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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/

    Целью работы является разработка системы кластеризации поисковых запросов семантического ядра. Работа включает в себя определение архитектуры, выбор модели и обучение нейронной сети, выбор оптимального алгоритма кластеризации и оценка получаемых результатов данного алгоритма, разработка клиентской и серверной частей веб-приложения. Система предназначена для сокращения времени анализа поисковых запросов для поисковой оптимизации сайта. The aim of the work is to develop a system for clustering search queries of the semantic core. The work includes determining the architecture, choosing a model and training a neural network, choosing the optimal clustering algorithm and evaluating the results of this algorithm, developing the client and server parts of a web application. Restriction system to reduce the time of analysis of search sources for a search site.

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    Authors: Ershov, Yu. G.;

    The article is written in connection with discussions about the content of ideological processes in post-Soviet Russia. The author agrees with the position that the course of modernization of society depends on the nature of the goals set. Consequently, the content of political ideology directly affects the design of the future and the management of society. Russia once again disrupted modernization, because it was once again carried out as Westernization — a direct uncritical borrowing of the values and institutions of Western civilization. The hybrid state of society manifested itself in the restoration of the features of traditional society in the constitutional shell of the modern legal state. The defeat of the USSR in the Cold War created a Weimar Russia that rejected the values of liberal democracy. The thirst for geopolitical revenge has led to the archaization of mass consciousness, the emergence of ideological myths cultivating the „neurosis of originality“, the psychology of „chosen common trauma“ and „chosen common glory“. The text emphasizes the flexibility and plasticity of hybrid political mythology, which allows manipulating mass consciousness. The paper highlights characteristic features of ideological myths and their socio-cultural consequences for the state and society. In them, the restoration of the idea of the exclusivity of the state (nation, people) is taking place, and, in its limits, it reaches the point of being chosen by God.The cultivation of one’s own superiority occurs through complex cultural and psychological mechanisms, through a system of direct, indirect and reverse means and techniques that acquire an aggressive form. The energy of this idea is created and fueled by the belief in the degradation of the creative forces of rival nations (states, civilizations). Статья написана в связи с дискуссиями о содержании идеологических процессов в постсоветской России. Автор солидарен с позицией, согласно которой ход модернизация общества зависит от характера поставленных целей. Следовательно, содержание политической идеологии прямо влияет на проектирование будущего и управление обществом. Россия в очередной раз сорвала модернизацию, так как она в очередной раз проводилась как вестернизация — прямое некритическое заимствование ценностей и институтов западной цивилизации. Гибридное состояние социума выразилось в восстановлении черт традиционного общества в конституционной оболочке современного правового государства. Поражение СССР в «холодной войне» создало «веймарскую» Россию, отторгнувшую ценности либеральной демократии. Жажда геополитического реванша привела к архаизации массового сознания, появлению идеологических мифов, культивирующих «невроз своеобразия», психологию «избранной общей травмы» и «избранной общей славы». В тексте подчеркивается гибкость и пластичность гибридной политической мифологии, позволяющая манипулировать массовым сознанием. Выделяются характерные черты идеологических мифов и их социокультурные последствия для государства и общества. В них происходит реставрация идеи исключительности государства (нации, народа), в пределе доводимая до богоизбранности. Культивирование собственного превосходства происходит через сложные культурно-психологические механизмы, через систему прямых, косвенных и обратных средств и приемов, приобретающих агрессивную форму. Энергетика этой идеи создается и подпитывается убеждением в деградации творческих сил наций (государств, цивилизаций) — соперников. Рукопись поступила в редакцию: 22.04.2022. Принята к публикации:06.05.2022ю Received: 22.04.2022. Accepted: 6.05.2022.

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    В работе рассмотрена математическая модель для интеллектуальной генерации текста для чат-бота. С использованием сервиса DialogFlow Google мы разработали чат-бот TPU_VKR. Для обучения чат-бота мы создали корпус вопросов-ответов, затем разработали сценарий ведения диалога в зависимости от выбора пользователя. С использованием API DialogFlow Google на языке Python были выгружены диалоги, которые стали основой для интеллектуальной генерации текста с использованием цепей Маркова. Для определения семантического сходства между фразами мы использовали косинусное расстояние. Результаты расчетов показали, что косинусное расстояние между оригинальной фразой и сгенерированными фразами лежит в пределах 0,44 от 0,96. The paper considers a mathematical model for intelligent generation of text for a chat bot. Using the DialogFlow Google service, we have developed the TPU_VKR chatbot. To train the chat bot, we created a corpus of questions and answers, then developed a script for conducting a dialogue, depending on the user's choice. Using the Google DialogFlow API in Python, dialogs were unloaded, which became the basis for intelligent text generation using Markov chains. We used cosine distance to determine the semantic similarity between phrases. The calculation results showed that the cosine distance between the original phrase and the generated phrases is within the range of 0.44 from 0.96.

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    Tapping a tee under pressure into a gas pipeline according to the T.D. Williamson. Purpose of work: organization of work on inserting a tee into a gas pipeline under pressure. In the course of the research, the following were carried out: an analytical review of existing methods for increasing the reliability of pressure tees; development of a production work plan for inserting a tee; carrying out appropriate calculations to substantiate the resource efficiency of the technology. Врезка тройника под давлением в газопровод по методу T.D. Williamson. Цель работы: организация работ по врезки тройника в газопровод под давлением. В процессе исследования проводились: аналитический обзор существующих методов повышения надёжности тройников под давлением; разработка плана производственных работ для врезки тройника; проведение соответствующих расчётов для обоснования ресурсо-эффективности технологиию.

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    The object of research is the Yu12 layer of the Snezhnoye oil field (Tomsk region). The purpose of the work is the analysis of the geological structure, oil and gas potential and the characteristics of the oil deposits of the Yu12 layer of the Snezhnoye oil and gas condensate field. Information is given on the geological structure (tectonics, stratigraphy), oil and gas potential, hydrogeology of the Snezhnoye field, an analysis is made of the field's exploration by field-geophysical, physical-dynamic and other types of research. The categorization and calculation of oil reserves are characterized, the current state of development of the Snezhnoye field is given. Application area. Upper Jurassic deposits of the West Siberian oil and gas province, formed in similar geological conditions. Объектом исследования является пласт Ю12 Снежного нефтяного месторождения (Томская область). Цель работы – анализ геологического строения, нефтегазоносности и характеристика залежи нефти пласта Ю12 Снежного нефтегазоконденсатного месторождения. Приведены сведения о геологическом строении (тектонике, стратиграфии), нефтегазоносности, гидрогеологии Снежного месторождения, выполнен анализ изученности месторождения промыслово-геофизическими, физико-динамическими и другими видами исследований. Охарактеризована категорийность и подсчет запасов нефти, приведено текущее состояние разработки Снежного месторождения. Область применения. Верхнеюрские отложения Западно-Сибирской нефтегазоносной провинции, сформированные в сходных геологических условиях.

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    Объектом исследования являются нейросетевые лингвистические модели. Цель работы: разработка алгоритма для генерации текста на основе нейросетевой модели. В ходе данной работы рассмотрена одна из задач обработки естественного языка - лингвистическое моделирование, произведен обзор архитектуры различных нейросетевых моделей, разработан алгоритм для генерации текста, произведено сравнение данного алгоритма с использованием различных нейросетевых моделей. Данная разработка позволит автоматизировать процесс создания различного текстового контента для интернет ресурсов. The object of study are neural network language modeling. Purpose of work: development an algorithm for generating text based on a neural network model. In the course of this work, one of the tasks of natural language processing, language modeling, was reviewed, the architecture of various neural network models was reviewed, a text generation algorithm was developed, and a comparison was made with this algorithm using various neural network models. This development will automate the process of creating various text content for Internet resources.

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    In this work, we consider the process of developing a chat bot with natural language processing based on a recurrent neural network. We provided a brief review of the literature that formulates goal and objectives of the research. We discussed the theoretical aspects of developing chatbots and technologies for their development. Described the development process, including: preparing data for machine learning, developing a model, developing and testing a prototype chatbot. assessed the risks and hazards to health and the environment and considered ways to minimize them. Also, discussed the economic component of the work. The costs of implementation were calculated and competitors in the market were studied, and the profitability of the project was also calculated. В данной работе рассмотрен процесс разработки чат-бота с обработкой естественного языка на базе рекуррентной нейронной сети. Приведен краткий обзор литературы, необходимый для дальнейшей работы, сформулирована цель и задачи работы. Рассмотрены теоретические аспекты разработки чат-ботов, проведен анализ существующих аналогов и технологий для их разработки. Приведено описание процесса разработки, в том числе: подготовка данных для машинного обучения, разработка модели, разработка и тестирование прототипа чат-бота. Оценены риски и опасности для здоровья и окружающей среды и рассмотрены способы их минимизации. Также, рассмотрена экономическая составляющая работы. Посчитаны затраты на реализацию и изучены конкуренты на рынке, а также посчитана рентабельность проекта.

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    Development of a system of communications, actions of urban communities, definition of a strategy for innovative application of development using the city’s cultural resources.And also to identify the main problems in the preservation of monuments, to characterize the essence of research approaches to justify the role of cultural heritage in the spatial development of the city and analyze the nature and features of Tomsk city projects. Разработка системы коммуникаций, действий городских сообществ, определяющих стратегии инновационного устойчивого развития с использованием ресурсов культуры города.А также выявить основные проблемы в сохранении памятников,охарактеризовать сущность исследовательских подходов к обоснованию роли культурного наследия в пространственном развитии города и проанализировать сущность и особенности томских городских проектов.

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    В результате исследования был проведён сравнительный анализ технических, технологических и специальных комплексов мероприятий по защите нефтепроводов от коррозии. На основании полученных результатов было выявлено, что применение метода вставки меньшего диаметра "данный метод позволит обеспечить необходимую скорость для выноса скоплений жидкости из нижней образующей нефтепровода и как следствие, снизить разрушительное влияние коррозии, на внутреннюю поверхность трубопровода" имеет ряд преимуществ, одним из которых является увеличение срока эксплуатации нефтепровода, без больших капитальных затрат. As a result of the work, a comparative analysis of technical, technological and special complexes of measures to protect oil pipelines from corrosion was carried out. On the basis of the obtained results, it was revealed that the use of the method of insertion of a smaller diameter has a number of advantages, one of which is an increase in the life of the pipeline, without large capital expenditures.

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    Диссертационная работа посвящена разработке машинного семантического толкового словаря, способа представления знаний в таком словаре, и системы для автоматизированного построения такого словаря на основе анализа определений из существующих толковых словарей на естественном языке. Целью работы является создание программной системы, позволяющей автоматизировать процесс построения семантических словарей полевого типа с фреймовым представлением компонентного состава дефиниций значений словарных статей, характеризуемых дифференциальными и интегральными семантическими признаками в качестве слотов построенных фреймов. Для увеличения полноты описания признаков понятий и определения полевого расположения семем и их компонентов анализ определений осуществляется из нескольких толковых словарей. Thesis research is dedicated to development of machine-oriented semantic explanatory dictionary, a method of representing knowledge in such dictionary, and a system for automated building of such dictionary based on analysis of word definitions from currently existing natural language explanatory dictionaries. Goal of the thesis research is to implement a system allowing for automatic construction of semantic dictionaries with frame representation of meaning components and meaning features as frame slots. For better coverage of concept features and determining their importance and priority in semantic analysis, several dictionaries have to be used at the same time.

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    Целью работы является разработка системы кластеризации поисковых запросов семантического ядра. Работа включает в себя определение архитектуры, выбор модели и обучение нейронной сети, выбор оптимального алгоритма кластеризации и оценка получаемых результатов данного алгоритма, разработка клиентской и серверной частей веб-приложения. Система предназначена для сокращения времени анализа поисковых запросов для поисковой оптимизации сайта. The aim of the work is to develop a system for clustering search queries of the semantic core. The work includes determining the architecture, choosing a model and training a neural network, choosing the optimal clustering algorithm and evaluating the results of this algorithm, developing the client and server parts of a web application. Restriction system to reduce the time of analysis of search sources for a search site.

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    Authors: Ershov, Yu. G.;

    The article is written in connection with discussions about the content of ideological processes in post-Soviet Russia. The author agrees with the position that the course of modernization of society depends on the nature of the goals set. Consequently, the content of political ideology directly affects the design of the future and the management of society. Russia once again disrupted modernization, because it was once again carried out as Westernization — a direct uncritical borrowing of the values and institutions of Western civilization. The hybrid state of society manifested itself in the restoration of the features of traditional society in the constitutional shell of the modern legal state. The defeat of the USSR in the Cold War created a Weimar Russia that rejected the values of liberal democracy. The thirst for geopolitical revenge has led to the archaization of mass consciousness, the emergence of ideological myths cultivating the „neurosis of originality“, the psychology of „chosen common trauma“ and „chosen common glory“. The text emphasizes the flexibility and plasticity of hybrid political mythology, which allows manipulating mass consciousness. The paper highlights characteristic features of ideological myths and their socio-cultural consequences for the state and society. In them, the restoration of the idea of the exclusivity of the state (nation, people) is taking place, and, in its limits, it reaches the point of being chosen by God.The cultivation of one’s own superiority occurs through complex cultural and psychological mechanisms, through a system of direct, indirect and reverse means and techniques that acquire an aggressive form. The energy of this idea is created and fueled by the belief in the degradation of the creative forces of rival nations (states, civilizations). Статья написана в связи с дискуссиями о содержании идеологических процессов в постсоветской России. Автор солидарен с позицией, согласно которой ход модернизация общества зависит от характера поставленных целей. Следовательно, содержание политической идеологии прямо влияет на проектирование будущего и управление обществом. Россия в очередной раз сорвала модернизацию, так как она в очередной раз проводилась как вестернизация — прямое некритическое заимствование ценностей и институтов западной цивилизации. Гибридное состояние социума выразилось в восстановлении черт традиционного общества в конституционной оболочке современного правового государства. Поражение СССР в «холодной войне» создало «веймарскую» Россию, отторгнувшую ценности либеральной демократии. Жажда геополитического реванша привела к архаизации массового сознания, появлению идеологических мифов, культивирующих «невроз своеобразия», психологию «избранной общей травмы» и «избранной общей славы». В тексте подчеркивается гибкость и пластичность гибридной политической мифологии, позволяющая манипулировать массовым сознанием. Выделяются характерные черты идеологических мифов и их социокультурные последствия для государства и общества. В них происходит реставрация идеи исключительности государства (нации, народа), в пределе доводимая до богоизбранности. Культивирование собственного превосходства происходит через сложные культурно-психологические механизмы, через систему прямых, косвенных и обратных средств и приемов, приобретающих агрессивную форму. Энергетика этой идеи создается и подпитывается убеждением в деградации творческих сил наций (государств, цивилизаций) — соперников. Рукопись поступила в редакцию: 22.04.2022. Принята к публикации:06.05.2022ю Received: 22.04.2022. Accepted: 6.05.2022.

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    В работе рассмотрена математическая модель для интеллектуальной генерации текста для чат-бота. С использованием сервиса DialogFlow Google мы разработали чат-бот TPU_VKR. Для обучения чат-бота мы создали корпус вопросов-ответов, затем разработали сценарий ведения диалога в зависимости от выбора пользователя. С использованием API DialogFlow Google на языке Python были выгружены диалоги, которые стали основой для интеллектуальной генерации текста с использованием цепей Маркова. Для определения семантического сходства между фразами мы использовали косинусное расстояние. Результаты расчетов показали, что косинусное расстояние между оригинальной фразой и сгенерированными фразами лежит в пределах 0,44 от 0,96. The paper considers a mathematical model for intelligent generation of text for a chat bot. Using the DialogFlow Google service, we have developed the TPU_VKR chatbot. To train the chat bot, we created a corpus of questions and answers, then developed a script for conducting a dialogue, depending on the user's choice. Using the Google DialogFlow API in Python, dialogs were unloaded, which became the basis for intelligent text generation using Markov chains. We used cosine distance to determine the semantic similarity between phrases. The calculation results showed that the cosine distance between the original phrase and the generated phrases is within the range of 0.44 from 0.96.

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    Tapping a tee under pressure into a gas pipeline according to the T.D. Williamson. Purpose of work: organization of work on inserting a tee into a gas pipeline under pressure. In the course of the research, the following were carried out: an analytical review of existing methods for increasing the reliability of pressure tees; development of a production work plan for inserting a tee; carrying out appropriate calculations to substantiate the resource efficiency of the technology. Врезка тройника под давлением в газопровод по методу T.D. Williamson. Цель работы: организация работ по врезки тройника в газопровод под давлением. В процессе исследования проводились: аналитический обзор существующих методов повышения надёжности тройников под давлением; разработка плана производственных работ для врезки тройника; проведение соответствующих расчётов для обоснования ресурсо-эффективности технологиию.

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    The object of research is the Yu12 layer of the Snezhnoye oil field (Tomsk region). The purpose of the work is the analysis of the geological structure, oil and gas potential and the characteristics of the oil deposits of the Yu12 layer of the Snezhnoye oil and gas condensate field. Information is given on the geological structure (tectonics, stratigraphy), oil and gas potential, hydrogeology of the Snezhnoye field, an analysis is made of the field's exploration by field-geophysical, physical-dynamic and other types of research. The categorization and calculation of oil reserves are characterized, the current state of development of the Snezhnoye field is given. Application area. Upper Jurassic deposits of the West Siberian oil and gas province, formed in similar geological conditions. Объектом исследования является пласт Ю12 Снежного нефтяного месторождения (Томская область). Цель работы – анализ геологического строения, нефтегазоносности и характеристика залежи нефти пласта Ю12 Снежного нефтегазоконденсатного месторождения. Приведены сведения о геологическом строении (тектонике, стратиграфии), нефтегазоносности, гидрогеологии Снежного месторождения, выполнен анализ изученности месторождения промыслово-геофизическими, физико-динамическими и другими видами исследований. Охарактеризована категорийность и подсчет запасов нефти, приведено текущее состояние разработки Снежного месторождения. Область применения. Верхнеюрские отложения Западно-Сибирской нефтегазоносной провинции, сформированные в сходных геологических условиях.

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    Объектом исследования являются нейросетевые лингвистические модели. Цель работы: разработка алгоритма для генерации текста на основе нейросетевой модели. В ходе данной работы рассмотрена одна из задач обработки естественного языка - лингвистическое моделирование, произведен обзор архитектуры различных нейросетевых моделей, разработан алгоритм для генерации текста, произведено сравнение данного алгоритма с использованием различных нейросетевых моделей. Данная разработка позволит автоматизировать процесс создания различного текстового контента для интернет ресурсов. The object of study are neural network language modeling. Purpose of work: development an algorithm for generating text based on a neural network model. In the course of this work, one of the tasks of natural language processing, language modeling, was reviewed, the architecture of various neural network models was reviewed, a text generation algorithm was developed, and a comparison was made with this algorithm using various neural network models. This development will automate the process of creating various text content for Internet resources.

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    In this work, we consider the process of developing a chat bot with natural language processing based on a recurrent neural network. We provided a brief review of the literature that formulates goal and objectives of the research. We discussed the theoretical aspects of developing chatbots and technologies for their development. Described the development process, including: preparing data for machine learning, developing a model, developing and testing a prototype chatbot. assessed the risks and hazards to health and the environment and considered ways to minimize them. Also, discussed the economic component of the work. The costs of implementation were calculated and competitors in the market were studied, and the profitability of the project was also calculated. В данной работе рассмотрен процесс разработки чат-бота с обработкой естественного языка на базе рекуррентной нейронной сети. Приведен краткий обзор литературы, необходимый для дальнейшей работы, сформулирована цель и задачи работы. Рассмотрены теоретические аспекты разработки чат-ботов, проведен анализ существующих аналогов и технологий для их разработки. Приведено описание процесса разработки, в том числе: подготовка данных для машинного обучения, разработка модели, разработка и тестирование прототипа чат-бота. Оценены риски и опасности для здоровья и окружающей среды и рассмотрены способы их минимизации. Также, рассмотрена экономическая составляющая работы. Посчитаны затраты на реализацию и изучены конкуренты на рынке, а также посчитана рентабельность проекта.

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    Development of a system of communications, actions of urban communities, definition of a strategy for innovative application of development using the city’s cultural resources.And also to identify the main problems in the preservation of monuments, to characterize the essence of research approaches to justify the role of cultural heritage in the spatial development of the city and analyze the nature and features of Tomsk city projects. Разработка системы коммуникаций, действий городских сообществ, определяющих стратегии инновационного устойчивого развития с использованием ресурсов культуры города.А также выявить основные проблемы в сохранении памятников,охарактеризовать сущность исследовательских подходов к обоснованию роли культурного наследия в пространственном развитии города и проанализировать сущность и особенности томских городских проектов.

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    В результате исследования был проведён сравнительный анализ технических, технологических и специальных комплексов мероприятий по защите нефтепроводов от коррозии. На основании полученных результатов было выявлено, что применение метода вставки меньшего диаметра "данный метод позволит обеспечить необходимую скорость для выноса скоплений жидкости из нижней образующей нефтепровода и как следствие, снизить разрушительное влияние коррозии, на внутреннюю поверхность трубопровода" имеет ряд преимуществ, одним из которых является увеличение срока эксплуатации нефтепровода, без больших капитальных затрат. As a result of the work, a comparative analysis of technical, technological and special complexes of measures to protect oil pipelines from corrosion was carried out. On the basis of the obtained results, it was revealed that the use of the method of insertion of a smaller diameter has a number of advantages, one of which is an increase in the life of the pipeline, without large capital expenditures.

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    Диссертационная работа посвящена разработке машинного семантического толкового словаря, способа представления знаний в таком словаре, и системы для автоматизированного построения такого словаря на основе анализа определений из существующих толковых словарей на естественном языке. Целью работы является создание программной системы, позволяющей автоматизировать процесс построения семантических словарей полевого типа с фреймовым представлением компонентного состава дефиниций значений словарных статей, характеризуемых дифференциальными и интегральными семантическими признаками в качестве слотов построенных фреймов. Для увеличения полноты описания признаков понятий и определения полевого расположения семем и их компонентов анализ определений осуществляется из нескольких толковых словарей. Thesis research is dedicated to development of machine-oriented semantic explanatory dictionary, a method of representing knowledge in such dictionary, and a system for automated building of such dictionary based on analysis of word definitions from currently existing natural language explanatory dictionaries. Goal of the thesis research is to implement a system allowing for automatic construction of semantic dictionaries with frame representation of meaning components and meaning features as frame slots. For better coverage of concept features and determining their importance and priority in semantic analysis, several dictionaries have to be used at the same time.

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