Datasets:

ScoutieAutoML
/

it_vacancies_vectorisation

taskId int64 107 107	title float64	text stringlengths 4 4.11k	url stringlengths 40 54	sourceLink stringclasses 1 value	subSourceLink stringclasses 14 values	views int64 1 202k	createTime int64 1.52B 1.73B	crawlTime int64 1.73B 1.73B	clusterId int64 102k 112k	vector stringlengths 9.47k 9.71k	ners stringlengths 67 14.7k ⌀	sentiment stringclasses 3 values	language stringclasses 3 values	spam stringclasses 2 values	length int64 1 644	capslockWordsCount int64 0 111	ru float64 0 1	eng float64 0 1	adj int64 0 126	verb int64 0 107	pron int64 0 69	num int64 0 63	noun int64 0 278	adv int64 0 55	punc int64 0 814	markedUp bool 1 class
107	null	Начинающий тестировщик - исследователь / IT специалист (Web3, Blockchain) до 60 000 ₽ Задачи: -Нахождение open source AI моделей и датасетов на сторонних площадках и их тестирование на совместимость; -Тестирование продукта на баги по уже найденным моделям; -Фиксация ошибок. ✅ Наши ожидания: -Технический склад ума; -Сис...	https://t.me/it_vak/2852?embed=1&mode=tme	https://t.me/	https://t.me/s/it_vak	221	1,734,596,496	1,734,688,962	102,323	[0.01034628,-0.05096661,0.0020499863,-0.00634188,-0.04125255,-0.05970311,-0.01530808,-0.009489194,-0.022478381,0.007836503,-0.013823317,0.029682891,-0.041254167,-0.081626065,-0.030044345,-0.009417517,-0.025564186,0.011358246,-0.044357166,-0.024687849,-0.0664611,-0.012164784,-0.058945872,-0.065558344,-0.043953527,-0.021...	[{"ner":"60 00","lemma":"60 00","label":"DATE","start_pos":77,"end_pos":82},{"ner":"3","lemma":"3","label":"NUM","start_pos":59,"end_pos":60},{"ner":"000","lemma":"000","label":"NUM","start_pos":80,"end_pos":83},{"ner":"600","lemma":"600","label":"NUM","start_pos":607,"end_pos":610}]	NEUTRAL	rus	NOT SPAM	106	3	0.960526	0.039474	4	9	3	3	39	3	41	true
107	null	iOS-разработчик (удалённо) от 280 000 до 320 000 ₽ #разработчик Требования: — Знания в области реализации Цифрового Рубля; — Знание и эффективное использование IDE Xcode (не ниже 15.4); — Опыт разработки на Swift (не ниже 5.9) от 3-х лет; — Опыт разработки на архитектуре Viper, MVC, MVVM; — Опыт верстки кодом, UIKit + ...	https://t.me/workcamp/3406?embed=1&mode=tme	https://t.me/	https://t.me/s/workcamp	274	1,734,672,033	1,734,688,962	102,226	[-0.02043582,-0.057618037,0.00878632,-0.01899041,-0.03483158,-0.05107986,-0.033022467,-0.017690353,0.021657253,0.0024983753,-0.00087966985,-0.026704233,-0.042742945,-0.023046061,-0.06172111,-0.053808007,0.00943977,0.025338294,-0.016163882,-0.013729424,-0.06530317,-0.015487272,-0.028698899,-0.07452167,-0.04075216,-0.035...	[{"ner":"280 000","lemma":"280 000","label":"CARDINAL","start_pos":30,"end_pos":37},{"ner":"320 000","lemma":"320 000","label":"CARDINAL","start_pos":41,"end_pos":48},{"ner":"#","lemma":"#","label":"CARDINAL","start_pos":51,"end_pos":52},{"ner":"Знания","lemma":"Знания","label":"PER","start_pos":78,"end_pos":84},{"ner"...	NEUTRAL	rus	SPAM	104	5	0.930556	0.069444	9	3	1	9	32	2	34	true
107	null	➡️ Вакансия: Middle+ Data Engineer (ClickHouse) ⌚️ Локация: удаленка РФ 🕹 Компания: CodeX 💳 Зарплатная вилка: $3 000 -$3 500 📩 Контакты: @rinapina_ptolemay Аутсорсинговая компания Ptolemay приглашает Middle+ Data Engineer на полную занятость для участия в аутстафф-проекте , связанный с размещением афиш и событий в г...	https://t.me/datascience_job/296?embed=1&mode=tme	https://t.me/	https://t.me/s/datascience_job	55	1,733,912,196	1,734,688,963	102,249	[-0.04762706,-0.05858421,-0.012955196,0.019628383,-0.07066101,0.024469024,0.0039900723,-0.011234185,0.06199059,-0.019641757,0.0135300085,0.02179274,-0.016833289,-0.044682737,0.0016491271,0.02676605,0.057648327,0.05212082,0.059921388,-0.041055977,-0.046556182,-0.05060831,-0.026115024,0.005445783,-0.0018852367,0.04148325...	[{"ner":"РФ","lemma":"рф","label":"LOC","start_pos":69,"end_pos":71},{"ner":"CodeX\n💳\nЗарплатная вилка","lemma":"codex\n💳\nзарплатный вилка","label":"ORG","start_pos":84,"end_pos":108},{"ner":"Ptolemay","lemma":"ptolemay","label":"ORG","start_pos":180,"end_pos":188},{"ner":"Middle+ Data Engineer","lemma":"middle+ da...	NEUTRAL	rus	SPAM	180	11	0.916364	0.083636	22	9	0	11	78	0	54	true
107	null	Senior ML-Engineer (LLM, AI text detection) Мы - динамично развивающийся стартап, решающий различные задачи deep learning: генерация текста, аудио и видео, проводим транскрибацию, распознавание объектов на видео, также решаем задачи по обогащению данных: сбор данных из соцсетей, видеохостингов и тд. Мы сфокусированы на...	https://t.me/datasciencejobs/2489?embed=1&mode=tme	https://t.me/	https://t.me/s/datasciencejobs	1,600	1,734,605,974	1,734,688,963	102,249	[-0.015512528,0.004740744,-0.015373961,-0.025461052,-0.0662536,-0.007446676,0.003793566,-0.04416587,-0.051766895,-0.050021604,-0.03357771,0.05209275,-0.058505815,-0.03674185,-0.03558795,-0.011168642,0.029961871,-0.039430883,-0.05698567,-0.058985475,-0.047652345,0.019095385,-0.036115382,0.0050603566,0.03376566,-0.045688...	[{"ner":"ML-Engineer","lemma":"ML-Engineer","label":"ORG","start_pos":7,"end_pos":18},{"ner":"AI","lemma":"AI","label":"ORG","start_pos":25,"end_pos":27},{"ner":"стартап","lemma":"стартап","label":"LOC","start_pos":73,"end_pos":80},{"ner":"также решаем задачи","lemma":"также решаем задачи","label":"ORG","start_pos":213...	NEUTRAL	rus	NOT SPAM	446	24	0.941764	0.058236	62	30	11	3	189	14	113	true
107	null	#вакансии #datascientist #LLM # SeniorLLM # middleLLM Друзья, всем привет! Ищем Senior / middle LLM Engineer для работы над нашими ИИ- проектами, в т.ч. ИИ-ассистентом в образовании. Описание вакансии Наша команда Standard Data реализует образовательные решения под заказ крупных компаний. Сейчас мы разрабатываем AI-а...	https://t.me/datasciencejobs/2490?embed=1&mode=tme	https://t.me/	https://t.me/s/datasciencejobs	967	1,734,680,731	1,734,688,963	102,249	[-0.011651887,-0.041329224,-0.032366477,0.010843665,-0.063318394,-0.00067103375,-0.057828985,-0.033233244,0.059086192,-0.029429002,0.045256466,-0.01255681,-0.06924259,-0.050476015,0.020048985,0.012180181,0.023471469,0.016775215,-0.012353009,0.012859055,-0.018155834,0.00439523,-0.07422504,-0.014362528,-0.013314927,-0.02...	[{"ner":"Ищем\nSenior / middle LLM Engineer","lemma":"искать\nsenior / middle llm engineer","label":"PER","start_pos":77,"end_pos":110},{"ner":"Standard Data","lemma":"standard data","label":"ORG","start_pos":216,"end_pos":229},{"ner":"LLM","lemma":"llm","label":"ORG","start_pos":405,"end_pos":408},{"ner":"LLM","lemma"...	NEUTRAL	rus	NOT SPAM	292	11	0.929095	0.070905	30	33	10	5	94	3	70	true
107	null	#DataEngineer #Vacancy #вакансия #удаленка Вакансия: Data Engineer (Middle+ и выше) 📍 Компания: Green Wave Palace Ltd 📍 Формат работы: удаленный ⏳ Длительность проекта: 3+ месяца 💰 Зарплата: 200 000 - 250 000 руб 🌍 Локация: любая 📜 Гражданство: любое Требования: - Экспертный уровень Python: навыки на уровне Upper ...	https://t.me/datascienceml_jobs/1250?embed=1&mode=tme	https://t.me/	https://t.me/s/datascienceml_jobs	1,200	1,734,603,399	1,734,688,963	102,249	[0.018239137,-0.04303647,-0.025212845,0.05070409,-0.06672897,0.027662417,-0.031705953,-0.032514226,0.025253948,0.009759581,-0.0044042286,0.017867185,0.016946044,-0.023520768,-0.021937067,0.031290915,0.034919914,0.06374156,0.024878949,-0.020097693,-0.06400176,0.00685799,-0.05490838,0.014272543,-0.02886519,0.028745424,0....	[{"ner":"#DataEngineer #Vacancy #вакансия #","lemma":"#DataEngineer #Vacancy #вакансия #","label":"MONEY","start_pos":0,"end_pos":34},{"ner":"Green Wave Palace Ltd","lemma":"Green Wave Palace Ltd","label":"ORG","start_pos":96,"end_pos":117},{"ner":"3+","lemma":"3+","label":"CARDINAL","start_pos":169,"end_pos":171},{"ne...	NEUTRAL	rus	NOT SPAM	175	4	0.88015	0.11985	14	4	2	16	73	2	54	true
107	null	Senior Frontend Developer в TradingView 📍 Испания + аналогичная позиция в Лондоне 💎 React, TypeScript, HTML, CSS, HTTP 🚀 Фаундеры – Денис Глоба и Константин Иванов, выпускник Berkeley TradingView – соцсеть и аналитическая платформа для трейдеров и инвесторов. По личному опыту, самый удобный сервис на рынке. Размер ...	https://t.me/dev_connectablejobs/944?embed=1&mode=tme	https://t.me/	https://t.me/s/dev_connectablejobs	2,200	1,734,623,132	1,734,688,963	102,249	[-0.0056589902,-0.03208122,-0.060426556,-0.041299194,-0.060452472,-0.05150081,-0.035772495,-0.023688653,-0.007897408,-0.0071115866,-0.037258074,0.030591998,-0.058420442,-0.056730133,-0.006820162,0.023652874,0.010383396,0.015636822,0.020786216,-0.018337075,-0.07023783,0.03094807,-0.00828477,0.01275915,0.0024921205,0.028...	[{"ner":"React","lemma":"React","label":"LOC","start_pos":84,"end_pos":89},{"ner":"TypeScript","lemma":"TypeScript","label":"ORG","start_pos":91,"end_pos":101},{"ner":"HTML","lemma":"HTML","label":"ORG","start_pos":103,"end_pos":107},{"ner":"CSS","lemma":"CSS","label":"ORG","start_pos":109,"end_pos":112},{"ner":"Денис ...	NEUTRAL	other	SPAM	80	6	0.833333	0.166667	6	2	1	4	16	1	25	true
107	null	Backend Developer (PHP) в FP Markets Ребята активно ищут 🔥 💙 Наш читатель уже получил оффер в эту компанию 📍 Remote или Кипр 💎 5+ лет опыта в PHP, API, English B2+ 🚀 Фаундер – Matt Murphie, ex. Merrill Lynch. В компании работает много русскоговорящих ребят 💙 FP Markets – австралийский онлайн-брокер, предоставляет...	https://t.me/dev_connectablejobs/945?embed=1&mode=tme	https://t.me/	https://t.me/s/dev_connectablejobs	1,100	1,734,682,526	1,734,688,963	102,249	[-0.048240718,0.04294058,-0.019626997,0.0047367103,-0.07610035,0.0016876227,-0.034231924,-0.02695245,0.012250959,-0.008975655,-0.034692343,0.018155025,-0.017685879,-0.04331687,-0.01698015,-0.019473137,0.0016569397,0.048710324,0.035051506,-0.037892837,-0.06119938,-0.010882526,-0.07405215,0.024845077,0.00056924537,-0.004...	[{"ner":"Backend Developer","lemma":"Backend Developer","label":"ORG","start_pos":0,"end_pos":17},{"ner":"PHP","lemma":"PHP","label":"ORG","start_pos":19,"end_pos":22},{"ner":"FP Markets\nРебята","lemma":"FP Markets\nРебята","label":"ORG","start_pos":26,"end_pos":43},{"ner":"компанию\n📍\nRemote или","lemma":"компанию\...	NEUTRAL	other	NOT SPAM	105	9	0.840491	0.159509	5	10	0	4	29	5	29	true
107	null	Senior/Lead C# developer #удаленка #офис #senior Компания : Контур Основные технологии Бэкенд: C# (.NET Core,.NET 5, ASP.NET MVC / Web API). Хранилища: MS SQL, PostgreSQL, Cassandra, MongoDB. Технологии зависят от конкретной команды разработки . ☑️ Что предстоит делать в любой из наших команд -работать с распределенным...	https://t.me/devs_it/3813?embed=1&mode=tme	https://t.me/	https://t.me/s/devs_it	365	1,734,670,813	1,734,688,963	102,249	[0.046489373,-0.061027937,-0.05153576,-0.04517861,-0.04974638,-0.06855275,-0.047858454,-0.03978793,0.04973034,0.004477826,0.021636123,0.021919023,-0.06865412,-0.046153408,-0.04822287,-0.022698555,0.034605235,0.03432171,-0.014609686,0.030582028,-0.04145451,-0.05931626,-0.032385234,-0.05501208,0.011477097,0.021229958,0.0...	[{"ner":"#удаленка #","lemma":"#удаленка #","label":"MONEY","start_pos":25,"end_pos":36},{"ner":"#","lemma":"#","label":"CARDINAL","start_pos":41,"end_pos":42},{"ner":"Компания","lemma":"Компания","label":"PER","start_pos":49,"end_pos":57},{"ner":"NET 5","lemma":"NET 5","label":"ORG","start_pos":110,"end_pos":115},{"ne...	NEUTRAL	rus	SPAM	210	11	0.923588	0.076412	20	20	11	8	72	8	59	true
107	null	Стажёр Backend Developer #стажировка #гибрид #удаленка Компания: VK 🔸 О команде: Мы развиваем видеосервис ВКонтакте. Витрина с разными категориями, высоконагруженные трансляции, аналитика и миллионы пользователей — это всё про нас. Ищем коллегу, готового улучшать наш продукт и интегрировать видеотехнологии в смежные с...	https://t.me/devs_it/3814?embed=1&mode=tme	https://t.me/	https://t.me/s/devs_it	54	1,734,688,817	1,734,688,963	102,249	[0.04315525,-0.031148594,-0.043823805,-0.015008654,-0.030361561,-0.01807473,-0.002985883,-0.008365505,0.033016875,-0.048947267,-0.003873284,0.029343432,-0.031859618,-0.07918956,0.030277306,-0.004965115,0.025110807,0.020851832,-0.006629094,-0.04335149,-0.06711644,0.009381577,-0.010468956,0.0051675616,0.012388747,0.02094...	[{"ner":"VK\n🔸","lemma":"vk\n🔸","label":"ORG","start_pos":65,"end_pos":69},{"ner":"ВКонтакте","lemma":"вконтакте","label":"ORG","start_pos":106,"end_pos":115},{"ner":"Витрина","lemma":"витрина","label":"PER","start_pos":117,"end_pos":124},{"ner":"ВКонтакте","lemma":"вконтакте","label":"ORG","start_pos":326,"end_pos":...	NEUTRAL	rus	NOT SPAM	205	7	0.959044	0.040956	20	16	7	3	86	3	51	true
107	null	Vacancy: SMM-менеджер Company: Aston Job type: office, office, fulltime City: Minsk, Belarus English: Intermediate Experience: 3 Vacancy url: https://hh.kz/vacancy/103899466?query=designer&hhtmFrom=vacancy_search_list SMM-менеджер Мы – аутсорсинговая IT-компания Aston, разрабатываем программное обеспечение на заказ и о...	https://t.me/it_jobs_agregator/287455?embed=1&mode=tme	https://t.me/	https://t.me/s/it_jobs_agregator	751	1,721,047,124	1,734,688,963	102,187	[-0.005552208,-0.025191713,-0.020523276,0.0051984433,-0.06586874,0.041704774,-0.01743473,-0.026819013,0.03579664,0.016617639,-0.021220598,-0.029843176,-0.00669725,-0.014954812,-0.02823225,-0.04411903,-0.04579972,0.0008976119,-0.0017289015,-0.06323054,-0.060576376,-0.031813532,-0.049424306,0.04500086,-0.014771488,0.0137...	[{"ner":"Minsk","lemma":"Minsk","label":"LOC","start_pos":78,"end_pos":83},{"ner":"Belarus","lemma":"Belarus","label":"LOC","start_pos":85,"end_pos":92},{"ner":"English","lemma":"English","label":"LANGUAGE","start_pos":93,"end_pos":100},{"ner":"3","lemma":"3","label":"CARDINAL","start_pos":127,"end_pos":128},{"ner":"As...	NEUTRAL	rus	NOT SPAM	456	12	0.94453	0.05547	61	29	8	8	213	2	109	true

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YAML Metadata Warning:The task_categories "text2text-generation" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

Description in English:

The dataset is collected from Russian-language Telegram channels with information about various IT vacancies for ML, Data Science, Front-end, Back-end development,
The dataset was collected and tagged automatically using the data collection and tagging service Scoutie.
Try Scoutie and collect the same or another dataset using link for FREE.

Dataset fields:

taskId - task identifier in the Scouti service.
text - main text.
url - link to the publication.
sourceLink - link to Telegram.
subSourceLink - link to the channel.
views - text views.
likes - for this dataset, an empty field (meaning the number of emotions).
createTime - publication date in unix time format.
createTime - publication collection date in unix time format.
clusterId - cluster id.
vector - text embedding (its vector representation).
ners - array of identified named entities, where lemma is a lemmatized representation of a word, and label is the name of a tag, start_pos is the starting position of an entity in the text, end_pos is the ending position of an entity in the text.
sentiment - emotional coloring of the text: POSITIVE, NEGATIVE, NEUTRAL.
language - text language RUS, ENG.
spam - text classification as advertising or not NOT_SPAM - no advertising, otherwise SPAM - the text is marked as advertising.
length - number of tokens in the text (words).
markedUp - means that the text is marked or not within the framework of the Skauti service, takes the value true or false.

Описание на русском языке:

Датасет собран из русскоязычных Telegram каналов с информацией о различных IT вакансиях для ML, Data Science, Front-end, Back-end разработке,
Датасет был собран и размечен автоматически с помощью сервиса сбора и разметки данных Скаути.
Попробуй Скаути и собери такой же или другой датасет по ссылке БЕСПЛАТНО.

Поля датасета:

taskId - идентификатор задачи в сервисе Скаути.
text - основной текст.
url - ссылка на публикацию.
sourceLink - ссылка на Telegram.
subSourceLink - ссылка на канал.
views - просмотры текста.
likes - для данного датасета пустое поле (означающее количество эмоций).
createTime - дата публикации в формате unix time.
createTime - дата сбора публикации в формате unix time.
clusterId - id кластера.
vector - embedding текста (его векторное представление).
ners - массив выявленных именованных сущностей, где lemma - лемматизированное представление слова, а label это название тега, start_pos - начальная позиция сущности в тексте, end_pos - конечная позиция сущности в тексте.
sentiment - эмоциональный окрас текста: POSITIVE, NEGATIVE, NEUTRAL.
language - язык текста RUS, ENG.
spam - классификация текста, как рекламный или нет NOT_SPAM - нет рекламы, иначе SPAM - текст помечен, как рекламный.
length - количество токенов в тексте (слов).
markedUp - означает, что текст размечен или нет в рамках сервиса Скаути принимает значение true или false.

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