Volume 13 | Issue 11 |

 Abstract

This paper explores how Machine Learning can be used to predict stock prices by forecasting future values based on past trading data, especially closing prices. Using Python, the study develops a prediction model grounded in popular financial analysis and time-series methods. The goal is to make the prediction process simpler and more accurate by applying Machine Learning. The method is trained on historical stock data to uncover patterns that help generate precise forecasts. The focus is on the ARIMA (Autoregressive Integrated Moving Average) model, which is effective at recognizing trends in stock price changes. By examining historical closing prices, the model aims to predict future stock values and identify potential price fluctuations or instabilities.

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Stock price , Prediction , ARIMA , Machine Learning , Python

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In This study a sensitive precise, accurate, selective, cost effective and simple UV-visible spectrophotometric method has been used for estimation and analysis of liquorice in double distilled water. The solution of Liquorice or Glycyrrhiza glabra was scanned with in U.V. visible rang up to (600nm) for its wave length of optimum absorbance different calibration standard of Glycyrrhiza glabra were prepared and absorbance was recoded at optimum wave length at 350nm. Beer's law is obeyed in calibration curve of concentration vs absorbance was ploted with concentration range 2-16?g/mL the observation of this analysis were verified statistically and were found to be satisfactory. The U.V visible spectrophotometric method was successfully applied for the estimation of liquorice in the routine analytical work.

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Glycyrrhiza glabra, Spectrophotometer, Soxhlet Apparatus.

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The increasing demand for sustainable construction materials has led to the exploration of industrial waste as potential alternatives in concrete production. This study investigates the feasibility of using coconut coir fiber as a partial replacement for cement in concrete to enhance workability and strength characteristics. Various concrete mixes were prepared by replacing cement with coconut coir fiber at proportions of 1.5%, 2.5%, 3.5% by weight. Comprehensive tests were conducted to evaluate the workability, compressive strength, split tensile strength, and durability of the mixes at different curing periods. The results indicate that the incorporation of coconut coir fiber up to an optimal percentage, can significantly enhance the mechanical properties of concrete while promoting the reuse of industrial waste. This experimental study demonstrates the potential of coconut coir fiber as a sustainable material in cementitious applications, contributing to environmental conservation and resource efficiency in the construction sector. The rapid growth of the construction industry has significantly increased the demand for cement, contributing to environmental challenges such as high energy consumption, greenhouse gas emissions, and depletion of natural resources. In response, this study explores the use of coconut coir fiber as a partial replacement for cement in concrete. This experimental investigation involves the preparation of concrete specimens in which Pozzolanic Portland cement (PPC) is partially replaced with cococnut coir fiber in varying proportions: 0% (control mix), 1.5%, 2.5%, 3.5% by weight.. The mechanical and durability properties of the concrete are evaluated through standardized tests, including slump test for workability, compressive strength test, split tensile strength test, and water absorption test at 7 and 28 days of curing. The results reveal that coconut coir fiber can be effectively utilized as a supplementary cementitious material up to an optimum replacement level--typically around 1.5-2.5%--without compromising, and in some cases even enhancing, the strength and durability of concrete. Beyond the optimal percentage, however, further replacement leads to reduced mechanical performance due to increased porosity and lower cement content. Overall, this research demonstrates that coconut coir fiber, offers a viable and eco-friendly alternative to partial cement replacement. This approach not only reduces the environmental burden associated with coconut coir fiber disposal but also contributes to sustainable construction practices by lowering the carbon footprint of concrete production.

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Cement, coconut coir fiber, compressive strength, flexural strength.

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"Chasing Dreams, Bearing Pressures: A Sociological Insight into PUC Students" examines the increasing academic and emotional challenges faced by science stream students at the pre-university level in today's competitive educational environment. In a rapidly changing world where academic excellence is closely tied to future career opportunities, students often experience immense pressure to meet both institutional and parental expectations. This study seeks to explore how such pressures influence their mental well-being, motivation, and social relationships. The research Is conducted among 40 science students pursuing PUC, representing a group that often faces heightened stress due to demanding curricula, entrance exam preparation, and parental aspirations for professional courses such as engineering or medicine. The study highlights how the intersection of academic expectations, peer competition, and parental involvement shapes students' emotional balance and overall academic performance. The Importance of this study lies in its relevance to the current educational scenario, where students' dreams and identities are often shaped by societal and familial pressures rather than personal interests. By understanding these experiences from a sociological perspective, the study aims to shed light on the hidden emotional struggles behind academic achievement. It also emphasizes the growing need for mental health awareness, supportive parenting, and the creation of a balanced educational atmosphere that values students' individuality and holistic development. Ultimately, this research contributes to the broader discourse on student well-being, parental roles, and social expectations, offering valuable insights for educators, parents, and policymakers to make education more empathetic and student-centered.

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PUC students, academic pressure, parental expectations, peer pressure, holistic development.

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Dincharya is an ancient Ayurvedic daily routine designed to keep the body and mind healthy. It helps maintain balance between the mind, body, and soul by caring for digestion, the body's natural energies (Doshas), tissues (Dhatus), and waste (Mala). Ignoring this routine has contributed to lifestyle diseases like high blood pressure and diabetes. Dincharya includes habits such as waking up early during Brahma Muhurta (before sunrise), brushing teeth (Dantadhawana), cleaning the tongue (Jihva Nirlekhan), applying nasal drops (Nasya), oil pulling (Kavala), oil massage (Abhyanga), following good conduct (Sadvritta), and mindful eating (Bhojana). Each practice serves a special purpose. o Waking up during Brahma Muhurta supports stress control, immunity, and metabolism. o Kavala (oil pulling) improves oral hygiene. o Abhyanga (oil massage) balances the body's internal clock and promotes good sleep. o Vyayama (exercise) strengthens the heart, body, and mind. o Nasya (nasal therapy) boosts immunity and prevents respiratory problems. When we neglect Dincharya, our immunity and metabolism weaken, increasing the risk of illness. In short, Dincharya provides timeless guidance for living a healthy, balanced life. Following this daily routine helps prevent disease, increase energy, and restore overall well-being in today's fast-paced world.

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"DINCHARYA : APPLYING IN DAILY ROUTINE"

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Aim and objectives: The study aim was to assess the knowledge and attitude regarding happy hormone foods among selected school teachers at Coimbatore District. Methodology: Descriptive research design was adopted in order to assess the knowledge and attitude towards happy hormone foods among selected school teachers. The target population of the study was working teachers in selected school. The independent variable of this study was spectacle of happy hormone foods and sensory evaluation conducted among school teachers.. The dependent variable of the study is the knowledge, attitude and sensory evaluation scores of school teachers regarding happy hormone foods. The sample size was 50 school teachers who fulfill inclusion and exclusion criteria were selected by convenient sampling technique. Sensory evaluation of displayed happy hormone foods was done by the school teachers by using five point hedonic scale, Knowledge was assessed by self structure questionnaire and attitude by four point likert scale regarding happy hormone foods. Results and Discussion: The overall result of this study stated that 70% of the selected samples were having knowledge and 30% of the selected samples were with the inadequate knowledge regarding happy hormone foods. 54% of the selected samples had favorable attitude and 28% of them had unfavorable level of attitude towards the happy hormones foods. Descriptive statistics: Frequency, percentage, mean, and standard deviation for knowledge, attitude, and sensory evaluation scores.

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knowledge, Attitude, Happy hormone foods, School teachers

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Githa Hariharan, a famous Indian novelist and feminist writer, is well-known for her unique reworkings of mythology and storytelling traditions. Her writing disrupts mainstream cultural narratives by highlighting women's experiences and resistance. This study looks at how Hariharan uses mythology as a method of feminist resistance in The Thousand Faces of Night and When Dreams Travel. Traditional Indian mythologies frequently reinforce patriarchal beliefs by excluding female voices. Hariharan challenges these hallowed tales by redefining mythological women as active agents of rebellion and self-determination. Using feminist literary theory, gender performativity, and postcolonial views, this study investigates how Hariharan's fragmented, polyphonic storytelling undermines patriarchal narrative authority. The study concludes that Hariharan reclaims mythology as a dynamic, evolving space that empowers women and destabilises patriarchal and cultural hegemonies. Her work positions mythology as a powerful tool for feminist and narrative subversion.

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Githa Hariharan, Feminist Mythology, Narrative Resistance, Sacred Stories, Subversive Voices, Postcolonial Feminism, Storytelling as Power.

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Art and Memory are considered as the collective remembrances and interpretations of shared experiences, traditions, and narratives. They serve as a foundational framework through which individuals and societies construct and negotiate their identities. This study investigates how art (painting) as a cultural memory influences the formation, maintenance, and transformation of culture and self-identity across various contexts, including literature, culture, and memory studies. It delves into the intricate relationship between art, cultural memory and self-identity as depicted in the novel Artist, Undone by V. Sanjay Kumar. This paper explores how the author himself navigates his sense of identity, instilling the importance of painting in finding one's real self. The research illuminates how personal and cultural identity is shaped, passed over, and sometimes challenged and preserved by art. This research on art, culture, and memory provides a unique cultural perspective on the art market and how contemporary art and narratives on art preserve the memories of an individual and the whole of a culture. An interdisciplinary analysis and theoretical inquiry help the study aim to deepen the understanding of the potently positive and multifaceted relationship between art, literature, identity, and memory, shedding light on the complexities of human experiences and social belonging.

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Art, Cultural memory, Queer, Identity, Spatial memory.

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The World Health Organization (WHO) says that India has a high number of lifestyle-related diseases, especially non-communicable diseases (NCDs), which are increasing fast because of changes in food habits and lifestyle. Ayurveda, the traditional Indian medical system, teaches that good health depends on keeping the mind, body, and spirit in balance. One important Ayurvedic practice for this is Ritucharya, which means following a seasonal routine. It helps the body stay in tune with nature and keeps the Doshas (basic energies of the body) balanced, which prevents many diseases. Ritucharya includes advice about what to eat, how to live, and what habits to follow in each season. By eating the right foods and following the right lifestyle for each season, a person can stay healthy, strong, and happy. However, more research is still needed to fully understand how Ritucharya benefits human health. Scientists also need to find the best ways to use these ancient methods in today's modern lifestyles. This study looks at how Ayurvedic teachings about food and lifestyle help people live in harmony with nature, and how Ayurveda's six seasons compare with the four seasons we follow today.

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A LITERARY REVIEW ON RUTUCHARYA

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India-Bangladesh border trade is also a significant contributor of the economic activity of Tripura, which is an economically inaccessible landlocked state in North East India. During the last few years, there have been attempts to formalise the trade, introducing Integrated Check Posts (ICPs), and the implementation of operationalisation of the border port. Nonetheless, high rates of policy changes, importation, and logistical limitations remain the main factors that render the local markets volatile. In this paper, the authors examine how India-Bangladesh border trade policies affect local economy of Tripura using a doctrinal research method that is fully backed by secondary data. Tripura has a protracted international border with Bangladesh and hence the cross-border business activity has been a key to mould the economic prospects of the State. The results show that even with the gradual promotion of formalisation by border trade policies through the use of Integrated Check Posts, enhanced customs processes and systematic border haat systems, policy instability, periodical restrictions, non-tariff barriers and complex documentation, the policies have produced disproportionate effects to the small traders, producers and local informal markets. The research finds that the success of border trade in enhancing the economy of Tripura is not only determined by the development of infrastructure but also legal clarity, uniformity as well as long term stability of India-Bangladesh trade policy frameworks.

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Border trade, Tripura, Bangladesh, Local economy, Trade policy.

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