eChapters

This chapter begins by providing an essential overview of different data transformation methods and their importance. It primarily concentrates on exploring three crucial transformation techniques: the square root transformation, log transformation, and arc sine transformation. Additionally, this chapter explores the practical application and analysis of these transformations using the R programming language.

Data Transformation

Data transformation is often needed in statistical analysis and data processing for several key reasons:

• Assumption of homogeneity of variances: ANOVA requires that the variances within each group being compared are equal. When this assumption is violated, i.e., when variances are significantly different across groups, data transformation can help stabilize these variances.

• Normality assumption: ANOVA assumes that the residuals (the differences between observed and predicted values) are normally distributed. However, real-world data often deviates from this normal distribution. Data transformation, such as log or square root transformations, can help in reshaping the distribution of data.

• Handling skewed data: In situations where the data is highly skewed, the results of ANOVA can be misleading. Transformations can reduce skewness, making the distribution more symmetric and suitable for ANOVA.

• Proportional or percentage data: When dealing with data in the form of proportions or percentages, certain transformations (like the arc sine transformation) are necessary. This is because proportions have a bounded scale (0–1 or 0–100%) and their variances are not constant across the range, which can violate ANOVA assumptions

Introduction

The history and evolution of extension in India during the Pre- independence and Post- independence periods have been narrated in Chapter 2. The major breakthrough in Agricultural Extension was the introduction of the T&V system with WB support from 1977 to 1997. The system tried to establish a strong linkage between the research and extension. Technical messages received from research stations were transferred to the farmers through an organized extension system at fixed time intervals and obtained feedback from the farmers about the technologies. However, the system was constrained by structural problems at organizational level. The system adopted a classical top- down approach and the recommendations were suitable for irrigated areas bypassing the rain- fed areas. After the withdrawal of support from WB, the T&V system was constrained by the paucity of funds to manage the manpower created, and the unpaid farmers did not continue to work. After withdrawal, it was considered necessary to make the extension more demand- driven, participatory, group extension, and farmer- centric with possible convergence for which extension reform in India was necessary.

Extension reform in India

There are many countries where extension and advisory services reforms are occurring globally (Swanson and Rajalahti 2010; World Bank 2012). Since agro- ecological conditions and access to markets vary within most countries, decentralized extension system was needed. It was considered that decentralized and demand- driven extension allows farmers to participate in setting the agenda and demanding extension and research priorities. The extension reforms made the system reach the smallholders, resource- poor, and women, and also focused on sustainability. When the donor funds dry up or the pilot projects end, the farmers no longer have access to the extension services (Birner and Anderson 2007). Therefore the public extension needs to be sustainable in extension services delivery.

Saccharification: The process of breaking a complex carbohydrate (starch or cellulose) into its monosaccharide components is called saccharification.

Saccharimeter: A device (polarimeter) used for measuring the amount of sugar in a solution is called saccharimeter. It is also known as saccharometer. It is a hydrometer with a special scale.

Saccharin: A crystalline compound C7 H5 NO3 S that is unrelated to the carbohydrates, is several hundred times sweeter than sucrose, and is used as a calorie free sweetener.

Saccharomyces: It is one of the genus (Saccharomyces) of the family Saccharomycetaceae and is usually unicellular yeasts (brewer’s yeast) that are distinguished by their sparse or absent mycelium and reproduced asexually by budding.

Safe food: Food that provide maximum nutrition and quality while revealing a minimal hazard to public health and they assume any risk present to be minimal.

Introduction

Blackberry (Rubus fruticosus L.) belongs to the family Rosaceae and is a perennial fruit crop that is widely cultivated in different parts of the world due to its high nutritional and medicinal values. The fruit is known by different names such as bramble, dewberry, and thimbleberry, and has a chromosome number of 2n=14. Blackberry is a rich source of vitamins, minerals, antioxidants, and dietary fiber, and has potential health benefits in the management of various diseases such as diabetes, cancer, and cardiovascular disorders (Kumar et al., 2018). The fruit is consumed fresh and also processed into jams, jellies, juices, wines, and other value-added products.

Origin and distribution

Blackberry is believed to have originated in Europe and Western Asia, and was introduced to North America by early European settlers. The fruit is now widely cultivated in different parts of the world including Asia, Africa, Australia, and South America (Arya et al., 2020). In India, blackberry cultivation is gaining popularity in states such as Himachal Pradesh, Jammu and Kashmir, and Uttarakhand, where the climatic conditions are favorable for its growth and development.

Calcium, anti-oxidants and certain enzymes are reported to play vital role in extending the shelf-life of harvested produce of many horticultural crops especially fruits. They help in maintenance of cell wall structure. Being an important constituent of cell wall, in the form of calcium pectate, it helps in maintenance of cell wall structure. Antioxidants are highly beneficial in extending the shelf-life of fruits besides maintaining the quality. Similarly, some enzymes play a key role in preserving the fruit quality and prolonging its market life. As some fruits are catergorized under ‘Low volume high value fruits’, it is essential to extend their shel-flife for reducing the post-harvest losses of fruits and also to reap better remuneration. Thus, it becomes indispensable to review the role of Ca, anti-oxidants and enzymes which are beneficial in keeping the harvested produce afresh for a relatively longer period.

Renewable energy in agriculture represents a transformative shift toward sustainability and efficiency in food production systems. This article explores the various renewable energy technologies that are being integrated into agricultural practices, including solar, wind, biomass, and geothermal energy. It examines the benefits of these technologies in reducing greenhouse gas emissions, lowering energy costs, and enhancing the resilience of agricultural operations against climate change. Additionally, the article discusses the challenges and barriers to widespread adoption, such as initial investment costs, technological limitations, and policy obstacles. Through case studies and real-world examples, the article highlights successful implementations of renewable energy in agriculture and offers insights into future trends and innovations. The integration of renewable energy into agriculture not only supports environmental sustainability but also promotes economic viability and energy independence for farmers, paving the way for a more resilient and sustainable agricultural sector.

Introduction

India is bestowed with huge production of fruits, vegetables, cereals, millets, sugarcane along with meat production, milk production, fish production and poultry. Despite such a huge production in India, owing to perishable nature of these produce around 25-30 per cent of the produce is being lost as post harvest loss. The one important reason for this may be the production of the crops are season specific and during the peak season the production is more while demand for consumption is less. It may be possible to cut down losses to great extent, if these produces may be transported from the produce states to those who are not producing due to agro-climatic reasons. So for making transportation of the perishable a successful venture in decreasing post harvest loss, there must be proper storage facilities both at producing site as well as marketing place. The aim of the storages must be to keep the produce in saleable condition during entire storage periods. Some products are stored for short period whereas fresh fruits, vegetables require cold storage. Foods before keeping into the storage room need some pre-storage treatments for better results.

Modern and transgenic breeding approaches consist of modern plant breeding triangle, high-throughput phenotyping (HTP), marker-assisted selection (MAS), marker-assisted backcrossing (MABC), genomic selection (GS), genome-wide association study (GWAS), and genome editing. MAS accelerates trait identification through DNA markers, improving efficiency in selecting plants with desired traits. MABC employs molecular markers to facilitate gene introgression from donor parents (DPs) to superior recurrent parents (RPs). GS employs genome-wide markers to predict performance, revolutionizing breeding by considering both major and minor-effect quantitative trait loci (QTLs). Genome editing techniques like CRISPR-Cas9 (clustered regularly interspaced short palindromic repeats associated protein 9) enable targeted gene modifications for desired traits. Genome editing involves selecting target genes, designing guide RNAs for Cas9, and introducing the CRISPR-Cas9 system into plants. This technology has been utilized to enhance crop productivity, sustainability, and disease resistance. Transgenic crops are designed to carry specific traits, such as pest resistance, virus resistance, abiotic stress tolerance, and nutritional enrichment. Agrobacterium tumefaciens is highlighted as a tool for transgene introduction, offering advantages like low copy number integration and stable expression. Genetic engineering remains a promising avenue for creating disease-resistant crops and ensuring global food security.

The Indian subcontinent has a vast costal belt along with the wide range of forest environment, which host large number of unexplored plant/marine species. This diversity has been the source of unique chemical compounds with the potential for industrial development as pharmaceuticals, cosmetics, nutritional supplements, molecular probes, fine chemicals and agrochemicals. In recent years, a significant number of novel metabolites with potent pharmacological properties have been discovered from the natural sources including marine and terrestrial plants. Recent move of society towards nature for the treatment of various diseases where there is no satisfactory cure in modern medicine has diverted the attention of natural/medicinal chemists and biologists to unravel their chemical characteristics and biological activities together in order to define their therapeutic potential in the light of modern pathobiological understandings. This move has led collectively to rediscover, design and refine the therapeutic application of medicinal plants/marine sources.

The world turned into a grossly inhabitable during the infamous COVID-19 pandemic, with community health issues everywhere. Each one felt unsafe if other earthly inhabitants were, be it humans or other living beings. Onset of SARS CoV-2 set a ‘new normal’ world order. The ever-evolving and mutating SARS CoV-2 variants extended the pandemic wave after wave thereby complicating the situation, pushing the global healthcare system to its limits and exposing its underbelly. The continually evolving variants were more aggressively transmissive and infective. As the world still reels under tremendous healthcare pressure, other infectious diseases are emerging as are identified by the World Health Organisation (WHO), creating international health emergency situations. The situation becomes alarming with the increasing zoonotic (spillover) and reverse zoonotic (spillback) factors being more proactive in the disease spread. There is a greater need to vaccinate not only humans but also animals, especially the domesticated ones and known reservoirs/carriers. Vaccines must be developed on priority and equitably distributed as the first step to counter a pandemic or potential pandemic. Vaccination is self-limiting due to increasing reported breakthrough infection cases. A strong link of the environmental health to the overall global health needs to be acknowledged, and due diligent measures taken. Hence, there is a strong need of the One Health approach as a 360° solution, and follow it up at global-scale both in letter and spirit. This chapter discusses spillover and spillback of diseases like SARS-CoV-2 and Mpox as case examples, the mitigation strategies and the need for workable One Health models, and challenges and measures to counter future outbreaks. It stresses on foolproof vaccination strategies across to catalyse individual and herd immunities for universal wellbeing.

Natural nutrient management in India marks a transition from synthetic fertilizers to sustainable, eco-friendly approaches that focus on improving soil fertility, crop yield, and environmental integrity. Rooted in traditional Indian agricultural wisdom, these practices are regaining importance due to their compatibility with natural farming principles, minimal reliance on external inputs, and enhancement of soil microbial activity.
A key method is the use of Jeevamrut, a fermented culture made using cow dung, cow urine, jaggery, pulse flour, and soil from field bunds. This mixture significantly boosts microbial activity in the soil, facilitating nutrient availability and decomposition of organic matter. It is applied directly to the soil or as a foliar spray and is known for improving nitrogen fixation and phosphorus release.
Ghanjeevamrut, a dry, solid variant of Jeevamrut, is used as a base application before sowing. It delivers a slow release of nutrients and is ideal for areas facing water shortages or crops requiring prolonged nourishment.
Panchagavya, another traditional bio-input, is a blend of five cow-derived products—milk, curd, ghee, urine, and dung—alongside banana, coconut water, jaggery, and water. Used mainly as a growth promoter, Panchagavya enhances germination, root development, and crop immunity, and is often applied as a foliar spray.
Green manuring using legumes such as sunhemp, dhaincha, and cowpea contributes significantly by adding organic nitrogen to the soil. These crops also improve soil aeration, structure, and moisture retention when incorporated into the soil.

Chrysanthemum (Chrysanthemum spp.), popularly known as “mum” or “guldaudi”, is a major commercial ornamental plant grown for cut flowers, loose flowers, and garden display. Belonging to the family Asteraceae, it is valued for its vibrant colors, diverse flower shapes, and long vase life. Chrysanthemum is attacked by several insect and mite pests, affecting both foliage and floral quality, leading to reduced aesthetic and commercial value.
Distribution: Widely distributed in India wherever chrysanthemum and sunflower are grown.
Biology: The eggs are laid singly on the upper surface of leaves, obliquely inserted into the tissue, with opercula appearing as whitish or brown dots. The incubation period for the eggs lasts about 5 to 7 weeks. Following hatching, the nymphs undergo hemimetabolous development (no true pupal stage). The nymphal period spans 2 to 3 weeks, during which the nymphs moult five times before reaching adulthood. Adult insects are approximately 4 mm long, with blackish bodies and lace-like transparent wings (Rizkawati et al., 2023).

Introduction
Normal reproduction in the female depends on hormones, which specific chemical substances produced by specialized glands are called endocrine glands. These secretions pass into the blood and lymph fluids and are transported to various parts of the body, where they exert several specific effects. Reproductive hormones may originate in the hypothalamus, pituitary, gonads, uterus, or placenta. Hypothalamic hormones are produced
in the hypothalamus, a portion of the brain that is the neural control center for reproductive hormones. The role of hypothalamic hormones is to regulate the release of other hormones from the pituitary gland, and many hypothalamic hormones are therefore called releasing hormones. The primary releasing hormone of reproduction is gonadotropin-releasing hormone (GnRH). GnRH controls the release of follicle-stimulating hormone (FSH)
and luteinizing hormone (LH) from the pituitary gland, located at the base of the brain. These pituitary hormones regulate the production of estrogen and progesterone from the ovary. FSH stimulates the follicle’s growth, development, and function, while LH causes\= the follicle to rupture and the corpus luteum to develop. The female hormone estrogen is produced by the Graafian follicle on the ovary. Another hormone originating from the
ovary is progesterone, which is produced by the corpus luteum. Each has an important role in the female reproductive process.
A relatively new discovery in reproductive physiology is that follicular growth is not continuous in the bovine, but occurs in waves (2 to 4 waves per cycle). Each wave begins when the dominant follicle in the previous wave gains maximal size, at which time numerous small follicles begin a period of rapid growth. From this group of follicles, one follicle is allowed to grow to a much larger size than the others. This large follicle is called the dominant follicle, because it has the ability to regulate and restrict the growth of the smaller follicles. A few days after reaching maximum size, the dominant follicle begins to degenerate and die.

Agriculture and allied sectors have adversely hit by the COVID-19 scare.The rumors of poultry birds likely the carrier of the virus circulated in social media had led to reduced demand of the chicken meat in several parts of the country in the month of February 2020 even before India reported the first case of COVID-19. The poultry industry in India hit hard because of nationwide lockdown to stop the rapid spread of COVID-19 virus. This lock-down had disrupted the entire supply chain. Before COVID-19 the prices for broiler was about Rs. 80 per kg and Rs. 4 for egg the price dropped to almost no value like Rs. 6 per kg and Rs. 1-1.50 per egg. As a result, the projected loss of the industry was about Rs 25000 crore. (Shukla & Bhattacharyya, 2020).
According to industry sources, the poultry industry which had witnessed steady growth rate in the last two decades because of rising consumer demand for protein rich food especially but, it has incurred huge losses since the beginning of the 2020. The loss incurred by Indian poultry industry is mainly attributed to sharp decline in demand because of disruption of supply chain during lock down. The financial condition of all the stakeholders in the poultry value chain – farmers, feed suppliers and retailers had become risky. The drop in demand and supply chain disruption especially hit the smaller farmers who had limited
resources. Thus, many farmers went for ‘contract farming’ offered by many large poultry players.

Lighting and water quality are closely linked elements of aquarium maintenance that significantly affect both the well-being of aquatic organisms and the tank’s overall appearance. Proper lighting enhances visibility, influences fish behavior, supports plant growth through photosynthesis, and helps manage algae levels.
The choice of lighting should correspond to the specific type of aquarium—be it a simple freshwater setup, a densely planted tank, or a reef environment. Key factors to consider include light intensity, color temperature (in Kelvin), and the duration of daily exposure. LED lighting has become a favored option thanks to its energy efficiency, adjustable settings, and minimal heat production. Maintaining water quality involves regulating essential parameters such as temperature, pH, general and carbonate hardness (GH/KH), ammonia, nitrite, nitrate, and oxygen levels. Neglecting these can lead to fish stress and illness.
Routine care includes water changes, effective filtration, gravel cleaning, and regular testing.
Coordinating lighting and water conditions prevents issues like algae overgrowth, plant decline, and fish loss. A balanced, integrated strategy promotes a healthy and visually appealing aquatic environment.
TYPES OF LIGHTS: FLUORESCENT, LED, FULL-SPECTRUM
In its most basic role, aquarium lighting allows hobbyists to view the tank’s inhabitants. However, its more essential purpose is supplying necessary energy for photosynthetic plants and animals. As the main—often only—light source, appropriate lighting is crucial in aquariums containing organisms like corals, anemones, and aquatic plants. It also affects the behavior and physiology of fish, playing a significant role in maintaining the health and balance of the entire aquarium environment.

Introduction
Fisheries and aquaculture are crucial for global food security, providing a significant portion of the world’s animal protein supply. With the rapid growth of the human population and the overfishing of natural fish stocks, it is more important than ever to increase aquaculture production sustainably. Advances in molecular cytogenetics are crucial for promoting sustainable growth and innovation in fisheries and aquaculture. These advancements offer deeper insights into the genetic factors that govern key traits like growth, reproduction, and environmental resilience, enabling aquaculture to address global food demands while safeguarding biodiversity and maintaining genetic
integrity. The integration of these techniques in fisheries and aquaculture has led to significant advancements in the genetic improvement of cultured species, disease management, and biodiversity conservation in recent years. Moreover, these scientific advancements offer innovative methods for effective disease control and the preservation of aquatic biodiversity, all of which contribute to aquaculture’s long-term viability and growth. Over the past two decades, fish karyotype studies have been combined with genome sequencing, revealing more remarkable genome plasticity and variability in fish compared to other vertebrates. Comparative fish genome analysis evaluates divergence rates and explores sex-determination genes and gene family evolution in teleosts. ,Currently, over 80 fish species have their genomes annotated in the Ensembl database (https: //www.ensembl.org/index.html, accessed on 6 April 2021), and around 150 are assembled to the chromosome level in the NCBI database (https://www.ncbi.nlm.nih.gov/genome/). However, the quality of many assembled genomes has been criticized for not meeting reference genome standards. Fish genome sequencing is expected to grow significantly by 2028 due to initiatives such as the Earth BioGenome Project. This chapter will explore the chronological development of cytogenetic techniques used in aquaculture and fisheries, emphasizing their role in improving quality, ensuring disease resistance, and promoting environmentally sustainable practices.

INTRODUCTION
The engine of a tractor is often referred to as its heart, as it drives the machine’s ability to carry out essential heavy-duty tasks in farming. As technology progresses and environmental sustainability becomes a key focus, it is increasingly important for Indian farmers in 2025 to understand the workings of tractor engines. This article aims to simplify the intricacies of tractor engines by covering their types, key specifications, performance features, maintenance, and recent innovations.
Tractors typically use diesel engines, which generate mechanical power through the compression and combustion of fuel. These engines are designed with a complex structure that ensures high power output and durability, which are vital qualities for the demanding work tractors are used for. To effectively meet these needs, tractor engines must be both powerful and built to last. These engines function based on the principles of compression and combustion of fuel. Here is a comprehensive analysis of their attributes and significance:
• High force: Tractor engines must produce significant mechanical force to execute diverse agricultural chores such as plowing, tilling, transporting, and other heavy-duty operations. Diesel engines are especially appropriate for this application due to their capacity to generate greater torque at reduced speeds, which is crucial for managing substantial loads.
• Durability: Tractors are frequently employed in severe locations, operating for extended periods under challenging conditions. Diesel engines are designed to endure the demands of continuous operation, making them preferred for agricultural machines. Their durable construction guarantees enduring reliability and longevity.
• Compression and Combustion: Diesel engines operate by compressing air within the engine cylinder. Upon the injection of fuel into this highly

Building upon the foundational statement, this chapter on “Practical Training for Professional Seeding” recognizes that equipping the next generation of agricultural meteorologists requires a multifaceted approach that goes beyond classroom lectures and textbook knowledge (Fig.6.1). It necessitates immersing students in real-world scenarios and providing them with the tangible skills demanded by the evolving agricultural landscape. Let’s delve deeper into the crucial areas of practical training that will be explored in this chapter:
6.1. Hands-on Experience with Meteorological Instrumentation and
Field Data Collection
This section will underscore the importance of direct interaction with weather monitoring equipment. Trainees will gain practical proficiency in:
• Operating and Maintaining Weather Stations: Learning the intricacies of setting up, calibrating, and maintaining various meteorological instruments like thermometers, hygrometers, anemometers, rain gauges, pyranometers, and soil moisture sensors. This will include understanding the principles of operation, potential sources of error, and best practices for ensuring data accuracy.
• Conducting Field Measurements: Moving beyond automated stations, trainees will learn manual data collection techniques for parameters like leaf area index, canopy temperature, radiation interception, and soil physical properties. This hands-on experience will foster a deeper appreciation for the spatial variability of microclimates and the challenges of obtaining representative data.

Some traits are carried on the sex chromosomes, X and Y. Most traits carried are present on only the X-chromosome. The Y-chromosome is smaller, and so, very few genes are located on this chromosome. Sex traits can be categorized into three types of inheritance:
Sex limited,
Sex-linked, and
Sex-influenced.
Sex-limited traits are traits that are visible only within one sex. For instance, barred colouring in chickens normally is visible only in the roosters. Sex-linked traits would be considered traits like sickle cell anemia and colour blindness. They are said to be linked because more males (XY) develop these traits than females (XX). This is because the females have a second X gene to counteract the recessive trait. Thus, the trait is more likely to be visible in the male.
Sex Influenced Inheritance
The condition in which the same gene acts as dominant in one sex and recessive in other sex is called as sex influenced dominance. That is, the sex influences the gene either to be dominant or recessive. The sex influenced genes are present in autosomes. This differential behaviour of the gene is due to female and male sex hormones. For example, in human being baldness is due to sex influenced gene. This trait is dominant in men and recessive in women. A man is bald in homozygous recessive as well on heterozygous condition for baldness. Whereas women exhibit baldness only in homozygous recessive condition for baldness and heterozygous condition for baldness in female sex produce normal phenotype. HN, HN -Normal female and normal male

2.1 Tracing History of Casting
The manufacture of end products, viz. two-wheeler, four-wheeler, fan, washing machine, fridge, grinding machine, water cooler, etc., in companies requires many components. The components of these products have different shapes and sizes. Casting is a manufacturing process, which gives shape and size to a component of interest by pouring molten metal, which is in red hot state into a mould, which is designed such that its internal shape and size exactly match with the external shape and size of the component of interest. Casting is a very old art form that dates back thousands of years before the start of written history. Findings from the archaeological record show that the casting process was used more than 6000 years ago, or around 3000 BC. It is assumed that the moulds consisted of two pieces of pottery joined by a rope and featuring a hole to allow the molten metal to be poured into them. It is assumed that early hunting tools and weapons were made in this manner The Greeks and Romans made the casting process in artform to make bronze status, in which hollow wax has been used. Every component of a product was casted individually. The core of the mould was composed of clay and coated in wax. Next, a layer of clay was heated to melt the wax inside, and then the clay was heated once again to burn off any leftover wax. Melted metal was poured into the region where the wax had been removed once the mould was stable and ready, which is a process like contemporary investment casting. China started producing tools, bowls and many industrial items using casting around 1000 BCE. In specific, they produced farm tools and weapons. After several centuries, the casting process reached European counties to make gun, bullets, etc. With the advent of industrial revolution, the casting process became as a usual manufacturing process, what is seen today. Later, several metals, which are used in casting have been invented to produce high quality products with increased end of life for them. Over a period, metal casting underwent development. Casting procedures advanced quickly along with improvements in metal-heating and melting techniques. Gold was the first metal to be casted because of its low melting point and malleability. China made significant contributions to the development of casting when it discovered sand casting and iron, also referred to as pig iron.