	0.0	0.0	0.0	0.0	0.0	0.5608	0.3694	0.0	0.0	0.3435	0.1711	0.0	0.4238	0.1176	0.1127	0.6376	0.5188	0.0	0.4916	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1923	0.0	0.3633	0.0	0.0	0.3738	0.0	0.0	0.0	0.2828	0.0	0.0	0.0	0.0	0.2449	0.4811	0.0	0.0	0.0	0.0217	0.0	0.5385	0.0	0.7647	0.0	0.0	0.6028	0.3846	0.0	0.0	0.6310	0.0	0.6620	0.4690	0.4762	0.0	0.096	0.6180	0.1650	0.0	0.0	0.0	0.0	0.0	0.4366	0.2034	0.5305	0.2624	0.0	0.4211	0.0	0.0	0.0	0.3333	0.0	0.2751	0.0	0.0	0.0	0.4563	0.3538	0.0612	0.3124	0.6189	0.0	0.2381	0.4511	0.2022	0.0	0.2857	0.0	0.6109	0.0	0.0988	0.4590	0.0	0.2466	0.0	0.1508	0.2657	0.3608	0.0	0.0	0.3375	0.0	0.0	0.0	0.0	0.0	0.1809	0.2303	0.1977	0.0	0.05	0.4675	0.2874	0.3438	0.1667	0.4096	0.5017	0.0	0.0	0.0	0.3667	0.0615	0.0	0.0	0.0833	0.0	0.0	0.0	0.3602	0.3011	0.4641	0.0906	0.5012	0.2789	0.6041	0.3094	0.0	0.0	0.0	0.0	0.0556	0.0	0.2681	0.2364	0.2083	0.0	0.0	0.0	0.5833	0.9537	0.5526	0.2937	0.0	0.0465	0.0	0.1026	0.1081	0.0	0.0	0.0	0.4414	0.2400	0.0	0.0	0.0	0.3807	0.1370	0.0	0.0	0.2154	0.0	0.0	0.0	0.3606	0.1613	0.0	0.0	0.0	0.2187	0.2309	0.0	0.2393	0.0	0.0	0.6	0.0	0.3562	0.0	0.0	0.0	0.0	0.1314	0.1544	0.3626	0.0	0.0	0.0870	0.0	0.2222	0.0	0.0376	0.0	0.2628	0.0	0.0	0.0	0.0	0.0	0.0	0.2717	0.0	0.0	0.0	0.3099	0.5217	0.0	0.0	0.3675	0.4200	0.0	0.2893	0.0541	0.5298	0.0	0.4358	0.3840	0.1681	0.0	0.0
0.2359	9.79	4400	0.3578	0.9100	0.9099	0.9099	0.9082	0.6363	0.4440	0.0773	0.0653	0.4298	0.0267	0.6667	0.4492	0.4572	0.0	0.0	0.0	0.0	0.3600	0.0	0.2110	0.0	0.1464	0.0	0.2408	0.6049	0.0	0.0	0.0	0.0	0.0	0.4179	0.3887	0.0	0.0	0.0	0.0	0.3273	0.3723	0.4332	0.5277	0.0	0.0	0.0	0.4964	0.1471	0.3777	0.5897	0.3333	0.0	0.3313	0.6800	0.0	0.2164	0.0	0.0	0.0	0.0	0.3749	0.0	0.0	0.5791	0.3199	0.0	0.2280	0.0	0.3457	0.5482	0.0	0.0	0.2136	0.0	0.3258	0.0923	0.3814	0.2284	0.0	0.2292	0.1139	0.2376	0.4789	0.0	0.3365	0.0066	0.0	0.0	0.0	0.3828	0.0	0.6023	0.3221	0.0	0.1957	0.4119	0.1138	0.2041	0.1953	0.0	0.4394	0.5159	0.0	0.2809	0.0	0.3077	0.1017	0.0	0.0	0.0	0.0620	0.0	0.3294	0.0	0.0	0.0	0.0	0.0	0.0	0.6102	0.3051	0.0	0.0	0.3520	0.1916	0.0	0.4508	0.1299	0.1127	0.6101	0.5728	0.0	0.4811	0.0	0.0	0.0	0.0	0.0	0.0163	0.0	0.0	0.0	0.0	0.1724	0.0	0.3853	0.0	0.0	0.3843	0.0	0.0	0.0	0.2881	0.0191	0.0	0.0	0.0	0.2569	0.4690	0.0	0.0	0.0	0.0208	0.0	0.5174	0.0	0.7407	0.0	0.0	0.5949	0.3762	0.0	0.0	0.6277	0.0	0.7059	0.4416	0.5	0.0	0.1039	0.5965	0.1864	0.0	0.0	0.0	0.0	0.0	0.4503	0.2749	0.5525	0.2578	0.0	0.4211	0.0	0.0	0.0	0.5021	0.0	0.3316	0.0	0.0	0.0	0.4692	0.3704	0.0594	0.3117	0.6180	0.0	0.2274	0.5055	0.2188	0.0	0.3142	0.0	0.6160	0.0	0.0941	0.4221	0.0027	0.2372	0.0	0.1487	0.2835	0.3582	0.0	0.0	0.2629	0.0	0.0	0.0	0.0	0.0	0.2459	0.1954	0.2096	0.0	0.0541	0.5093	0.2651	0.3797	0.1633	0.4036	0.5067	0.0	0.0	0.0	0.5140	0.0556	0.0	0.0	0.1802	0.0	0.0	0.0	0.3647	0.3088	0.4844	0.0822	0.5010	0.2979	0.6386	0.3562	0.0	0.0	0.0	0.0	0.1299	0.0	0.2382	0.2392	0.1327	0.0	0.0	0.0	0.5444	0.9543	0.5465	0.3674	0.0	0.0816	0.0244	0.125	0.1215	0.0	0.0	0.0417	0.4512	0.1875	0.0	0.0	0.0	0.4104	0.1351	0.0	0.0	0.2556	0.0521	0.0	0.0	0.3153	0.1422	0.0	0.0	0.0	0.1947	0.2782	0.0	0.2514	0.0	0.0079	0.6050	0.0	0.3612	0.0	0.0	0.0	0.0	0.1167	0.2353	0.3661	0.0	0.0	0.0816	0.0	0.1463	0.0	0.0550	0.0	0.2825	0.0	0.0	0.0	0.0	0.0	0.0	0.2920	0.1739	0.0	0.0	0.3056	0.5263	0.0	0.0	0.3470	0.4220	0.0	0.4020	0.2791	0.5307	0.0	0.5150	0.4128	0.1780	0.0	0.0
0.2327	10.24	4600	0.3562	0.9102	0.9100	0.9101	0.9083	0.6237	0.4528	0.0771	0.0778	0.4333	0.0260	0.5333	0.4510	0.4648	0.0	0.0	0.0	0.0	0.2490	0.0	0.1586	0.0	0.1164	0.0	0.2328	0.5996	0.0	0.12	0.0	0.0	0.0	0.3484	0.4036	0.0	0.0	0.0	0.0	0.2963	0.4169	0.4933	0.5088	0.0	0.0	0.0	0.5092	0.1418	0.3577	0.6347	0.3159	0.0	0.2995	0.7037	0.0	0.1834	0.0	0.0	0.0	0.0	0.3637	0.0235	0.0	0.5830	0.3145	0.0	0.2211	0.0	0.3678	0.5474	0.0	0.0	0.1855	0.0	0.4324	0.0909	0.3737	0.1924	0.0	0.2083	0.1274	0.2526	0.4714	0.0	0.3662	0.0071	0.0	0.0	0.0	0.4007	0.0	0.6101	0.3890	0.0	0.2680	0.4075	0.1000	0.2041	0.2180	0.0	0.4507	0.5220	0.0	0.2861	0.0	0.24	0.1017	0.1139	0.0	0.0	0.0876	0.0	0.3124	0.0	0.0	0.0	0.0	0.0	0.0	0.5960	0.3448	0.0094	0.0	0.3569	0.2235	0.0	0.4338	0.2	0.1159	0.6176	0.6238	0.0	0.4813	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1613	0.0	0.3700	0.0	0.0	0.4082	0.0	0.0	0.0	0.304	0.0	0.0	0.0	0.0	0.2041	0.4826	0.0	0.0	0.0	0.0200	0.0	0.5656	0.0	0.7411	0.0	0.0	0.5936	0.4201	0.0	0.0	0.6449	0.0	0.6711	0.4897	0.5263	0.0	0.1316	0.5327	0.1864	0.0	0.0	0.0	0.0	0.0	0.5841	0.3923	0.5801	0.3191	0.0	0.3636	0.0	0.0	0.0	0.4918	0.0	0.2844	0.0	0.0	0.0	0.4537	0.4082	0.0577	0.3054	0.5903	0.0	0.2669	0.4786	0.2038	0.0	0.3094	0.0	0.5477	0.0	0.0455	0.4308	0.0	0.2383	0.0	0.1484	0.2792	0.3696	0.0	0.0	0.2984	0.0	0.0	0.0	0.0	0.0	0.1900	0.1573	0.0997	0.0	0.0559	0.4909	0.2697	0.3673	0.1786	0.4024	0.5066	0.0	0.0	0.0	0.4352	0.0506	0.0	0.0	0.2564	0.0286	0.0	0.0	0.3515	0.2624	0.4882	0.0846	0.5094	0.2599	0.6281	0.3826	0.0	0.0	0.0	0.0	0.1266	0.0	0.2396	0.2358	0.1527	0.0465	0.0	0.0	0.4852	0.9543	0.4835	0.2997	0.0	0.0444	0.0247	0.1429	0.1320	0.0	0.0	0.0392	0.4624	0.15	0.0	0.0	0.0	0.4309	0.3297	0.0	0.0	0.2604	0.0468	0.0	0.0	0.3561	0.1499	0.0	0.0	0.0	0.2040	0.3339	0.0	0.2422	0.0	0.0	0.5825	0.0	0.3603	0.0	0.0	0.0667	0.0	0.1184	0.2857	0.4161	0.0	0.0	0.0870	0.0	0.1778	0.0	0.0450	0.0	0.3175	0.0	0.0	0.0	0.0	0.0	0.0	0.2540	0.1739	0.0	0.0	0.3425	0.5532	0.0	0.0	0.3669	0.4296	0.0	0.3314	0.3478	0.5341	0.0	0.5	0.4026	0.1415	0.0	0.0
0.2275	10.68	4800	0.3479	0.9141	0.9140	0.9140	0.9125	0.6155	0.4479	0.0535	0.0321	0.4553	0.0270	0.5714	0.4482	0.4508	0.0	0.0	0.0	0.0	0.1885	0.0	0.1475	0.0	0.1190	0.0	0.2347	0.6277	0.0	0.0476	0.0	0.0	0.0	0.3452	0.4048	0.0	0.0	0.0	0.0	0.2963	0.3213	0.4764	0.5011	0.0	0.0	0.0	0.5161	0.128	0.3650	0.6143	0.3077	0.0	0.3194	0.6883	0.0	0.1695	0.0	0.0	0.0	0.0	0.3462	0.0	0.0	0.5793	0.2991	0.0	0.1898	0.0250	0.3590	0.5392	0.0	0.0	0.1828	0.0	0.4092	0.0923	0.3723	0.2201	0.0	0.2083	0.1325	0.2526	0.4160	0.0	0.3492	0.0118	0.0	0.0	0.0	0.3926	0.0	0.6089	0.3484	0.0	0.1935	0.4380	0.1260	0.1852	0.2211	0.0	0.4399	0.5256	0.0	0.2863	0.0	0.3077	0.1333	0.1250	0.0	0.0	0.0763	0.0	0.3137	0.0	0.0	0.0	0.0	0.0	0.0	0.6049	0.3019	0.0	0.0	0.3610	0.1127	0.0	0.4292	0.1783	0.1127	0.6332	0.5609	0.0	0.4876	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1724	0.0	0.376	0.0	0.0	0.3623	0.0	0.0	0.0	0.2692	0.0	0.0	0.0	0.0	0.2198	0.4406	0.0	0.0	0.0	0.0228	0.0	0.5463	0.0	0.7119	0.0	0.0	0.5932	0.3387	0.0	0.0	0.6158	0.0	0.7059	0.4524	0.4	0.0	0.0510	0.5956	0.1869	0.0	0.0	0.0	0.0	0.0	0.4774	0.3436	0.5455	0.2624	0.0	0.3333	0.0	0.0	0.0	0.4038	0.0	0.3296	0.0	0.0	0.0	0.4746	0.3972	0.0444	0.2800	0.5951	0.0	0.2270	0.4820	0.2027	0.0	0.2233	0.0	0.6053	0.0	0.0	0.4516	0.0	0.2113	0.0	0.0792	0.2577	0.3658	0.0	0.0	0.2933	0.0	0.0	0.0	0.0	0.0	0.2032	0.1609	0.2340	0.0	0.0571	0.4992	0.1846	0.2728	0.1860	0.4000	0.5153	0.0	0.0	0.0	0.3429	0.0571	0.0	0.0	0.2373	0.0299	0.0	0.0	0.2585	0.2283	0.4843	0.0873	0.4691	0.2878	0.6401	0.3377	0.0	0.0	0.0	0.0	0.1053	0.0	0.2399	0.2429	0.1028	0.1111	0.0	0.0	0.5537	0.9563	0.5565	0.384	0.0	0.0476	0.0244	0.1190	0.1237	0.0	0.0	0.04	0.4615	0.1875	0.0	0.0	0.0	0.4107	0.1053	0.0	0.0	0.2519	0.0392	0.0	0.0	0.3182	0.1557	0.0	0.0	0.0	0.15	0.2222	0.0	0.2482	0.0	0.0	0.5947	0.0	0.3545	0.0	0.0	0.0	0.0	0.1232	0.1120	0.2537	0.0	0.0	0.0870	0.0	0.2222	0.0	0.0376	0.0	0.2639	0.0	0.0	0.0	0.0	0.0	0.0	0.2784	0.1739	0.0	0.0	0.3306	0.5401	0.0	0.0	0.3732	0.3953	0.0	0.3218	0.2791	0.5133	0.0	0.5135	0.4154	0.1287	0.0	0.0
0.225	11.13	5000	0.3546	0.9105	0.9104	0.9105	0.9088	0.6222	0.4516	0.0826	0.0457	0.4359	0.0	0.6154	0.4283	0.4658	0.0	0.0	0.0	0.0	0.3314	0.0	0.1957	0.0	0.1788	0.0	0.2366	0.6335	0.0	0.2041	0.0	0.0	0.0	0.4	0.3893	0.0	0.0	0.0	0.0	0.4068	0.3200	0.4622	0.5147	0.0	0.0	0.0	0.4367	0.1714	0.4003	0.6330	0.3253	0.0	0.3384	0.6776	0.0	0.2199	0.0	0.0	0.0	0.0	0.3507	0.0235	0.0	0.5824	0.3077	0.0	0.2274	0.0732	0.3659	0.5302	0.0	0.0	0.1942	0.0	0.3785	0.1449	0.3920	0.1977	0.0	0.2353	0.1132	0.2549	0.4758	0.0	0.3437	0.0	0.0	0.0	0.0	0.4066	0.0	0.6058	0.3656	0.0	0.2340	0.4083	0.2	0.2456	0.2034	0.0	0.4533	0.4923	0.0	0.2840	0.0	0.3448	0.1333	0.1132	0.0	0.0	0.0851	0.0	0.3164	0.0	0.0	0.0	0.0	0.0	0.0	0.5551	0.4323	0.0094	0.0	0.3652	0.1734	0.0	0.4375	0.2303	0.1389	0.6181	0.5138	0.0	0.4932	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1818	0.0	0.3941	0.0	0.0	0.3594	0.0	0.0	0.0	0.3089	0.0316	0.0	0.0	0.0	0.2807	0.4541	0.0	0.0	0.0	0.0219	0.0	0.53	0.0	0.7143	0.0	0.0	0.5938	0.3796	0.0	0.0	0.6225	0.0	0.6757	0.45	0.4032	0.0	0.1087	0.6329	0.1674	0.0	0.0	0.0	0.0	0.0	0.4795	0.3169	0.5537	0.2419	0.0	0.3810	0.0	0.0	0.0	0.4248	0.0206	0.3417	0.0	0.0	0.0	0.4760	0.4143	0.0588	0.3253	0.6102	0.0	0.2474	0.4115	0.2239	0.0	0.3231	0.0	0.6066	0.0	0.0899	0.4516	0.0027	0.2328	0.0	0.1633	0.2617	0.3369	0.0	0.0	0.3282	0.0	0.0	0.0	0.0	0.0	0.2213	0.1436	0.1607	0.0	0.0753	0.4914	0.2840	0.3317	0.1818	0.4024	0.5106	0.0	0.0	0.0	0.4785	0.0588	0.0	0.0	0.2628	0.0580	0.0	0.0	0.3729	0.3034	0.4664	0.0873	0.5064	0.2818	0.6568	0.3588	0.0	0.0	0.0	0.0	0.1463	0.0	0.2409	0.2528	0.1885	0.1136	0.0	0.0	0.5581	0.9545	0.5035	0.2607	0.0	0.0455	0.0233	0.1039	0.1619	0.0	0.0	0.08	0.4507	0.1875	0.0	0.0	0.0	0.3810	0.1408	0.0	0.0	0.2556	0.0347	0.0	0.0	0.2994	0.1498	0.0	0.0	0.0	0.2032	0.3197	0.0	0.2532	0.0	0.0530	0.6	0.0	0.3606	0.0	0.0	0.1875	0.0	0.1140	0.1556	0.3297	0.0	0.0	0.0889	0.0	0.2381	0.0	0.0724	0.0	0.2727	0.0	0.0	0.0	0.0	0.0	0.0	0.2563	0.1739	0.0	0.0	0.3133	0.5417	0.0	0.0	0.3586	0.4412	0.0	0.3503	0.2326	0.5326	0.0	0.5150	0.4306	0.1623	0.0	0.0
0.2182	11.57	5200	0.3581	0.9077	0.9074	0.9076	0.9057	0.6125	0.4543	0.0887	0.0687	0.4458	0.0256	0.4706	0.4443	0.4737	0.0	0.0	0.0	0.0	0.3014	0.0	0.2500	0.0	0.2232	0.0	0.2788	0.6120	0.0	0.2687	0.0	0.0	0.0	0.4103	0.4176	0.0	0.0	0.0	0.0	0.5556	0.3954	0.4958	0.5033	0.0110	0.0	0.0	0.5086	0.2027	0.3913	0.6114	0.3438	0.0	0.3516	0.7090	0.0	0.2276	0.0	0.0	0.0	0.0	0.3699	0.0690	0.0	0.5794	0.3224	0.0215	0.2436	0.0732	0.3956	0.5313	0.0	0.0	0.2108	0.0	0.4283	0.1449	0.3819	0.2074	0.0	0.2478	0.1266	0.2330	0.4749	0.0	0.3367	0.0249	0.0	0.0	0.0	0.3917	0.0	0.6050	0.4203	0.0	0.2857	0.4363	0.2074	0.2295	0.2039	0.0	0.4534	0.5167	0.0	0.2748	0.0	0.3333	0.4	0.3209	0.0	0.0	0.1333	0.0	0.3030	0.0	0.0	0.0	0.0	0.0	0.0	0.5957	0.4401	0.0	0.2000	0.3760	0.1899	0.0260	0.4472	0.2275	0.1818	0.6167	0.5300	0.0	0.5009	0.0	0.0	0.0	0.0	0.0	0.0160	0.0	0.0	0.0	0.0	0.1695	0.0	0.3811	0.0	0.0	0.4017	0.0606	0.0	0.0	0.3235	0.0313	0.0	0.0	0.0	0.3158	0.4891	0.0	0.0	0.0	0.0222	0.0	0.5622	0.0	0.7716	0.0	0.0	0.5977	0.4134	0.0	0.0	0.6362	0.0	0.7143	0.4931	0.5839	0.0	0.1374	0.6079	0.1690	0.0	0.0	0.0	0.0	0.0	0.5665	0.4138	0.5820	0.3737	0.0	0.3529	0.0	0.0	0.0	0.5238	0.0606	0.3608	0.0	0.0	0.0	0.4694	0.4444	0.0541	0.3108	0.5989	0.0	0.2658	0.4730	0.2228	0.0	0.3746	0.0	0.5848	0.0	0.1495	0.4225	0.0054	0.2343	0.0	0.2250	0.2801	0.3636	0.0	0.0	0.3537	0.0392	0.0	0.0	0.0	0.0	0.2597	0.1718	0.2023	0.0	0.1009	0.4694	0.2652	0.3583	0.1702	0.4074	0.5146	0.0	0.0	0.0	0.5069	0.0506	0.0	0.0	0.3179	0.1333	0.0	0.0	0.3563	0.2640	0.4581	0.0848	0.5025	0.2679	0.6200	0.3489	0.0	0.0	0.0	0.0	0.1905	0.0	0.2795	0.2337	0.1617	0.1522	0.0	0.0	0.5579	0.9531	0.5557	0.4291	0.0	0.125	0.0227	0.1609	0.1651	0.0	0.0	0.1404	0.4746	0.1579	0.0	0.0	0.0	0.4316	0.3962	0.0	0.0	0.2659	0.0638	0.0	0.0	0.3564	0.1567	0.0	0.0	0.0	0.1929	0.3475	0.0	0.2534	0.0	0.0234	0.5674	0.0	0.3800	0.0	0.0	0.3	0.0	0.1211	0.3715	0.4072	0.0	0.0	0.0678	0.0	0.2069	0.0	0.0988	0.0	0.3152	0.0	0.0	0.0	0.0	0.0	0.0	0.2969	0.3077	0.0	0.0	0.3243	0.5621	0.0	0.0	0.3706	0.4438	0.0	0.3505	0.5455	0.5097	0.0	0.4340	0.4348	0.1856	0.0	0.0
0.2222	12.02	5400	0.3507	0.9113	0.9112	0.9113	0.9096	0.6368	0.4499	0.0630	0.0490	0.4390	0.0	0.5714	0.4576	0.4738	0.0	0.0	0.0	0.0	0.2490	0.0	0.1681	0.0	0.1692	0.0	0.2410	0.6116	0.0	0.1277	0.0	0.0	0.0	0.3904	0.3978	0.0	0.0	0.0	0.0	0.5	0.3724	0.4797	0.5	0.0	0.0	0.0	0.4573	0.1769	0.3924	0.6170	0.3213	0.0	0.3304	0.6932	0.0	0.2040	0.0	0.0	0.0	0.0	0.3721	0.1333	0.0	0.5768	0.3118	0.0206	0.1884	0.0964	0.3678	0.5352	0.0	0.0	0.2113	0.0	0.3863	0.1449	0.3748	0.2091	0.0	0.2268	0.1104	0.2474	0.4439	0.0	0.3517	0.0	0.0	0.0	0.0	0.4065	0.0	0.6111	0.3774	0.0	0.2680	0.4380	0.1912	0.25	0.2026	0.0	0.4496	0.5039	0.0	0.2782	0.0	0.3448	0.1639	0.1227	0.0	0.0	0.1224	0.0	0.3241	0.0	0.0	0.0	0.0	0.0	0.0	0.6302	0.3571	0.0	0.0	0.3672	0.1943	0.0	0.4348	0.2262	0.1127	0.6526	0.5517	0.0	0.4901	0.0	0.0	0.0	0.0	0.0	0.0325	0.0	0.0	0.0	0.0	0.1724	0.0	0.3763	0.0	0.0	0.3680	0.0	0.0	0.0	0.3009	0.0679	0.0	0.0	0.0	0.2574	0.4833	0.0	0.0	0.0	0.0215	0.0	0.5388	0.0	0.7385	0.0	0.0	0.6023	0.3765	0.0	0.0	0.6273	0.0	0.6974	0.4540	0.5401	0.0	0.1655	0.6119	0.1983	0.0	0.0	0.0	0.0	0.0	0.5485	0.4176	0.5467	0.2407	0.0	0.3810	0.0	0.0	0.0	0.5276	0.0	0.3232	0.0	0.0	0.0	0.4601	0.3913	0.0566	0.3036	0.6295	0.0	0.2408	0.4931	0.2314	0.0	0.3175	0.0	0.5887	0.0	0.0674	0.4468	0.0027	0.2310	0.0	0.1778	0.2447	0.3650	0.0	0.0	0.3031	0.0	0.0	0.0	0.0	0.0	0.2028	0.1806	0.1943	0.0	0.0532	0.4957	0.2614	0.3305	0.1702	0.4072	0.5161	0.0	0.0	0.0	0.5471	0.0533	0.0	0.0	0.2979	0.1370	0.0	0.0	0.3543	0.2671	0.4758	0.0835	0.4921	0.2766	0.6418	0.3364	0.0	0.0	0.0	0.0	0.2118	0.0	0.2306	0.2539	0.1333	0.2292	0.0	0.0	0.5393	0.9549	0.5693	0.3948	0.0	0.125	0.0217	0.125	0.1607	0.0	0.0	0.08	0.4472	0.1538	0.0	0.0	0.0	0.4108	0.125	0.0	0.0	0.2667	0.0255	0.0	0.0	0.3285	0.1513	0.0	0.0	0.0	0.1847	0.3131	0.0	0.2459	0.0	0.0078	0.5787	0.0	0.3661	0.0	0.0	0.2703	0.0	0.1171	0.2064	0.3703	0.0	0.0	0.0889	0.0	0.2222	0.0	0.0459	0.0	0.2857	0.0	0.0	0.0	0.0	0.0	0.0	0.3065	0.25	0.0	0.0	0.3306	0.5612	0.0	0.0	0.3702	0.4447	0.0	0.3518	0.4167	0.5291	0.0	0.4751	0.4183	0.1901	0.0	0.0
0.2154	12.47	5600	0.3574	0.9080	0.9078	0.9079	0.9062	0.6380	0.4621	0.0892	0.0545	0.4458	0.0260	0.4444	0.4404	0.4831	0.0	0.0	0.0	0.0	0.2914	0.0	0.1966	0.0	0.1862	0.0	0.2523	0.6034	0.0	0.2333	0.0	0.0	0.0	0.3826	0.4265	0.0	0.0	0.0	0.0	0.4615	0.38	0.4814	0.5061	0.0110	0.0	0.0248	0.4835	0.1644	0.3946	0.6210	0.3129	0.0	0.3343	0.7059	0.0	0.2090	0.0	0.0	0.0	0.0	0.3757	0.2292	0.0	0.5718	0.3149	0.0217	0.2216	0.1190	0.3956	0.5385	0.0	0.0	0.2080	0.0	0.4291	0.1449	0.3786	0.2005	0.0	0.2286	0.1299	0.2581	0.4378	0.0	0.3313	0.0157	0.0	0.0	0.0	0.4121	0.0	0.5995	0.3879	0.0	0.2128	0.4419	0.2158	0.2456	0.1931	0.0	0.4504	0.5113	0.0	0.2854	0.0	0.3704	0.4	0.2308	0.0	0.0	0.2112	0.0	0.3071	0.0	0.0	0.0	0.0	0.0	0.0	0.5775	0.3376	0.0	0.2000	0.3776	0.1921	0.0260	0.4396	0.2073	0.2078	0.6438	0.5561	0.0	0.4895	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.1754	0.0	0.3897	0.0	0.0	0.3912	0.0	0.0	0.0	0.3387	0.0673	0.0	0.0	0.0	0.2941	0.4949	0.0	0.0	0.0	0.0220	0.0	0.5463	0.0	0.7380	0.0	0.0	0.5958	0.3753	0.0	0.0	0.6248	0.0	0.7006	0.4657	0.5548	0.0	0.2181	0.6316	0.192	0.0	0.0	0.0	0.0	0.0	0.5988	0.4419	0.5673	0.3930	0.0	0.3571	0.0	0.0	0.0	0.5159	0.0755	0.3526	0.0	0.0	0.0	0.4794	0.4258	0.0545	0.3256	0.5893	0.0	0.2658	0.4949	0.2165	0.0	0.3673	0.0	0.6147	0.0	0.0870	0.4541	0.0027	0.2313	0.0	0.1592	0.2657	0.3538	0.0	0.0	0.2716	0.0392	0.0	0.0	0.0	0.0	0.2192	0.1649	0.2216	0.0	0.0825	0.4686	0.2637	0.3607	0.1739	0.4172	0.5196	0.0	0.0	0.0	0.5455	0.0513	0.0	0.0	0.2994	0.2338	0.0	0.0	0.3550	0.2700	0.4795	0.1152	0.4843	0.2530	0.6439	0.3506	0.0	0.0	0.0	0.0	0.1235	0.0	0.2218	0.2282	0.1781	0.2268	0.0	0.0	0.5556	0.9532	0.5354	0.3673	0.0	0.125	0.0227	0.1379	0.1579	0.0	0.0	0.1455	0.4571	0.1538	0.0	0.0	0.0	0.4297	0.4220	0.0	0.0	0.2959	0.0632	0.0	0.0	0.3625	0.1674	0.0	0.0	0.0	0.1863	0.3427	0.0	0.2394	0.0	0.0157	0.5775	0.0	0.3757	0.0	0.0	0.2105	0.0	0.1155	0.2222	0.3812	0.0	0.0	0.0714	0.0	0.2041	0.0	0.0591	0.0	0.3069	0.0	0.0	0.0	0.0	0.0	0.0	0.2907	0.3077	0.0	0.0	0.3224	0.5775	0.0	0.0	0.364	0.4390	0.0	0.3756	0.48	0.5435	0.0	0.4560	0.4288	0.1623	0.0	0.0

Framework versions

• Transformers 4.39.3
• Pytorch 2.1.2
• Datasets 2.18.0
• Tokenizers 0.15.2