eChapters

1. Introduction

Today, all the organisations rely on assessments of data provided by their users, consumers, internal procedures, and day to day operations to find new avenues for betterment and expansion of the product and services. These insights provide a large and intricate set of professionally generated, maintained, analyzed, and modified facts. "Big Data" refers to the vast amount of data (Bansal, 2022, April 6). For instance, social media platforms facilitate human contact every day and millions of people connect and share a vast array of diverse types of information through these platforms. Big Data is viewed as "incredibly significant" in academic research. In the Big Data context, data visualization tools and technologies are essential for analyzing large amounts of data and making decisions based on facts (Adilin Beatrice, 2021, March 2). Information and data are represented graphically in data visualization. By using visual components like charts, graphs, and maps, data visualization tools provide an intuitive way to observe and understand trends, outliers, and patterns in data. The process is called Big Data Analytics that describes the process of uncovering trends, patterns, and correlations in large amounts of raw data to help make data-informed decisions in various research works.

Abstract
Aquaculture is the fastest-growing food production sector globally, with finfish and crustaceans playing a significant role in meeting the growing demand for animal protein. However, aquaculture’s reliance on marine capture fisheries for essential feed ingredients, such as fishmeal and fish oil, presents significant sustainability challenges. The Fish In: Fish Out (FIFO) ratio, which estimates the quantity of wild-caught fish used to generate one unit of reared fish, has become a key metric in assessing the sustainability of aquaculture. A high FIFO ratio indicates greater dependence on wild fish stocks, contributing to overfishing and ecosystem degradation. This chapter explores the FIFO ratio, its role in promoting sustainable aquaculture, and innovations to reduce its environmental impact. Over the years, the global average FIFO ratio has improved, reflecting advances in feed efficiency and the incorporation of alternative ingredients such as plant-based proteins, insect meals, and by-products from fish processing. However, challenges remain in these alternatives’ availability, cost, and nutritional performance. Case studies, including salmon rearing in Scotland and shrimp farming in Thailand, demonstrate the potential of alternative feed ingredients in lowering FIFO ratios and enhancing sustainability. This chapter also addresses the limitations of the FIFO ratio as a singular sustainability metric, calling for a more holistic approach to evaluating aquaculture’s environmental and economic impacts. Ultimately, achieving sustainable FIFO ratios will require
continued innovation, improved feed formulations, and global collaboration to ensure aquaculture’s role in providing a sustainable source of protein for the growing global population.
Keywords: Sustainability, Fish In: Fish Out (FIFO), Plant-based feed and Insect based feed

Objectives
• Understand the concept of antecedents in grammar and their role in sentence structure.
• Identify different types of antecedents and their functions in sentences.
• Recognize how antecedents relate to pronouns and other grammatical elements.
• Learn how to use antecedents correctly to avoid ambiguity and improve clarity in writing.
• Analyze examples of antecedents in various contexts to enhance comprehension and application.
Introduction
In grammar, an antecedent is a word or phrase that a pronoun refers back to in a sentence.
Antecedents are usually nouns or noun phrases that provide clarity about which person, place, thing, or idea is being discussed. The correct use of antecedents ensures that sentences are clear and that pronouns have specific references.

ABSTRACT

Mucuna pruriens (L.) DC. is one of the important medicinal plants that contains L DOPA (L-3,4 dihydroxy phenylalanine) which is the precussor for the neurotransmitter dopamine that plays an important role in curing Parkinson?s disease. To accommodate the huge demand for L DOPA, in vitro production of the drug using cell cultures is felt essential. Hence, an experiment was carried out with completely randomized design with seven treatments viz., T₀ - Control; T₁ - MS + 2 mg l^-1 NAA; T₂ - MS + 2 mg l^-1 IAA; T₃ - MS + 2 mg l^-1 2,4-D; T₄ - MS + 2 mg l^-1 Kinetin; T₅ - MS + 2 mg l^-1 BA; T₆ - MS + 1 mg l^-1 IAA + 1 mg l^-1 BA and 3 replications. Among the various explants investigated stem bits registered the least days (12.38) for callus induction. The stem bits responded well with better callusability (78.57 per cent), relative growth rate (2.57) and callus index (249.16). MS medium + 2 mg l^-1 2,4-D was found to be the best for inducing callus in various explants namely stem bits, leaf bits and root bits. L DOPA accumulation was more in cell suspension cultured in liquid MS medium with 4 per cent sucrose + 1 mg l^-1 IAA + 1 mg l^-1 BA and that was confirmed by means of HPLC.

Bottle gourd (Lageneria siceraria) 2n=2x=22 is also known as white flowered gourd. Most important vegetable of ancient China.
 
Origin : According to De Candolle (1882) Bottle gourd has been found in wild form in South Africa and India. However, Cutler and Whitaker (1962) are of the view that probably it is indigenous to Tropical Africa on the basis of variability in seeds and fruits. This species appear to have been domesticated independently in Asia, Africa and the New world (Heiser, 1973).
 
Botany: It is monoecious, annual vine with soft pubescence. Leaves are cordate ovate to reniform-ovate, Flowers are white, solitary, open at night and has hairy ovary. Fruit shape is cylindrical, oval egg shaped, club shaped, round and other shapes also appeared.

Genetics of Important Traits

Bitterness: Single dominant gene (Path and Singh, 1950)

Fruit colour: Monogenically controlled (Kalloo, 1993)

Two major genes are involved for fruit shape (Path and Singh, 1950). Single gene for fruit colour involved (patchy v/s white) and reported by Path and Singh (1950). Monogenic recessive inheritance for andromonoecious sex form is reported by Singh et al. (1996). Hermaphrodite sex form is characterized by long corolla (3.5-4.5cm instead of 2.5-3.5cm in normal). In hermaphrodite condition fruits bears prominent blossom scar.  Long fruit conditioned by AA genotype and Round fruit is due to aa genotype where Partial dominance is reported (Kushwaha, 1996).

Introduction

Poultry farming is the process of raising domesticated birds such as chickens, ducks, turkeys, quails, guinea fowls, and geese for the purpose of farming meat or egg for food. Indian poultry industry is one of the fasted growing segments of the agricultural sector today in India. Undoubtedly, this impressive growth is a result of several factors such as active development support from the state and central government, research institutes, international collaboration and private sector participation. Indian poultry industry is self sufficient, supported by a broad and strong genetic base in which the productivity levels of broilers and layers are equal to those achieved elsewhere (i.e. in the United States of America and the European Union). Raising of day old chicks up to the stage of sale with assistance in the form of services from hatcheries, medical care from veterinarians, supply of medicine from pharmaceutical companies, manufacturing quality medicine, supply of poultry equipments and supply of nutritive poultry feed by commercial poultry feed manufacturers and financial assistance from various financial institutions are included under poultry industry.

In the recent days, poultry farming has become an important industry in our country. The changes, it has undergone in the past few years are quite surprising. The scope of the poultry farming is very much and there is lot of chances for improvement in this field. With the help of sophisticated instruments, the production of poultry products can be increased. Creation of public aware is needed for overall development of poultry industry. The egg is needed for over all development of poultry industry. The egg earlier treated as non-vegetarian item, is not being considered by most as not so.

In our previous chapters, we have discussed various sampling designs or techniques such as simple random sampling, stratified sampling, systematic sampling and cluster sampling recently we have discussed unequal probability sampling i.e., probability proportional to size sampling. In all these sampling designs the variable of interest (generally there is only one variable of interest) which we have considered and perform our estimation based on that single variable. There are some other variables which are related to our variable of interest and if we utilize those variables, we may gain some efficiency in our estimator i.e., if we take some correlated variables with our variable of interest or study variable by this, we can enhance our estimation. The variable which is correlated with the study variable is usually known auxiliary variable or supporting variable or supplementary variable or benchmark variable. This auxiliary variable is utilized in two stages either in the design stage or estimation stage.

Graunt (1662) was the first who used auxiliary information to estimate the population size of England. After this Laplace used auxiliary information for the estimation of the population in France.

1. Introduction

The idea of Green Libraries transcends mere energy conservation or waste reduction. It encapsulates a broader commitment to sustainability, encompassing green building practices, sustainable operations, environmentally friendly collections, and programs that educate and engage communities on sustainability issues. This essay explores the multifaceted nature of Green Libraries, examining their significance, the principles that guide them, and their impact on communities and the environment.

2. The Emergence of Green Libraries

The Green Library movement is relatively recent, gaining momentum in the late 20th and early 21st centuries. This movement arose from a growing recognition of the library's role in society as a community hub and educational institution. Libraries, traditionally seen as repositories of knowledge and culture, began to evolve in response to societal shifts towards environmental consciousness.

Introduction

Farmers Producer Organisations are associations of farmers and other rural producers formed based on membership to advance the members' common interests, engage in mutually beneficial technical and economic activities, and foster and sustain relationships with other organisations active in the same economic and institutional sphere. Farmer Producer Organisations (FPO) are a way for farmers, especially those on the margins of the industry, to band together and establish a strong front against the myriad problems plaguing the agricultural sector, including a lack of capital, knowledge, and access to markets. To better organise farmers, increase their ability to pool their resources, and increase their competitive edge in the marketplace, the Indian government's Department of Agriculture and Cooperation (DAC) has determined that Farmer Producer Organisations incorporated under the Companies Act, 1956 are the best vehicle for doing so.

Background

More than 85% of India's 12.5 million agricultural households are classified as small and marginal farmers because they own less than two hectares of land. Every farmer, on average, owns 1.33 hectares of land. For farmers, investing in cutting-edge farming techniques and high-yielding inputs like seeds and fertiliser is simply not feasible in the current economic climate. They also don't make much money off their marketable surplus when they sell it off piece by piece. One strategy for farmers to reduce the cost of inputs and increase their bargaining position in the marketplace is to form Farmer Producer Organisations (FPOs).

Abstract

Propagation in vitro using shoot tips / axillary buds has been applied successfully for production of  clonal apple rootstock  Malling 7 of EMLA series. For surface sterilization, HgCl₂ was found to be a good disinfectant as compared to sodium hypochlorite. Shoot tips were established best in MS medium supplemented with 2 mg/l  BA, 0.5 mg/l GA₃ and  0.1 mg/l IBA. Antioxidants were added to overcome phenol exudation. Shoot multiplication was influenced by cytokinin type and concentration. Of the cytokinins tested, BA (0.5 mg/l) was found superior to kinetin. Addition of phloroglucinol improved multiplication rate and shoot growth. Among the auxins tested, IBA was found better and roots were readily induced with 1 mg/l IBA. 90-95 per cent plantlets were established successfully in peat containing pots as well as in the field.

Involvement of Farm Youth in the developmental sector of Agriculture is emerging as a crucial area for the water management sector. Initiative of Farm Youth is essential for accelerating modern Agricultural technologies to be adopted by the large number of farmers in the rural area. Being an educated, effective use of the information & communication   technology (ICT) is possible. The recent developments in the field of Agriculture like, green-house technology, exporting vegetables and fruits to outside country, formation of agricultural producer’s company etc. are the challenging areas where the Farm Youth can develop a leading role for the farming community.
 
Maharashtra, being a progressive State, encourages Farm -Youth activities in various fields to boost-up the younger generation to participate in the information and communication technology (ICT) areas. As a result of Govt. initiative, in the field of Participatory Irrigation Management, the Water Users Association, namely, ‘Mahatma Phule Water Users Association’ At Post: Ozar (Mig), Taluka: Niphad, Dist: Nasik was successfully run by a Farm Youth namely, Mr. Govardhan Rajabhau Kulkarni who is an idol for the Farm Youths to participate in the irrigation water management field. The use of internet, e-mail, agriculture related web sites and developing software programmes for irrigation management is highly appreciated by the Govt. of Maharashtra.

1.1 Geomorphology

Geomorphology is the scientific study of the origin and evolution of topographic and bathymetric features created by physical or chemical processes operating at or near the earth's surface.

The surface of the earth is unstable and affected by a combination of surface and geologic processes that cause tectonic uplift and subsidence. Surface processes are mainly physical and chemical action of water, wind, ice, igneous activity and activities of living organisms on the surface of the earth. Upliftment of mountain ranges, the growth of volcanoes, isostatic changes in surface elevation and formation of deep sedimentary basins are categorized under Geological processes.

Main geomorphological processes occurring in nature are as follows:

1.1.1 Aeolian processes

Aeolian processes include activities of the winds, its ability to shape the surface of the earth. Wind acts as an effective agent of erosion, transportation and deposition materials, and large supply of fine, unconsolidated sediments. Aeolian processes are important in desert (arid) environments.

1.1.2 Fluvial processes

Moving water in a river channel, is able to mobilize sediment and transport it downstream. The rate of sediment transport depends on the availability of sediment itself and the discharge by river.

River originates from mountain with V shaped valley, which later increases in size, merging with other rivers. The network of rivers thus formed is known as drainage system. These systems show four general patterns viz. dendritic, radial, rectangular, and trellis etc. In the mature stage, the river form alluvial flood plains, meanders and ox-bow lakes. Finally when it merges to ocean, forms delta.

The basic points that are to be considered while choosing appropriate enterprise in IFS are:

1. Soil and climatic features of an area/locality.
2. Social status of the family and social customs prevailing in the locality.
3. Economic condition of the farmer (Return/income from the existing farming system).
4. Resource availability at farm and present level of utilization of resources.
5. Economics of proposed IFS and credit facilities.
6. Farmer’s managerial skill.
7. Household demand.
8. Institutional infrastructure and technological knowhow.
9. Market facilities.

Climate change may manifest itself as rapid changes in climate in the short term or subtler changes over decades. Generally, climate change is associated with an increasing global temperature. Various climate model projections suggest that by the year 2100, mean global temperature may be 1.1–6.4 °C warmer than in 2010. The difficulty facing livestock is weather extremes, e.g. intense heat waves, ?oods and droughts. In addition to production losses, extreme events also result in livestock death (Gaughan and Cawsell-Smith, 2015). Animals can adapt to hot climates, however the response mechanisms that are helpful for survival may be detrimental to performance. In this article we make an attempt to project the adverse impact of climate change on livestock production. There is a two-way relationship between livestock production and environmental health.

Impact of climate change on livestocks

The potential impacts on livestock include changes in production and quality of feed crop and forage, water availability, animal growth and milk production, diseases, reproduction, and biodiversity. These impacts are primarily due to an increase in temperature and atmospheric carbon dioxide (CO₂) concentration, precipitation variation, and a combination of these factors. Temperature affects most of the critical factors for livestock production, such as water availability, animal production, reproduction and health. Forage quantity and quality are affected by a combination of increases in temperature, CO₂ and precipitation variation. Livestock diseases are mainly affected by an increase in temperature and precipitation variation.

This practical assignment is conceptualized and designed for preparation of enterprise business plan and provides students the preliminary information on developing a business plan

PURPOSE

 To equip students with the preliminary knowledge on how to develop a business plan for an enterprise.

 To acquaint the students with the important aspects of a business plan which are essential for developing and running an enterprise successfully.

Introduction

Milk is a natural food source of mammals. Animals produce milk to feed their young-ones until they are ready for solid feed. Cow milk contains protein, vitamins and minerals which are essential for the overall growth of the body. Cow milk contains a lot of nutrients and it has great role for overall health. Cow milk helps to boost the immune system of humans. Cow milk has a high content of calcium and minerals which plays a key role in maintaining bone density. Because of its high calcium content, cow’s milk is also considered great for teeth health. Cow milk has all essential amino acids that are required for growth and development. It is very beneficial for children as it helps to grow with physically and mentally. Cow milk help to reduce weight loss as it loaded with protein which is essential for weight loss. Calcium and vitamin D of milk increases the metabolic rate of the body. A better metabolic rate helps in burning calories faster. Drinking cow milk regularly helps you in maintaining the blood sugar levels in the body. Cow’s milk has essential minerals and vitamins that help in processing the food normally and this helps to maintain the insulin and glucose level.

It is a process by which a act of predetermined activities is carried out in a planned manner, with a view to achieve certain establish objectives.

To implement a project means to carry out activities proposed with the aim to achieve project objectives and deliver results and outputs. It is a highly complex process and it involves a relationship among several system and variables

Non-Response

Non response occurs when respondents are not available or do not occur in the survey and refuse to respond by any means. This non response is mainly of two types either item non response or unit non response.

If we are conducting an online survey and mailing a questionnaire to various persons. But sometimes we get a reply for some questions and sometimes not i.e., in case of questions in which income is concerned. In some cases, the mail is ignored due to lack of time. So, if the whole questionnaire is ignored by any means, then it is known as non-response and if some of the questions are ignored due to their fussy nature such type of response is known as a unit non response. Such types of non-response problems are very common in surveys. Whenever we carry out a survey non response always exists because it is almost impossible to get every response from each individual.

The individual chosen for the sample is not ready to participate in the survey is known as non-response. This type of selection bias is unit/item non response.

2.1Introduction

Agriculture includes both self-employment and wage employment. This require precise information about who does what. Majority of farmers have small Land holding and landless labourers. This needs understanding of activity performance of men and women. Gender-based division of labour is universal, but culture and community diversities cause differentiation. Gender, therefore, has to be recognized as the social characteristic that cuts across caste, class, occupation, age and ethnicity. It is gender that differentiates the roles, responsibilities, resources, constraints and opportunities of women and men in agriculture for which precise gender information is the need of the day. Building gender into agricultural development will lead to: Building inherent strength of women and men to mutually learn, Overcoming gender based prejudices etc.

2.2

Importance of Gender in Agriculture Agriculture play an important role in livelihoods of the rural poor and achievement of the Millennium Development Goals (MDGs). Agriculture can be the engine of growth and is necessary to reduce poverty and food insecurity. The changes in Agriculture sector generate new sources of opportunities for livelihoods and food security, they also pose significant qualms. Equity distresses are being raised.

The ICT enabled extension systems act as a key agent for changing current agrarian situation by improving access to information, sharing knowledge, providing incredible opportunities and enabling the empowerment of farming communities. In order to extend the benefits of ICT’s to the disorganized and disadvantaged farming sector, one of the road maps to achieve them are access of ICT’s to villagers through Mobile telephony.