SetFit with intfloat/e5-base-v2

This is a SetFit model that can be used for Text Classification. This SetFit model uses intfloat/e5-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: intfloat/e5-base-v2
Classification head: a LogisticRegression instance
Maximum Sequence Length: 512 tokens
Number of Classes: 20 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
CVA PROGRAMS	"And one more thing... This is a very important point!! The Red Cross compensates Ukrainians for the cost of medicines and even surgery. But you need to provide supporting documents.... Doctor's prescription and receipts. I know that the Ukrainian woman was fully paid for the operation... Not cheap!!!" 'Good afternoon. My sister needs to close it, but it is not included in the lease agreement. Is it possible to close under this contract? Perhaps the Red Cross will be able to register it at a common address? Has anyone encountered this? Thank you in advance.' 'Contact the Red Cross, they will help you'
EDUCATION	"And after vocational school, you won't be able to enter a university?" 'We prepare applicants for admission to universities in Slovakia for state-funded departments. HIGHER AND SECONDARY EDUCATION IN SLOVAKIA IS: Free education in Slovakia Higher education in Slovakia for citizens of Ukraine, Kazakhstan, Belarus is FREE, provided that they study in the national language, that is, in Slovak. Paid form of education Admission without entrance exams, with a certificate of Slovak B1 level Ability to combine study and work The Slovak language is very close to all Slavic languages High level of security Diploma recognized in all European countries We will help you: * choose a university and a specialty * Prepare a package of documents * Recommend Slovak language courses * book a place in the dormitory * Apply for a residence permit based on studies * Provide support at all stages Our Chat You can get a FREE consultation here ' 'Good afternoon, who is in Sofia, tell me, is there a Ukrainian school there? Still interested in sensory integration and speech therapy?thank you'
LEGAL	'Hello) Where do I apply for a waiver of temporary protection? I need to be given a paper of refusal' 'Good afternoon. Which application can I use to see the availability of UKR status?' 'Good evening, how to refuse the status of ukr? Moving to another country'
FOOD	'I will give rice for free, deadline until 05/01/2024, there is a nuance: I saw two weevils inside, there are four packs' "You were invited by the church not by the Hope of the Generations, but by the New Generation. These are two different churches. It's just that they have a service on the same day and in the same hall, only the time is different. You will need to sit out the service for two hours and after it they will be issued. Help - pasta, cereals, beans. You'll report it yourself." 'Exchange, drip coffee maker for canned meat.'
TRANSLATION/LANGUAGE	"ENGLISH ANGLIIS'KA FOR ADULTS AND CHILDREN Online English classes I propose: - individual approach (based on your needs) - high-quality materials and interesting activities - training of all aspects (speaking, listening, reading and writing) - Help with homework - Constant support and motivation I work with all levels. I have a philological education and teaching experience +380675519090 -viber, whatsapp @IYourTeacher - telegram" 'Good morning, please tell me Bulgarian language courses as part of a group, in Varna' "From a subscriber: Hungarian classes are free for refugees. Lots of useful links and testimonials Organisation: ELTE University (teacher Kata) Level: A1 from scratch Classes: 1 time a week from 17:30 to 18:45 (19.00) on Mondays Terms: 2 times for 2-3 months Email: [email protected] Volunteers signed us up first in a Viber chat, then in a group for courses. And now it's the same scheme, only with different teachers. From time to time, there are sets. There was no textbook, each time the teacher brought printouts of the exercises. There were DZ. She spoke to us in English and Hungarian, drew on the blackboard, if it was not clear. I joined from the 10th lesson, so it was difficult at first. A group of 10-12 people of different levels and ages, at the end there were about 5 of us. They wrote a lot, did interesting exercises, learned about the family, body parts, face, home and family, transport and the street, songs, poems, there were complex texts. Not very systematic. There was no exam, we continued to study after the break. Organization: Menedek (classes at the Hungarian Converzum School) Level: A1 from scratch Classes: 2 times a week from 9.00 to 11.15 (2 hours - Tue, Thu) Timeframe: 90 days Email: [email protected] Hungarian language school in Buda (bus 9, stop near the entrance). Small groups of 5-6 people. We were given a textbook, a notebook and a pen for free. The teacher is Hungarian, knows a little English, but tried to talk to us in Hungarian. If something is not clear, I drew it on the blackboard. Everyday Hungarian textbook (by the way, I can give it away, I have others). We studied for 90 days, then passed the exam and then the grant was not extended, probably, there were no more classes. Each lesson began with a repetition, sometimes there were DZ, they started with the alphabet, then the topics: about yourself, home, family tree, transport, questions, hobbies. There were no difficult topics. We were prepared for the exam, we were sent the same task for training, and then there was a similar one. The exam consisted of 2 parts - oral and written. Issued a certificate of completion of the courses The Menedek organization also has free courses in the office. They send the schedule by mail or Viber/Telegram. You can look at the website of the organization and write to the mail [email protected] I didn't go myself, it's beginner level and mostly in the mornings. Organization: CARITAS Level: A1, A2 (there was a level test) Classes: 2 times a week from 16.00 to 19.00 (3 hours with a break) Timeframe: 7 months and now I am walking Teacher: Melinda (2 more classes were in another group with Levi) Email: [email protected] The training lasts for 90 days, we are already completing the 2nd cycle. A good teacher, they finally began to teach systematically and I spoke a little :) The MagyarOk textbook was given out for free, the second time we were given another book with exercises, now we do tasks both in the textbook and in the notebook. For the first 90 days, we studied only with the textbook, the teacher gives a lot of practice - at the beginning and at the end of the lesson. We communicate in a group, ask each other questions, more repetition and new topics, the game format was at first. There is almost no theory, we immediately analyze it with examples and talk. For the first 90 days, she did not give DZ, now she gives a small one after each lesson. The group was 5-6 people, then about 10 and now there are 5-6 of us again. Mostly girls, sometimes foreigners. The teacher speaks mainly Hungarian, sometimes he can explain in English, he knows a couple of words in Russian. After the first 90 days, there was a written exam, we repeated a little before it. Then they gave everyone certificates of completion of the stage. At the moment, these are my best courses I've tried here. It helps me to additionally study at home in the Duolingo app, read theory in Telegram channels and separately in documents - everywhere I see :) If you have any additional information or notice any inaccuracies, please email me @yakatka. #hungarian_for_refugees #hungarian_language_school #hungarian_courses"
NFI	'I will exchange a large pack of diapers for a large washing gel or capsules (at least for 30 washes)' 'Hello, I will give things for a 98 cm boy in exchange for fruit for the child. Pickup Borodinsky. Write to me to send a photo. Have a nice day everyone' 'Registration !for urological pads for IDPs in Lviv from the Rokada Charitable Foundation is open Registration via the link '
HEALTH	'Can anyone recommend Ukr doctors, neurologists and a doctor who can help with the spine? Kosice, Presov' "Good morning! Can you please recommend a good pediatrician or a good children's clinic?" 'Good morning. Where in Kramatorsk can I get an ultrasound for a fee?'
ANOMALY	'Tell your pensioner friends that a swindler walks from house to house, introduces himself as a doctor from the 5th office, offers portable devices for the treatment of joints, which are allegedly distributed by the Red Cross and they cost 20 thousand, but if the pensioner presents documents, then a discount of 5 thousand. This swindler, has psychological influence, brazenly enters the house and scams for money. The most expensive such device, costs a thousand gr.' 'If you receive a link of this format, please do not click.This is a hack.They are trying to write off money from the card!!! !' 'Making money on CryPto Can be used from any device Time 1-2 hours a day From $250/day Can be combined with the main job Write + in PM'
OTHER PROGRAMS/NGOS	'And what if people receive from the UN, there is a refusal?' "Girls, who designed children's online through the action of e-Baby?" 'How do you even look for 40+ ?'
CONNECTIVITY	"Good afternoon! Who has Vodafone? Does anyone know something? Why doesn't it work here in Slovakia?" 'Who wants to meet in Poland write' 'Poker and mafia for Ukrainians - every Thursday at Lamparen Nearest game night: Thursday 2.05 18.00 Lamparen (Hlavna 115) Cost: 3-5EUR (free for beginners) New acquaintances and incredible emotions are guaranteed. There are also many other different board games for free. During the evening, you can try to play both mafia and poker (or play one thing all evening). Pre-registration is required. Registration & Details: @max_karpets.'
CHILDREN	'ACTORS STUDIO The White Theater announces additional recruitment of children and teenagers to Ukrainian-speaking acting groups! If your child dreams: plunge into the fascinating world of reincarnation; try yourself in a variety of roles; feel free on stage; master the skills of self-presentation; learn to speak in a way that people want to listen to; learn how to parse texts of varying complexity, etc. If you have any questions, write to Telegram: @TaisijaB' "For children aged 2-5 years (inclusive) This is for those who haven't received these kits yet 13.02.2024 And 14.02.2024 And 15.02.2024 From 10.00 a.m. to 1.00 p.m. In Sunny Beach At the IB of the Ministerial Council, in the second building, we will be giving out IOM art kits (age 2-5 years inclusive) The set includes: Paints Markers Pencils Coloring Magazines Magazines with stickers Glue Colored Paper Pencil Plain It's all packed in a folder. It is necessary to have the original closed and the copy closed (where the child is inscribed) with you. Without a copy of the closed, they do not issue sets! !!!!!!!!!!!!!! " "For children aged 2-5 years (inclusive) For those who haven't received these kits yet 23.01.2024 And 24.01.2024 And 25.01.2024 From 10.00 a.m. to 1.00 p.m. In Sunny Beach At the IB of the Ministerial Council, in the second building, we will be giving out IOM art kits (age 2-5 years inclusive) The set includes: Paints Markers Pencils Coloring Pages Stickers glue Colored Paper Pencil Plain It's all in a folder. It is necessary to have a closed and a copy of the closed (where the child is inscribed) with you. Without a copy of the closed, they do not issue sets! !!!!!!!!!!!!!! "
PARCEL	'Can I send a parcel with you from Odessa?' 'Good afternoon! Can someone share the contacts of the courier who is Budva-Bar?) I will be very grateful' "Or in Ukraine? It is necessary to urgently hand over the child's birth certificate"
PETS	'Please tell me a good veterinarian, I want to take a cat, if there is somewhere on Sambirskaya, it would be good' 'Good evening, please tell me what documents are needed to enter with a dog' 'Hello, we give the cat into good hands! Looking for a home) 2.5 months'
TRANSPORT/MOVEMENT	'Has anyone flown with Ryanair with an extended passport? Not renewed, but one with a seal for 5 years. Is everything okay?' 'Transfer in Bulgaria. A cozy and safe sedan for 3 passengers and luggage. You can do it with your pets. The price of the trip will be a VERY pleasant surprise!! Territorialo Plovdiv UA +380997858133 (Telegram, Viber) BG +359888203042 (Telegram, Viber)' 'Hello! By what number is it possible to order a taxi from Budva to Podgorica airport. Thanks'
SHELTER	'Good morning ! Ukrainian Montenegrins, please tell me where you can see apartments for rent for a long time in Budva or Podgorica?' 'And what kind of city is it? Are refugees accepted from Ukraine?' 'Tell me, please, what is the average price for renting a 3-room apartment in Varna? Thank you just at least the range'
WORK/JOBS	'Job search on the Internet: features of the Bulgarian labor market, how to respond to a vacancy, offers for Ukrainians You will learn about all this at our FREE offline lecture on the course "Career Development in Bulgaria" from the Network of Ukrainian Educational Hubs and the Association of Innovative and Digital Education, which will be held with the support of the Central European Initiative (CEI) Speaker: Svetlozar Petrov - Managing Director of Jobtaigr OOD. When? The lecture will take place on April 22, 2024 at 18:00 Eastern European Time Duration: 1 hour Venue: Sofia, blvd. Slivnitsa, 188 in. Would. Hurry! REGISTER HERE ' 'WE INVITE YOU TO WORK! Sales consultant of smartphones and accessories Truskavets We offer: High wages 14000 - 18000 thousand rubles Partial compensation for travel Convenient shift schedule Staff training PHONES OF THE PERSONNEL DEPARTMENT: 094-400-45-00 050-728-48-15 098-353-16-30' 'Good afternoon! We are looking for pharmacists and assistants, preferably with experience, to work in a large network of pharmacies in Sofia'
PSS & RFL	'Heart-to-heart conversations over tea 12.04.2024, Friday Beginning at 16.00 For whom: for young people 15+ and adults Hlavna, 68, (our second floor, room 1.04) Blue Dot Kosice spaces We invite everyone who is interested in psychology and personal development to tea with a psychologist This week we continue to explore the theme of LONELINESS AND SOLITUDE. This Friday, we will talk about relationships, about the reasons why this feeling appears in a couple, in a team. About loneliness in emigration. We will find out what is the power of loneliness and how to strengthen your weak points. Interesting exercises are also waiting for you - self-exploration and discussion. Pre-registration is mandatory: ' 'Vera Stepanova: "Help me find my sonToday, at about 15-00, in the city of Drohobych (city center), my son, Stepanov Alexander Sergeevich, born in 2010, was lost. (13 years) He was wearing a purple T-shirt, gray sweatpants and black sneakers. I ask for help in finding the child, I have informed the Police."' 'Good evening, if there is a Russian-speaking psychologist in Bratislava?'
MONEY/BANKING	'Good afternoon, maybe someone has hryvnias on the card, I will give cash euros in PM!!' 'Tell me, please, where can I get a duplicate of the identification code and pension certificate if I am an IDP?' 'Good afternoon, who can throw hryvnias on the card in exchange for cash in euros or leva. The city of Varna will meet where it will be convenient for you. Urgent Need Help'
CAR	'Hello, please help, where to go in the situation the guy got into an accident on the car of the company, they demand money for the repair of the car, they have already written off more than 8000 thousand zlotys, they do not provide an invoice, and they say more and more money is already repairing 12000 thousand' 'Selling a car Renault Laguna Year 2005 Complete set Automaton 5 t lion Burgas' 'Do you sell a car with Ukrainian license plates in the group? We want to buy it, because we are going home, write to the PM'
GOODS/SERVICES	'Selling tires Falken 225/45 R17 40 euros Without wired charging 5 euros Humidifier EUR10' 'Selling new sneakers 350,00UAH' 'Hello everyone, I am selling an Acer laptop We bought it as a gift, but the child was given 2 identical ones, so it is no longer relevant Condition : Brand New Price :300 EUR Bought for 320EUR Suitable for both a child for study and a student (bought for this purpose) 2 Year Warranty Set : Box , Charger , Check, Laptop , Documents'

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("rodekruis/sml-ukr-message-classifier-3")
# Run inference
preds = model("Tell me a site in Bulgaria for the sale of animals")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	3	39.524	722

Label	Training Sample Count
ANOMALY	60
CAR	47
CHILDREN	47
CONNECTIVITY	41
CVA PROGRAMS	46
EDUCATION	44
FOOD	57
GOODS/SERVICES	51
HEALTH	56
LEGAL	44
MONEY/BANKING	55
NFI	57
OTHER PROGRAMS/NGOS	55
PARCEL	45
PETS	48
PSS & RFL	51
SHELTER	47
TRANSLATION/LANGUAGE	56
TRANSPORT/MOVEMENT	48
WORK/JOBS	45

Training Hyperparameters

batch_size: (16, 16)
num_epochs: (4, 4)
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
l2_weight: 0.01
seed: 42
eval_max_steps: -1
load_best_model_at_end: True

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0000	1	0.2186	-
0.0008	50	0.333	-
0.0017	100	0.3241	-
0.0025	150	0.3388	-
0.0034	200	0.3241	-
0.0042	250	0.3196	-
0.0051	300	0.3178	-
0.0059	350	0.309	-
0.0067	400	0.274	-
0.0076	450	0.2907	-
0.0084	500	0.2683	-
0.0093	550	0.2665	-
0.0101	600	0.2514	-
0.0110	650	0.2404	-
0.0118	700	0.2326	-
0.0126	750	0.2246	-
0.0135	800	0.215	-
0.0143	850	0.2102	-
0.0152	900	0.2031	-
0.0160	950	0.2017	-
0.0169	1000	0.1898	-
0.0177	1050	0.1869	-
0.0185	1100	0.1852	-
0.0194	1150	0.1818	-
0.0202	1200	0.1729	-
0.0211	1250	0.1691	-
0.0219	1300	0.1726	-
0.0228	1350	0.1578	-
0.0236	1400	0.1544	-
0.0244	1450	0.1484	-
0.0253	1500	0.1443	-
0.0261	1550	0.1367	-
0.0270	1600	0.1326	-
0.0278	1650	0.1181	-
0.0286	1700	0.1317	-
0.0295	1750	0.1202	-
0.0303	1800	0.1098	-
0.0312	1850	0.1064	-
0.0320	1900	0.1074	-
0.0329	1950	0.1082	-
0.0337	2000	0.0996	-
0.0345	2050	0.0992	-
0.0354	2100	0.1007	-
0.0362	2150	0.0924	-
0.0371	2200	0.0967	-
0.0379	2250	0.087	-
0.0388	2300	0.0795	-
0.0396	2350	0.0816	-
0.0404	2400	0.0758	-
0.0413	2450	0.0741	-
0.0421	2500	0.0765	-
0.0430	2550	0.0724	-
0.0438	2600	0.0669	-
0.0447	2650	0.0537	-
0.0455	2700	0.0673	-
0.0463	2750	0.0587	-
0.0472	2800	0.0615	-
0.0480	2850	0.0571	-
0.0489	2900	0.0563	-
0.0497	2950	0.0487	-
0.0506	3000	0.0457	-
0.0514	3050	0.0528	-
0.0522	3100	0.0448	-
0.0531	3150	0.0491	-
0.0539	3200	0.0435	-
0.0548	3250	0.0393	-
0.0556	3300	0.0346	-
0.0565	3350	0.0392	-
0.0573	3400	0.0409	-
0.0581	3450	0.0315	-
0.0590	3500	0.0439	-
0.0598	3550	0.0315	-
0.0607	3600	0.0284	-
0.0615	3650	0.0306	-
0.0624	3700	0.0293	-
0.0632	3750	0.031	-
0.0640	3800	0.03	-
0.0649	3850	0.0282	-
0.0657	3900	0.0327	-
0.0666	3950	0.0245	-
0.0674	4000	0.0264	-
0.0683	4050	0.0211	-
0.0691	4100	0.0236	-
0.0699	4150	0.0218	-
0.0708	4200	0.0189	-
0.0716	4250	0.0201	-
0.0725	4300	0.0205	-
0.0733	4350	0.0192	-
0.0742	4400	0.0177	-
0.0750	4450	0.0155	-
0.0758	4500	0.0188	-
0.0767	4550	0.016	-
0.0775	4600	0.0185	-
0.0784	4650	0.0171	-
0.0792	4700	0.0153	-
0.0800	4750	0.0133	-
0.0809	4800	0.0148	-
0.0817	4850	0.0134	-
0.0826	4900	0.0141	-
0.0834	4950	0.0084	-
0.0843	5000	0.0133	-
0.0851	5050	0.0093	-
0.0859	5100	0.0083	-
0.0868	5150	0.0128	-
0.0876	5200	0.0111	-
0.0885	5250	0.0097	-
0.0893	5300	0.0088	-
0.0902	5350	0.0065	-
0.0910	5400	0.0093	-
0.0918	5450	0.0061	-
0.0927	5500	0.0067	-
0.0935	5550	0.0067	-
0.0944	5600	0.0101	-
0.0952	5650	0.0076	-
0.0961	5700	0.0043	-
0.0969	5750	0.0046	-
0.0977	5800	0.0079	-
0.0986	5850	0.0036	-
0.0994	5900	0.004	-
0.1003	5950	0.0043	-
0.1011	6000	0.0043	-
0.1020	6050	0.0059	-
0.1028	6100	0.0063	-
0.1036	6150	0.0058	-
0.1045	6200	0.0067	-
0.1053	6250	0.0043	-
0.1062	6300	0.0038	-
0.1070	6350	0.0032	-
0.1079	6400	0.0024	-
0.1087	6450	0.0037	-
0.1095	6500	0.0034	-
0.1104	6550	0.0032	-
0.1112	6600	0.0037	-
0.1121	6650	0.0034	-
0.1129	6700	0.0022	-
0.1138	6750	0.0025	-
0.1146	6800	0.002	-
0.1154	6850	0.0028	-
0.1163	6900	0.0022	-
0.1171	6950	0.0022	-
0.1180	7000	0.0018	-
0.1188	7050	0.0014	-
0.1197	7100	0.0027	-
0.1205	7150	0.0014	-
0.1213	7200	0.0013	-
0.1222	7250	0.001	-
0.1230	7300	0.001	-
0.1239	7350	0.0011	-
0.1247	7400	0.0019	-
0.1255	7450	0.0011	-
0.1264	7500	0.0007	-
0.1272	7550	0.0007	-
0.1281	7600	0.0008	-
0.1289	7650	0.0007	-
0.1298	7700	0.0014	-
0.1306	7750	0.0006	-
0.1314	7800	0.0008	-
0.1323	7850	0.0005	-
0.1331	7900	0.0013	-
0.1340	7950	0.0006	-
0.1348	8000	0.001	-
0.1357	8050	0.001	-
0.1365	8100	0.0013	-
0.1373	8150	0.0006	-
0.1382	8200	0.0005	-
0.1390	8250	0.0009	-
0.1399	8300	0.0008	-
0.1407	8350	0.0005	-
0.1416	8400	0.0008	-
0.1424	8450	0.0009	-
0.1432	8500	0.0007	-
0.1441	8550	0.0011	-
0.0000	1	0.0003	-
0.0008	50	0.0005	-
0.0017	100	0.0005	-
0.0025	150	0.0006	-
0.0034	200	0.0008	-
0.0042	250	0.0008	-
0.0051	300	0.0005	-
0.0059	350	0.0006	-
0.0067	400	0.0004	-
0.0076	450	0.0012	-
0.0084	500	0.0007	-
0.0093	550	0.0005	-
0.0101	600	0.0008	-
0.0110	650	0.001	-
0.0118	700	0.0005	-
0.0126	750	0.0004	-
0.0135	800	0.0005	-
0.0143	850	0.0005	-
0.0152	900	0.0005	-
0.0160	950	0.0004	-
0.0169	1000	0.0009	-
0.0177	1050	0.0012	-
0.0185	1100	0.0005	-
0.0194	1150	0.0006	-
0.0202	1200	0.0004	-
0.0211	1250	0.0004	-
0.0219	1300	0.0005	-
0.0228	1350	0.001	-
0.0236	1400	0.0005	-
0.0244	1450	0.0005	-
0.0253	1500	0.0005	-
0.0261	1550	0.0005	-
0.0270	1600	0.0006	-
0.0278	1650	0.0013	-
0.0286	1700	0.0006	-
0.0295	1750	0.0006	-
0.0303	1800	0.0004	-
0.0312	1850	0.0003	-
0.0320	1900	0.0006	-
0.0329	1950	0.0003	-
0.0337	2000	0.0003	-
0.0345	2050	0.0009	-
0.0354	2100	0.0003	-
0.0362	2150	0.0005	-
0.0371	2200	0.0006	-
0.0379	2250	0.001	-
0.0388	2300	0.0004	-
0.0396	2350	0.0003	-
0.0404	2400	0.0005	-
0.0413	2450	0.0003	-
0.0421	2500	0.0004	-
0.0430	2550	0.0003	-
0.0438	2600	0.0011	-
0.0447	2650	0.0007	-
0.0455	2700	0.0008	-
0.0463	2750	0.0005	-
0.0472	2800	0.0004	-
0.0480	2850	0.0018	-
0.0489	2900	0.001	-
0.0497	2950	0.0005	-
0.0506	3000	0.0005	-
0.0514	3050	0.0017	-
0.0522	3100	0.0003	-
0.0531	3150	0.0008	-
0.0539	3200	0.0008	-
0.0548	3250	0.0007	-
0.0556	3300	0.0006	-
0.0565	3350	0.0004	-
0.0573	3400	0.0005	-
0.0581	3450	0.0008	-
0.0590	3500	0.0009	-
0.0598	3550	0.0005	-
0.0607	3600	0.0014	-
0.0615	3650	0.0004	-
0.0624	3700	0.0003	-
0.0632	3750	0.0005	-
0.0640	3800	0.0006	-
0.0649	3850	0.0005	-
0.0657	3900	0.0013	-
0.0666	3950	0.0003	-
0.0674	4000	0.0004	-
0.0683	4050	0.0002	-
0.0691	4100	0.0006	-
0.0699	4150	0.0007	-
0.0708	4200	0.0007	-
0.0716	4250	0.0006	-
0.0725	4300	0.0003	-
0.0733	4350	0.0009	-
0.0742	4400	0.0009	-
0.0750	4450	0.0003	-
0.0758	4500	0.0003	-
0.0767	4550	0.0006	-
0.0775	4600	0.0002	-
0.0784	4650	0.0006	-
0.0792	4700	0.0006	-
0.0800	4750	0.0002	-
0.0809	4800	0.0003	-
0.0817	4850	0.0008	-
0.0826	4900	0.0004	-
0.0834	4950	0.0002	-
0.0843	5000	0.0009	-
0.0851	5050	0.0008	-
0.0859	5100	0.0004	-
0.0868	5150	0.0007	-
0.0876	5200	0.0005	-
0.0885	5250	0.0002	-
0.0893	5300	0.0004	-
0.0902	5350	0.0002	-
0.0910	5400	0.0005	-
0.0918	5450	0.0005	-
0.0927	5500	0.0002	-
0.0935	5550	0.0005	-
0.0944	5600	0.0017	-
0.0952	5650	0.0003	-
0.0961	5700	0.0003	-
0.0969	5750	0.0006	-
0.0977	5800	0.0002	-
0.0986	5850	0.0002	-
0.0994	5900	0.0002	-
0.1003	5950	0.0014	-
0.1011	6000	0.0002	-
0.1020	6050	0.0012	-
0.1028	6100	0.0011	-
0.1036	6150	0.0004	-
0.1045	6200	0.0006	-
0.1053	6250	0.0007	-
0.1062	6300	0.0003	-
0.1070	6350	0.0005	-
0.1079	6400	0.0004	-
0.1087	6450	0.0002	-
0.1095	6500	0.0003	-
0.1104	6550	0.0001	-
0.1112	6600	0.0009	-
0.1121	6650	0.0002	-
0.1129	6700	0.0001	-
0.1138	6750	0.0004	-
0.1146	6800	0.0002	-
0.1154	6850	0.0005	-
0.1163	6900	0.0008	-
0.1171	6950	0.0012	-
0.1180	7000	0.0005	-
0.1188	7050	0.0005	-
0.1197	7100	0.0015	-
0.1205	7150	0.0004	-
0.1213	7200	0.0004	-
0.1222	7250	0.0002	-
0.1230	7300	0.0002	-
0.1239	7350	0.0005	-
0.1247	7400	0.0008	-
0.1255	7450	0.0004	-
0.1264	7500	0.0001	-
0.1272	7550	0.0001	-
0.1281	7600	0.0004	-
0.1289	7650	0.0002	-
0.1298	7700	0.0006	-
0.1306	7750	0.0012	-
0.1314	7800	0.0003	-
0.1323	7850	0.0001	-
0.1331	7900	0.0006	-
0.1340	7950	0.0001	-
0.1348	8000	0.0001	-
0.1357	8050	0.0009	-
0.1365	8100	0.0007	-
0.1373	8150	0.0002	-
0.1382	8200	0.0001	-
0.1390	8250	0.0005	-
0.1399	8300	0.0004	-
0.1407	8350	0.0002	-
0.1416	8400	0.0004	-
0.1424	8450	0.0003	-
0.1432	8500	0.0004	-
0.1441	8550	0.0005	-
0.1449	8600	0.0004	-
0.1458	8650	0.0002	-
0.1466	8700	0.0001	-
0.1475	8750	0.0009	-
0.1483	8800	0.0001	-
0.1491	8850	0.0001	-
0.1500	8900	0.0006	-
0.1508	8950	0.0004	-
0.1517	9000	0.0001	-
0.1525	9050	0.0011	-
0.1534	9100	0.0005	-
0.1542	9150	0.0004	-
0.1550	9200	0.0002	-
0.1559	9250	0.001	-
0.1567	9300	0.0005	-
0.1576	9350	0.0004	-
0.1584	9400	0.0001	-
0.1593	9450	0.0001	-
0.1601	9500	0.0011	-
0.1609	9550	0.0006	-
0.1618	9600	0.0001	-
0.1626	9650	0.001	-
0.1635	9700	0.0003	-
0.1643	9750	0.0006	-
0.1652	9800	0.0001	-
0.1660	9850	0.0001	-
0.1668	9900	0.0008	-
0.1677	9950	0.0015	-
0.1685	10000	0.0003	-
0.1694	10050	0.0004	-
0.1702	10100	0.0011	-
0.1711	10150	0.0003	-
0.1719	10200	0.0003	-
0.1727	10250	0.0002	-
0.1736	10300	0.0001	-
0.1744	10350	0.0005	-
0.1753	10400	0.0006	-
0.1761	10450	0.0005	-
0.1769	10500	0.0001	-
0.1778	10550	0.0002	-
0.1786	10600	0.0001	-
0.1795	10650	0.0003	-
0.1803	10700	0.0001	-
0.1812	10750	0.0003	-
0.1820	10800	0.0004	-
0.1828	10850	0.0002	-
0.1837	10900	0.0002	-
0.1845	10950	0.0003	-
0.1854	11000	0.0004	-
0.1862	11050	0.0001	-
0.1871	11100	0.0025	-
0.1879	11150	0.0005	-
0.1887	11200	0.0093	-
0.1896	11250	0.0106	-
0.1904	11300	0.0135	-
0.1913	11350	0.0035	-
0.1921	11400	0.006	-
0.1930	11450	0.0019	-
0.1938	11500	0.0019	-
0.1946	11550	0.003	-
0.1955	11600	0.0034	-
0.1963	11650	0.0008	-
0.1972	11700	0.0015	-
0.1980	11750	0.0006	-
0.1989	11800	0.0015	-
0.1997	11850	0.0004	-
0.2005	11900	0.0006	-
0.2014	11950	0.0002	-
0.2022	12000	0.0005	-
0.2031	12050	0.0004	-
0.2039	12100	0.0005	-
0.2048	12150	0.0004	-
0.2056	12200	0.0002	-
0.2064	12250	0.0001	-
0.2073	12300	0.0005	-
0.2081	12350	0.0003	-
0.2090	12400	0.0002	-
0.2098	12450	0.0002	-
0.2107	12500	0.0004	-
0.2115	12550	0.0003	-
0.2123	12600	0.0005	-
0.2132	12650	0.0002	-
0.2140	12700	0.0001	-
0.2149	12750	0.0001	-
0.2157	12800	0.0001	-
0.2166	12850	0.0001	-
0.2174	12900	0.0004	-
0.2182	12950	0.0004	-
0.2191	13000	0.0003	-
0.2199	13050	0.0003	-
0.2208	13100	0.0001	-
0.2216	13150	0.0004	-
0.2225	13200	0.0008	-
0.2233	13250	0.0005	-
0.2241	13300	0.0003	-
0.2250	13350	0.0002	-
0.2258	13400	0.0006	-
0.2267	13450	0.0018	-
0.2275	13500	0.0001	-
0.2283	13550	0.0002	-
0.2292	13600	0.0003	-
0.2300	13650	0.0001	-
0.2309	13700	0.0004	-
0.2317	13750	0.0001	-
0.2326	13800	0.0004	-
0.2334	13850	0.0003	-
0.2342	13900	0.0002	-
0.2351	13950	0.0002	-
0.2359	14000	0.0001	-
0.2368	14050	0.0006	-
0.2376	14100	0.0005	-
0.2385	14150	0.0006	-
0.2393	14200	0.0001	-
0.2401	14250	0.0002	-
0.2410	14300	0.0003	-
0.2418	14350	0.0003	-
0.2427	14400	0.0002	-
0.2435	14450	0.0001	-
0.2444	14500	0.0007	-
0.2452	14550	0.0003	-
0.2460	14600	0.0002	-
0.2469	14650	0.0003	-
0.2477	14700	0.0001	-
0.2486	14750	0.0002	-
0.2494	14800	0.0001	-
0.2503	14850	0.0001	-
0.2511	14900	0.0005	-
0.2519	14950	0.0001	-
0.2528	15000	0.0013	-
0.2536	15050	0.0012	-
0.2545	15100	0.0008	-
0.2553	15150	0.0003	-
0.2562	15200	0.0002	-
0.2570	15250	0.0001	-
0.2578	15300	0.0001	-
0.2587	15350	0.0001	-
0.2595	15400	0.0005	-
0.2604	15450	0.0002	-
0.2612	15500	0.0002	-
0.2621	15550	0.0001	-
0.2629	15600	0.0006	-
0.2637	15650	0.0007	-
0.2646	15700	0.001	-
0.2654	15750	0.0025	-
0.2663	15800	0.0077	-
0.2671	15850	0.0095	-
0.2680	15900	0.0018	-
0.2688	15950	0.0014	-
0.2696	16000	0.0034	-
0.2705	16050	0.0015	-
0.2713	16100	0.0006	-
0.2722	16150	0.0028	-
0.2730	16200	0.0008	-
0.2739	16250	0.0006	-
0.2747	16300	0.0005	-
0.2755	16350	0.0002	-
0.2764	16400	0.0012	-
0.2772	16450	0.001	-
0.2781	16500	0.0008	-
0.2789	16550	0.0017	-
0.2797	16600	0.0026	-
0.2806	16650	0.0005	-
0.2814	16700	0.0001	-
0.2823	16750	0.0003	-
0.2831	16800	0.0005	-
0.2840	16850	0.0023	-
0.2848	16900	0.0031	-
0.2856	16950	0.0042	-
0.2865	17000	0.0021	-
0.2873	17050	0.0017	-
0.2882	17100	0.0008	-
0.2890	17150	0.0002	-
0.2899	17200	0.0004	-
0.2907	17250	0.0002	-
0.2915	17300	0.0015	-
0.2924	17350	0.0004	-
0.2932	17400	0.0001	-
0.2941	17450	0.0001	-
0.2949	17500	0.001	-
0.2958	17550	0.001	-
0.2966	17600	0.0004	-
0.2974	17650	0.0003	-
0.2983	17700	0.0001	-
0.2991	17750	0.0002	-
0.3000	17800	0.0012	-
0.3008	17850	0.0006	-
0.3017	17900	0.0003	-
0.3025	17950	0.0003	-
0.3033	18000	0.0002	-
0.3042	18050	0.0003	-
0.3050	18100	0.0002	-
0.3059	18150	0.0002	-
0.3067	18200	0.0009	-
0.3076	18250	0.0003	-
0.3084	18300	0.0004	-
0.3092	18350	0.0002	-
0.3101	18400	0.0001	-
0.3109	18450	0.0009	-
0.3118	18500	0.0001	-
0.3126	18550	0.0009	-
0.3135	18600	0.0003	-
0.3143	18650	0.0002	-
0.3151	18700	0.0001	-
0.3160	18750	0.0004	-
0.3168	18800	0.0009	-
0.3177	18850	0.0002	-
0.3185	18900	0.0003	-
0.3194	18950	0.0001	-
0.3202	19000	0.0004	-
0.3210	19050	0.001	-
0.3219	19100	0.0003	-
0.3227	19150	0.0001	-
0.3236	19200	0.0001	-
0.3244	19250	0.0001	-
0.3252	19300	0.0003	-
0.3261	19350	0.0001	-
0.3269	19400	0.0001	-
0.3278	19450	0.0005	-
0.3286	19500	0.0001	-
0.3295	19550	0.0001	-
0.3303	19600	0.0001	-
0.3311	19650	0.0004	-
0.3320	19700	0.0003	-
0.3328	19750	0.0002	-
0.3337	19800	0.0004	-
0.3345	19850	0.0002	-
0.3354	19900	0.0002	-
0.3362	19950	0.0003	-
0.3370	20000	0.0004	-
0.3379	20050	0.0004	-
0.3387	20100	0.0003	-
0.3396	20150	0.0001	-
0.3404	20200	0.0002	-
0.3413	20250	0.0002	-
0.3421	20300	0.0002	-
0.3429	20350	0.0	-
0.3438	20400	0.0003	-
0.3446	20450	0.0006	-
0.3455	20500	0.0003	-
0.3463	20550	0.0004	-
0.3472	20600	0.0002	-
0.3480	20650	0.0001	-
0.3488	20700	0.0002	-
0.3497	20750	0.0004	-
0.3505	20800	0.0003	-
0.3514	20850	0.0001	-
0.3522	20900	0.0003	-
0.3531	20950	0.0004	-
0.3539	21000	0.0004	-
0.3547	21050	0.0003	-
0.3556	21100	0.0002	-
0.3564	21150	0.0001	-
0.3573	21200	0.0001	-
0.3581	21250	0.0004	-
0.3590	21300	0.0002	-
0.3598	21350	0.0001	-
0.3606	21400	0.0007	-
0.3615	21450	0.0005	-
0.3623	21500	0.0003	-
0.3632	21550	0.0002	-
0.3640	21600	0.0001	-
0.3649	21650	0.0007	-
0.3657	21700	0.0001	-
0.3665	21750	0.0004	-
0.3674	21800	0.0001	-
0.3682	21850	0.0002	-
0.3691	21900	0.0002	-
0.3699	21950	0.0002	-
0.3708	22000	0.001	-
0.3716	22050	0.0002	-
0.3724	22100	0.0003	-
0.3733	22150	0.0001	-
0.3741	22200	0.0002	-
0.3750	22250	0.0004	-
0.3758	22300	0.0003	-
0.3766	22350	0.0002	-
0.3775	22400	0.0003	-
0.3783	22450	0.0011	-
0.3792	22500	0.0003	-
0.3800	22550	0.0002	-
0.3809	22600	0.0	-
0.3817	22650	0.0001	-
0.3825	22700	0.0003	-
0.3834	22750	0.0003	-
0.3842	22800	0.0003	-
0.3851	22850	0.0003	-
0.3859	22900	0.0002	-
0.3868	22950	0.0001	-
0.3876	23000	0.0012	-
0.3884	23050	0.0003	-
0.3893	23100	0.0005	-
0.3901	23150	0.0017	-
0.3910	23200	0.0005	-
0.3918	23250	0.0002	-
0.3927	23300	0.0001	-
0.3935	23350	0.0127	-
0.3943	23400	0.0261	-
0.3952	23450	0.0199	-
0.3960	23500	0.0092	-
0.3969	23550	0.005	-
0.3977	23600	0.0046	-
0.3986	23650	0.0053	-
0.3994	23700	0.0015	-
0.4002	23750	0.0027	-
0.4011	23800	0.0029	-
0.4019	23850	0.0009	-
0.4028	23900	0.0005	-
0.4036	23950	0.0014	-
0.4045	24000	0.0001	-
0.4053	24050	0.0003	-
0.4061	24100	0.0007	-
0.4070	24150	0.0007	-
0.4078	24200	0.0002	-
0.4087	24250	0.0007	-
0.4095	24300	0.0001	-
0.4104	24350	0.0004	-
0.4112	24400	0.001	-
0.4120	24450	0.0002	-
0.4129	24500	0.0002	-
0.4137	24550	0.0009	-
0.4146	24600	0.0012	-
0.4154	24650	0.0001	-
0.4163	24700	0.0002	-
0.4171	24750	0.0001	-
0.4179	24800	0.0001	-
0.4188	24850	0.0003	-
0.4196	24900	0.0002	-
0.4205	24950	0.0001	-
0.4213	25000	0.0009	-
0.4222	25050	0.0006	-
0.4230	25100	0.0005	-
0.4238	25150	0.0003	-
0.4247	25200	0.0001	-
0.4255	25250	0.0001	-
0.4264	25300	0.0004	-
0.4272	25350	0.0009	-
0.4280	25400	0.0007	-
0.4289	25450	0.0	-
0.4297	25500	0.0003	-
0.4306	25550	0.0001	-
0.4314	25600	0.0001	-
0.4323	25650	0.0	-
0.4331	25700	0.0003	-
0.4339	25750	0.0003	-
0.4348	25800	0.0002	-
0.4356	25850	0.0003	-
0.4365	25900	0.0001	-
0.4373	25950	0.0004	-
0.4382	26000	0.0009	-
0.4390	26050	0.0	-
0.4398	26100	0.0001	-
0.4407	26150	0.0002	-
0.4415	26200	0.0003	-
0.4424	26250	0.0001	-
0.4432	26300	0.0	-
0.4441	26350	0.0002	-
0.4449	26400	0.0	-
0.4457	26450	0.0003	-
0.4466	26500	0.0004	-
0.4474	26550	0.0021	-
0.4483	26600	0.0011	-
0.4491	26650	0.002	-
0.4500	26700	0.002	-
0.4508	26750	0.0009	-
0.4516	26800	0.0002	-
0.4525	26850	0.0001	-
0.4533	26900	0.0002	-
0.4542	26950	0.0008	-
0.4550	27000	0.0001	-
0.4559	27050	0.0005	-
0.4567	27100	0.0016	-
0.4575	27150	0.0025	-
0.4584	27200	0.0032	-
0.4592	27250	0.0007	-
0.4601	27300	0.0013	-
0.4609	27350	0.0003	-
0.4618	27400	0.0001	-
0.4626	27450	0.0004	-
0.4634	27500	0.0003	-
0.4643	27550	0.0009	-
0.4651	27600	0.0004	-
0.4660	27650	0.0	-
0.4668	27700	0.0	-
0.4677	27750	0.0001	-
0.4685	27800	0.0	-
0.4693	27850	0.0011	-
0.4702	27900	0.0001	-
0.4710	27950	0.0022	-
0.4719	28000	0.0003	-
0.4727	28050	0.0002	-
0.4736	28100	0.0003	-
0.4744	28150	0.0	-
0.4752	28200	0.0001	-
0.4761	28250	0.0001	-
0.4769	28300	0.0002	-
0.4778	28350	0.0004	-
0.4786	28400	0.0	-
0.4794	28450	0.0004	-
0.4803	28500	0.0002	-
0.4811	28550	0.0001	-
0.4820	28600	0.0003	-
0.4828	28650	0.0004	-
0.4837	28700	0.0001	-
0.4845	28750	0.0005	-
0.4853	28800	0.0	-
0.4862	28850	0.0007	-
0.4870	28900	0.0002	-
0.4879	28950	0.0002	-
0.4887	29000	0.0003	-
0.4896	29050	0.0011	-
0.4904	29100	0.0004	-
0.4912	29150	0.0003	-
0.4921	29200	0.0001	-
0.4929	29250	0.0003	-
0.4938	29300	0.0	-
0.4946	29350	0.0005	-
0.4955	29400	0.0001	-
0.4963	29450	0.0006	-
0.4971	29500	0.0002	-
0.4980	29550	0.0004	-
0.4988	29600	0.0002	-
0.4997	29650	0.0001	-
0.5005	29700	0.0003	-
0.5014	29750	0.0009	-
0.5022	29800	0.0004	-
0.5030	29850	0.0008	-
0.5039	29900	0.0002	-
0.5047	29950	0.0003	-
0.5056	30000	0.0005	-
0.5064	30050	0.0004	-
0.5073	30100	0.0008	-
0.5081	30150	0.0002	-
0.5089	30200	0.0001	-
0.5098	30250	0.0007	-
0.5106	30300	0.0001	-
0.5115	30350	0.0001	-
0.5123	30400	0.0003	-
0.5132	30450	0.0002	-
0.5140	30500	0.0003	-
0.5148	30550	0.0006	-
0.5157	30600	0.001	-
0.5165	30650	0.0004	-
0.5174	30700	0.0001	-
0.5182	30750	0.0005	-
0.5191	30800	0.0002	-
0.5199	30850	0.0055	-
0.5207	30900	0.0369	-
0.5216	30950	0.0274	-
0.5224	31000	0.0226	-
0.5233	31050	0.0174	-
0.5241	31100	0.0235	-
0.5249	31150	0.0196	-
0.5258	31200	0.0222	-
0.5266	31250	0.0121	-
0.5275	31300	0.0134	-
0.5283	31350	0.0114	-
0.5292	31400	0.0077	-
0.5300	31450	0.0114	-
0.5308	31500	0.0033	-
0.5317	31550	0.0068	-
0.5325	31600	0.0057	-
0.5334	31650	0.0019	-
0.5342	31700	0.0078	-
0.5351	31750	0.0025	-
0.5359	31800	0.0032	-
0.5367	31850	0.0026	-
0.5376	31900	0.0014	-
0.5384	31950	0.0013	-
0.5393	32000	0.0013	-
0.5401	32050	0.0025	-
0.5410	32100	0.0025	-
0.5418	32150	0.0014	-
0.5426	32200	0.0004	-
0.5435	32250	0.005	-
0.5443	32300	0.0003	-
0.5452	32350	0.0015	-
0.5460	32400	0.0044	-
0.5469	32450	0.0016	-
0.5477	32500	0.0012	-
0.5485	32550	0.0003	-
0.5494	32600	0.0005	-
0.5502	32650	0.0021	-
0.5511	32700	0.0001	-
0.5519	32750	0.0002	-
0.5528	32800	0.0001	-
0.5536	32850	0.0005	-
0.5544	32900	0.0003	-
0.5553	32950	0.0001	-
0.5561	33000	0.0001	-
0.5570	33050	0.0003	-
0.5578	33100	0.0001	-
0.5587	33150	0.0001	-
0.5595	33200	0.0	-
0.5603	33250	0.0005	-
0.5612	33300	0.0003	-
0.5620	33350	0.0001	-
0.5629	33400	0.0004	-
0.5637	33450	0.0004	-
0.5646	33500	0.0003	-
0.5654	33550	0.0008	-
0.5662	33600	0.0002	-
0.5671	33650	0.0006	-
0.5679	33700	0.0	-
0.5688	33750	0.0005	-
0.5696	33800	0.0003	-
0.5705	33850	0.0002	-
0.5713	33900	0.0003	-
0.5721	33950	0.001	-
0.5730	34000	0.0004	-
0.5738	34050	0.0009	-
0.5747	34100	0.0003	-
0.5755	34150	0.0003	-
0.5763	34200	0.0	-
0.5772	34250	0.0011	-
0.5780	34300	0.0003	-
0.5789	34350	0.0002	-
0.5797	34400	0.0	-
0.5806	34450	0.0002	-
0.5814	34500	0.0001	-
0.5822	34550	0.0023	-
0.5831	34600	0.0018	-
0.5839	34650	0.0011	-
0.5848	34700	0.0015	-
0.5856	34750	0.0046	-
0.5865	34800	0.0024	-
0.5873	34850	0.0021	-
0.5881	34900	0.0013	-
0.5890	34950	0.0012	-
0.5898	35000	0.0026	-
0.5907	35050	0.0026	-
0.5915	35100	0.0008	-
0.5924	35150	0.0022	-
0.5932	35200	0.003	-
0.5940	35250	0.0001	-
0.5949	35300	0.0	-
0.5957	35350	0.0015	-
0.5966	35400	0.0	-
0.5974	35450	0.0001	-
0.5983	35500	0.001	-
0.5991	35550	0.0001	-
0.5999	35600	0.001	-
0.6008	35650	0.0011	-
0.6016	35700	0.0007	-
0.6025	35750	0.0015	-
0.6033	35800	0.0006	-
0.6042	35850	0.0011	-
0.6050	35900	0.0006	-
0.6058	35950	0.0012	-
0.6067	36000	0.0008	-
0.6075	36050	0.0004	-
0.6084	36100	0.0001	-
0.6092	36150	0.0013	-
0.6101	36200	0.0018	-
0.6109	36250	0.0003	-
0.6117	36300	0.0004	-
0.6126	36350	0.0004	-
0.6134	36400	0.0011	-
0.6143	36450	0.0003	-
0.6151	36500	0.0001	-
0.6160	36550	0.0	-
0.6168	36600	0.0003	-
0.6176	36650	0.0002	-
0.6185	36700	0.0001	-
0.6193	36750	0.0014	-
0.6202	36800	0.0014	-
0.6210	36850	0.0016	-
0.6219	36900	0.002	-
0.6227	36950	0.0005	-
0.6235	37000	0.0013	-
0.6244	37050	0.0005	-
0.6252	37100	0.0016	-
0.6261	37150	0.0025	-
0.6269	37200	0.0006	-
0.6277	37250	0.0002	-
0.6286	37300	0.0013	-
0.6294	37350	0.0005	-
0.6303	37400	0.0012	-
0.6311	37450	0.0004	-
0.6320	37500	0.0007	-
0.6328	37550	0.0005	-
0.6336	37600	0.0053	-
0.6345	37650	0.0039	-
0.6353	37700	0.0076	-
0.6362	37750	0.0068	-
0.6370	37800	0.0059	-
0.6379	37850	0.0031	-
0.6387	37900	0.0022	-
0.6395	37950	0.0007	-
0.6404	38000	0.0002	-
0.6412	38050	0.0027	-
0.6421	38100	0.0003	-
0.6429	38150	0.0027	-
0.6438	38200	0.0014	-
0.6446	38250	0.0002	-
0.6454	38300	0.0	-
0.6463	38350	0.0009	-
0.6471	38400	0.001	-
0.6480	38450	0.0001	-
0.6488	38500	0.0001	-
0.6497	38550	0.0002	-
0.6505	38600	0.0	-
0.6513	38650	0.0	-
0.6522	38700	0.0001	-
0.6530	38750	0.0017	-
0.6539	38800	0.001	-
0.6547	38850	0.0002	-
0.6556	38900	0.0002	-
0.6564	38950	0.0	-
0.6572	39000	0.0	-
0.6581	39050	0.0002	-
0.6589	39100	0.0	-
0.6598	39150	0.0	-
0.6606	39200	0.0002	-
0.6615	39250	0.0	-
0.6623	39300	0.0001	-
0.6631	39350	0.0005	-
0.6640	39400	0.0001	-
0.6648	39450	0.0	-
0.6657	39500	0.0002	-
0.6665	39550	0.0001	-
0.6674	39600	0.0004	-
0.6682	39650	0.0007	-
0.6690	39700	0.0001	-
0.6699	39750	0.0001	-
0.6707	39800	0.0001	-
0.6716	39850	0.0003	-
0.6724	39900	0.0003	-
0.6733	39950	0.0001	-
0.6741	40000	0.0001	-
0.6749	40050	0.0003	-
0.6758	40100	0.0003	-
0.6766	40150	0.0002	-
0.6775	40200	0.0	-
0.6783	40250	0.0	-
0.6791	40300	0.0002	-
0.6800	40350	0.0001	-
0.6808	40400	0.0002	-
0.6817	40450	0.0003	-
0.6825	40500	0.0002	-
0.6834	40550	0.0001	-
0.6842	40600	0.0002	-
0.6850	40650	0.0001	-
0.6859	40700	0.0003	-
0.6867	40750	0.0009	-
0.6876	40800	0.0	-
0.6884	40850	0.0006	-
0.6893	40900	0.0003	-
0.6901	40950	0.0003	-
0.6909	41000	0.0002	-
0.6918	41050	0.0001	-
0.6926	41100	0.0005	-
0.6935	41150	0.0003	-
0.6943	41200	0.0003	-
0.6952	41250	0.0003	-
0.6960	41300	0.0001	-
0.6968	41350	0.0003	-
0.6977	41400	0.0001	-
0.6985	41450	0.0001	-
0.6994	41500	0.0001	-
0.7002	41550	0.0	-
0.7011	41600	0.0001	-
0.7019	41650	0.0008	-
0.7027	41700	0.0002	-
0.7036	41750	0.0	-
0.7044	41800	0.0001	-
0.7053	41850	0.0002	-
0.7061	41900	0.0003	-
0.7070	41950	0.0001	-
0.7078	42000	0.0002	-
0.7086	42050	0.0005	-
0.7095	42100	0.0003	-
0.7103	42150	0.0001	-
0.7112	42200	0.0001	-
0.7120	42250	0.0001	-
0.7129	42300	0.0	-
0.7137	42350	0.0004	-
0.7145	42400	0.0001	-
0.7154	42450	0.0002	-
0.7162	42500	0.0004	-
0.7171	42550	0.0003	-
0.7179	42600	0.0002	-
0.7188	42650	0.0002	-
0.7196	42700	0.0	-
0.7204	42750	0.0002	-
0.7213	42800	0.0003	-
0.7221	42850	0.0	-
0.7230	42900	0.0009	-
0.7238	42950	0.0005	-
0.7246	43000	0.0001	-
0.7255	43050	0.0001	-
0.7263	43100	0.0007	-
0.7272	43150	0.0001	-
0.7280	43200	0.0	-
0.7289	43250	0.0	-
0.7297	43300	0.0004	-
0.7305	43350	0.0002	-
0.7314	43400	0.0002	-
0.7322	43450	0.0001	-
0.7331	43500	0.0	-
0.7339	43550	0.0002	-
0.7348	43600	0.0004	-
0.7356	43650	0.0002	-
0.7364	43700	0.0001	-
0.7373	43750	0.0	-
0.7381	43800	0.0003	-
0.7390	43850	0.0002	-
0.7398	43900	0.0003	-
0.7407	43950	0.0002	-
0.7415	44000	0.0	-
0.7423	44050	0.0007	-
0.7432	44100	0.0003	-
0.7440	44150	0.0002	-
0.7449	44200	0.0001	-
0.7457	44250	0.0003	-
0.7466	44300	0.0001	-
0.7474	44350	0.0002	-
0.7482	44400	0.0002	-
0.7491	44450	0.0001	-
0.7499	44500	0.0004	-
0.7508	44550	0.0	-
0.7516	44600	0.0	-
0.7525	44650	0.0002	-
0.7533	44700	0.0	-
0.7541	44750	0.0001	-
0.7550	44800	0.0007	-
0.7558	44850	0.0001	-
0.7567	44900	0.0	-
0.7575	44950	0.0005	-
0.7584	45000	0.0035	-
0.7592	45050	0.0047	-
0.7600	45100	0.0043	-
0.7609	45150	0.0032	-
0.7617	45200	0.0104	-
0.7626	45250	0.0116	-
0.7634	45300	0.0017	-
0.7643	45350	0.0032	-
0.7651	45400	0.0078	-
0.7659	45450	0.0078	-
0.7668	45500	0.0051	-
0.7676	45550	0.001	-
0.7685	45600	0.0017	-
0.7693	45650	0.0043	-
0.7702	45700	0.0008	-
0.7710	45750	0.0004	-
0.7718	45800	0.0002	-
0.7727	45850	0.0004	-
0.7735	45900	0.0007	-
0.7744	45950	0.0003	-
0.7752	46000	0.0004	-
0.7760	46050	0.0002	-
0.7769	46100	0.0006	-
0.7777	46150	0.0001	-
0.7786	46200	0.0002	-
0.7794	46250	0.0002	-
0.7803	46300	0.0003	-
0.7811	46350	0.0002	-
0.7819	46400	0.0002	-
0.7828	46450	0.0004	-
0.7836	46500	0.0003	-
0.7845	46550	0.0003	-
0.7853	46600	0.0008	-
0.7862	46650	0.0002	-
0.7870	46700	0.0003	-
0.7878	46750	0.0002	-
0.7887	46800	0.0002	-
0.7895	46850	0.0002	-
0.7904	46900	0.0001	-
0.7912	46950	0.0005	-
0.7921	47000	0.0007	-
0.7929	47050	0.0002	-
0.7937	47100	0.0013	-
0.7946	47150	0.0002	-
0.7954	47200	0.0001	-
0.7963	47250	0.0008	-
0.7971	47300	0.0002	-
0.7980	47350	0.0001	-
0.7988	47400	0.001	-
0.7996	47450	0.0001	-
0.8005	47500	0.0	-
0.8013	47550	0.0	-
0.8022	47600	0.0001	-
0.8030	47650	0.0001	-
0.8039	47700	0.0	-
0.8047	47750	0.0	-
0.8055	47800	0.0003	-
0.8064	47850	0.001	-
0.8072	47900	0.0003	-
0.8081	47950	0.0001	-
0.8089	48000	0.0002	-
0.8098	48050	0.0003	-
0.8106	48100	0.0002	-
0.8114	48150	0.0003	-
0.8123	48200	0.0002	-
0.8131	48250	0.0005	-
0.8140	48300	0.0001	-
0.8148	48350	0.0001	-
0.8157	48400	0.0006	-
0.8165	48450	0.001	-
0.8173	48500	0.0003	-
0.8182	48550	0.0001	-
0.8190	48600	0.0003	-
0.8199	48650	0.0002	-
0.8207	48700	0.0004	-
0.8216	48750	0.0001	-
0.8224	48800	0.0003	-
0.8232	48850	0.0001	-
0.8241	48900	0.0	-
0.8249	48950	0.0002	-
0.8258	49000	0.0002	-
0.8266	49050	0.0	-
0.8274	49100	0.0	-
0.8283	49150	0.0	-
0.8291	49200	0.0004	-
0.8300	49250	0.0003	-
0.8308	49300	0.0003	-
0.8317	49350	0.0011	-
0.8325	49400	0.0	-
0.8333	49450	0.0003	-
0.8342	49500	0.0002	-
0.8350	49550	0.0009	-
0.8359	49600	0.0005	-
0.8367	49650	0.0009	-
0.8376	49700	0.0	-
0.8384	49750	0.0	-
0.8392	49800	0.0002	-
0.8401	49850	0.0001	-
0.8409	49900	0.0002	-
0.8418	49950	0.0	-
0.8426	50000	0.0004	-
0.8435	50050	0.0002	-
0.8443	50100	0.0002	-
0.8451	50150	0.0	-
0.8460	50200	0.0009	-
0.8468	50250	0.0001	-
0.8477	50300	0.0001	-
0.8485	50350	0.0005	-
0.8494	50400	0.001	-
0.8502	50450	0.0002	-
0.8510	50500	0.0002	-
0.8519	50550	0.0	-
0.8527	50600	0.0001	-
0.8536	50650	0.0003	-
0.8544	50700	0.0001	-
0.8553	50750	0.0003	-
0.8561	50800	0.0003	-
0.8569	50850	0.0002	-
0.8578	50900	0.0003	-
0.8586	50950	0.0002	-
0.8595	51000	0.0002	-
0.8603	51050	0.0002	-
0.8612	51100	0.0	-
0.8620	51150	0.0001	-
0.8628	51200	0.0001	-
0.8637	51250	0.0004	-
0.8645	51300	0.0001	-
0.8654	51350	0.0002	-
0.8662	51400	0.0	-
0.8671	51450	0.0	-
0.8679	51500	0.0001	-
0.8687	51550	0.0001	-
0.8696	51600	0.0001	-
0.8704	51650	0.0001	-
0.8713	51700	0.0	-
0.8721	51750	0.0004	-
0.8730	51800	0.0005	-
0.8738	51850	0.0001	-
0.8746	51900	0.0	-
0.8755	51950	0.0003	-
0.8763	52000	0.0004	-
0.8772	52050	0.0002	-
0.8780	52100	0.0	-
0.8788	52150	0.0002	-
0.8797	52200	0.0	-
0.8805	52250	0.0003	-
0.8814	52300	0.0004	-
0.8822	52350	0.0009	-
0.8831	52400	0.0003	-
0.8839	52450	0.0003	-
0.8847	52500	0.0005	-
0.8856	52550	0.0001	-
0.8864	52600	0.0	-
0.8873	52650	0.0019	-
0.8881	52700	0.0006	-
0.8890	52750	0.0001	-
0.8898	52800	0.004	-
0.8906	52850	0.0023	-
0.8915	52900	0.009	-
0.8923	52950	0.0015	-
0.8932	53000	0.0093	-
0.8940	53050	0.0085	-
0.8949	53100	0.0054	-
0.8957	53150	0.003	-
0.8965	53200	0.0009	-
0.8974	53250	0.0021	-
0.8982	53300	0.0008	-
0.8991	53350	0.0017	-
0.8999	53400	0.0022	-
0.9008	53450	0.0005	-
0.9016	53500	0.0004	-
0.9024	53550	0.0022	-
0.9033	53600	0.0017	-
0.9041	53650	0.0001	-
0.9050	53700	0.0024	-
0.9058	53750	0.0003	-
0.9067	53800	0.0024	-
0.9075	53850	0.0004	-
0.9083	53900	0.0003	-
0.9092	53950	0.0002	-
0.9100	54000	0.0004	-
0.9109	54050	0.0002	-
0.9117	54100	0.0004	-
0.9126	54150	0.0003	-
0.9134	54200	0.0002	-
0.9142	54250	0.0	-
0.9151	54300	0.0002	-
0.9159	54350	0.0001	-
0.9168	54400	0.0013	-
0.9176	54450	0.0002	-
0.9185	54500	0.0	-
0.9193	54550	0.0014	-
0.9201	54600	0.0002	-
0.9210	54650	0.0009	-
0.9218	54700	0.0005	-
0.9227	54750	0.0002	-
0.9235	54800	0.0003	-
0.9243	54850	0.004	-
0.9252	54900	0.0012	-
0.9260	54950	0.0011	-
0.9269	55000	0.0004	-
0.9277	55050	0.0016	-
0.9286	55100	0.0014	-
0.9294	55150	0.0002	-
0.9302	55200	0.0001	-
0.9311	55250	0.0003	-
0.9319	55300	0.0001	-
0.9328	55350	0.0003	-
0.9336	55400	0.0011	-
0.9345	55450	0.0	-
0.9353	55500	0.0003	-
0.9361	55550	0.0003	-
0.9370	55600	0.0003	-
0.9378	55650	0.0006	-
0.9387	55700	0.0001	-
0.9395	55750	0.0005	-
0.9404	55800	0.0004	-
0.9412	55850	0.0002	-
0.9420	55900	0.0001	-
0.9429	55950	0.0003	-
0.9437	56000	0.0	-
0.9446	56050	0.0	-
0.9454	56100	0.0002	-
0.9463	56150	0.0001	-
0.9471	56200	0.0011	-
0.9479	56250	0.0003	-
0.9488	56300	0.0002	-
0.9496	56350	0.0001	-
0.9505	56400	0.0003	-
0.9513	56450	0.0003	-
0.9522	56500	0.0003	-
0.9530	56550	0.0003	-
0.9538	56600	0.0003	-
0.9547	56650	0.0	-
0.9555	56700	0.0031	-
0.9564	56750	0.0007	-
0.9572	56800	0.0042	-
0.9581	56850	0.0013	-
0.9589	56900	0.0046	-
0.9597	56950	0.0047	-
0.9606	57000	0.0001	-
0.9614	57050	0.0002	-
0.9623	57100	0.0048	-
0.9631	57150	0.0054	-
0.9640	57200	0.0021	-
0.9648	57250	0.0025	-
0.9656	57300	0.0024	-
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1.3676	81150	0.0001	-
1.3684	81200	0.0003	-
1.3693	81250	0.0001	-
1.3701	81300	0.0	-
1.3709	81350	0.0011	-
1.3718	81400	0.0004	-
1.3726	81450	0.0002	-
1.3735	81500	0.0003	-
1.3743	81550	0.0002	-
1.3751	81600	0.0	-
1.3760	81650	0.0001	-

Framework Versions

Python: 3.10.14
SetFit: 1.1.0
Sentence Transformers: 3.1.1
Transformers: 4.45.1
PyTorch: 2.4.1+cu121
Datasets: 3.0.1
Tokenizers: 0.20.0

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}
}

rodekruis
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sml-ukr-message-classifier-3