eChapters

11.1 Introduction

Pandas is an open-source Python Library providing high-performance data manipulation and analysis tool using its powerful data structures. The name Pandas is derived from the word Panel Data - an Econometrics from Multidimensional data.

In 2008, developer Wes McKinney started developing pandas when in need of high performance, flexible tool for analysis of data.

Prior to Pandas, Python was majorly used for data munging and preparation. It had very little contribution towards data analysis. Pandas solved this problem. Using Pandas, we can accomplish five typical steps in the processing and analysis of data, regardless of the origin of data - load, prepare, manipulate, model, and analyze.

Python with Pandas is used in a wide range of fields including academic and commercial domains including finance, economics, Statistics, analytics, etc.

Introduction

The COVID 19 pandemic is threatening food systems and international food security. According to the World Food Programme (WFP), that says the amount of individuals facing crisis hunger is anticipated to virtually double this year to 265 million. Already, quite 820 million individuals don’t get enough food to eat, and another a hundred thirty five million individuals face acute hunger or starvation. Increase that, the economic destabilization caused by COVID-19, and another a hundred thirty million people are in danger of starvation by the top of 2020, says WFP. The quickness with that a health crisis transforms in an exceedingly hunger crisis shows however fragile is our food systems to shocks of any nature.

Urbanization coupled with industrial development creates problems of environment like air pollution, water pollution, noise pollution and civic ugliness. Of late, there is a greater awareness of environmental issues and increasing understanding of several attributes of vegetation. This led to an intensification of activity in the field of landscape horticulture to combat pollution and create an aesthetic environment for recreation and healthy living. Planning and execution of landscape projects for different urban locations should be done to meet both aesthetic and ecological requirements.

INTRODUCTION

Prunus avium, commonly called wild cherry, sweet cherry is a species of cherry, a flowering plant in the rose family Rosaceae. Cherry is the fruit of many plants of the genus Prunus, and is a fleshy drupe (stone fruit) and packed with healthy nutrients and excellent antioxidants. Cherries are mostly eaten as dessert fruit or more conveniently in the brined, frozen or canned state. The cherry fruits of commerce usually are obtained from a limited number of species such as cultivars of the sweet cherry, Prunus avium. The name 'cherry' also refers to the cherry tree, and is sometimes applied to almonds and visually similar flowering trees in the genus Prunus, as in "ornamental cherry", "cherry blossom", etc. Wild cherry may refer to any of the cherry species growing outside of cultivation, although Prunus avium is often referred to specifically by the name "wild cherry" in the British Isles. Basically, cherries are native to Europe and Asia regions. De Candole reported that the cherry first grew wild in northern Persia and the Russian provinces south of the Caucasus. From there, it spread rapidly because they are attractive to birds; hence the name Prunus avium L. or bird cherry.

Design and construction of farm including management is important with the advancement of cultural practices and increased involment of people. These are some common resources for breeding, rearing and display of ornamental fish.

Small scale commercial farms

Mazla/earthen vats

These are baked earthen containers and usually round in shape. These are used to keep the gravid female of livebearer fish for breeding. Its water holding capacity is 7.5-10.0 litre.

Millets are the staple food cropsacross the globe. The ability to thrive in harsh conditions established them as most suitable for current climate adversaries. The nutritional richness of millet reminded the need for adding them to our food basket.Despite possessing several desirable traits their cultivation is limited to a few pockets across the globe.Though significant progress has been achieved by conventional and transgenic breeding programs inmillets, there is a need for rapid improvement to meet the current needs.In order to accelerate the pace of breeding efforts, several molecular biology and biotechnology tools are being deployed by plant breeders. In the meantime, genome editing techniques like CRISPR, TALENS, ZFNs, Base and Prime editing have revolutionized the methods of genome engineering among which CRISPR has emerged as the most rapid, convenient and effective mechanism. The availability ofwhole genome sequence information, identified candidate genesfor various traits and successful transformation methods of millets promoted the application of CRISPR and resulted in the improvement of several traits. Initially, its application has been limited due to the restricted policies across the globe but the gradual change in the policies promoted genome editing across several parts of the globe. Thus, the application of genome editing for millet crop improvement can bring back those ancient grains to our food basket.

India is bestowed with varied agroclimate ranging from mild tropical zones to alpine zones and congenial for several types of ornamental plants in different seasons. Worldwide China and India have large total areas under flower cultivation. Among top ten cut flowers, rose ranks the first position followed by spray chrysanthemum, tulip, lily, gerbera, cymbidium, freesia, chrysanthemum, anthurium, alstroemeria and carnation. In view of rapid changing global competition, diversification into lesser known potential new ornamental plants play key role in fetching premium prices. Most of the potential exotic ornamentals plants have been introduced from Australia, South Africa, Israel, New Zealand and Eastern USA. There are about more than 60 types of new ornamentals reported to be hold potential for commercial importance. All these newly introduced ornamental plants require the following stages of research and development.

In recent past, extreme weather events are causing great concern in different sectors contributing to Indian economy. India Meteorological Department is doing yeomen’s service by providing advance information including monitoring of the extreme events longs with proper advisories to the farming community by using state of art instruments & technology through efficient delivering mechanism of the information and ultimately help the farmers from incurring great loss. In many cases, the most severe impacts are felt when several extreme events occur together. The major extreme weather events related to agriculture are Tropical cyclones, floods, heavy rain and landslides, cold waves, fog, snow storms, Heat waves, Hailstorms, thunderstorms and dust storms, drought.

Feed plays a vital role not only in growth but it also enhances the market value of ornamental fish. In natural waters, fish has access to a variety of natural food items, but their overall wellbeing depends upon the availability of their favorite food. However, in a confined system, nutritionally balanced supplementary feed is indispensable due to limitation on availability of natural live fish food organisms. In general, ornamental fish are fed with a variety of commercially available pelleted feeds, imported from countries like Singapore, Hong Kong, Korea and Thailand etc. Although they are very popular among ornamental fish hobbyists, the high cost of these feeds is not economical for commercial-scale application at farmer’s level. Further, in contrast to food fish in a pond, feeding ornamental fish in smaller culture units need high precision. Therefore, it is essential for an ornamental fish producer to possess technical know-how regarding nutritional requirements and feeding behaviour of different species in order to formulate farm-made feeds by using locally available low- cost ingredients.

Formulation of low cost and nutritionally balanced supplementary feed, using locally available ingredients, is the key to the success of ornamental fish culture in India. To reduce the cost of feed and make the ornamental fish production venture more profitable, the feed can be prepared at farm by using cost-effective and locally available quality ingredients (plant/animal-based).

Identification and selection of the feed ingredients are essential and it should be according to the fish species to be cultured. A number of feed ingredients may be locally available which can be used for feed formulation. Fish culturists have to identify and choose the best ingredients, depending upon its easy availability, nutrient status and cost, keeping in mind the nutritional requirement of ornamental fish (size, feeding habits, etc.) to be cultured.

According to the theory of production, the entrepreneur seeks to maximise his earnings. The goal of a proft-maximizing businessperson is to maximise production for a given amount of investment, or, to put it another way, to reduce expense.

Meaning of Production

Producing items and services with a market value is referred to as production in economics. It refers to the development of utilities. These services fall under the categories of form, time, and place utilities. The establishment of such utilities boosts the economy’s total production and redistribution of commodities and services. A commodity’s utility could rise for a variety of reasons.

Form Utility

If the physical form of a commodity is changed, its utility may increase. For instance, the utility of cotton increases, if it is converted into clothes. The other examples are processing of paddy into rice, wheat into four and butter into ghee.

S.O.867 (E) – In exercise of the powers conferred by sub-section (1) of section 3 of the Destructive Insects and Pests Act, 1914 (2 of 1914), and in suppression  of Plants, Fruits and Seeds (Regulation of import into India) Order 1984, except as respects things done or omitted to be done before such suppression, the Central Government hereby makes the following order for the purpose of prohibiting and regulating the import into India of agricultural articles mentioned herein, namely: -

Soil organic matter is any material produced originally by living organisms (plant or animal) that is returned to the soil and goes through the decomposition process. At any given time, it consists of a range of materials from the intact original tissues of plants and animals to the substantially decomposed mixture of materials known as humus. Soil organic matter (SOM) is the organic component of soil, consisting of three primary parts including plant residues and living soil organisms, decomposing (active) organic matter, and stable organic matter (humus). Most soil organic matter originates from plant tissue.

In general, disease means an impairment of health or a condition of abnormal functioning. Plant disease is an abnormal deviation from the normal physiological functioning of the plants their by it causes quantitative and/or qualitative losses. Disease may caused by biotic agents (infectious) like fungi, bacteria, viruses, viroids, phytoplasma, spiroplasma, fastidious bacteria, protozoa, nematodes and parasitic higher plants or abiotic agents (non-infectious) like extreme environmental factors includes temperature, light, soil moisture, atmospheric humidity, environmental pollutants, carbon-dioxide concentration, soil nutrient deficiency, acid rain, soil pH and herbicides. 

1. Definition and Scope Pharmacognosy is the study of drugs and other economically valuable materials derived from natural sources, encompassing both plant and animal origins. This field examines a wide spectrum of aspects related to these materials, including their history, production, commerce, collection, selection, identification, valuation, preservation, and ultimately, their use. The term “pharmacognosy” was first formally used by C. A. Seydler in his 1815 dissertation, Analecta pharmacognostica. The word itself is derived from the Greek terms pharmakon, meaning drug or medicine, and gnosis, meaning knowledge. Thus, pharmacognosy literally translates to “knowledge of drugs.” It’s crucial to differentiate pharmacognosy from pharmacology due to their distinct areas of focus within the realm of drugs. Pharmacology, aptly defined as “a discourse on drugs,” centers on investigating the effects of drugs and other chemical substances on living systems, be it organs or entire organisms. In contrast, pharmacognosy directs its attention to the origins, identification, and inherent properties of natural products – often from plants, but also including other biological sources – that exhibit potential medicinal or economic significance. Pharmacognosy, by its very nature, is an interdisciplinary science, integrating knowledge from a variety of scientific domains. A strong foundation in botany is fundamental for the accurate identification and classification of medicinal plants. Chemistry is indispensable for elucidating the chemical constituents of these natural products and understanding their characteristics. Zoology provides insights into drugs and materials derived from the animal kingdom. Moreover, the principles of physics and genetics are applied to tackle diverse issues concerning the identity, purity, quality control, and effective preservation of these important natural resources.

Introduction

Nutritional value of food stuff is defined by its ability to provide nutrients required by the body. Proteins, carbohydrates, fats, minerals and vitamins are main ingredients in food stuffs. Wheat is an important source of these nutrients. The distribution of nutrients within wheat kernel is typical of many cereals. Nutrients are generally found in the highest concentrations in the germ or embryo and in the aleurone cells surrounding the starchy endosperm followed by bran, whole wheat flour and white flour in decreasing order. Of special importance is that it contains the entire B complex, except for vitamin B12. B vitamins function as cofactors in many metabolic reactions involved in the release of energy. The germ, which includes the scutellum, is especially rich in vitamins B and E, high quality protein, unsaturated fats, minerals, and carbohydrates. The bran consists mostly of the insoluble carbohydrate cellulose, and contains incomplete protein, traces of B vitamins, and minerals including zinc and iron. The endosperm is the largest part of the grain, and consists mostly of the carbohydrate starch, incomplete protein, and trace amounts of vitamins and minerals. Significant variations in the content of grains occur because of variety, crop year, area, fertilizer, and soil type.

Introduction

Rose, acclaimed as the “Queen of Flowers”, is one of the most popular cut flowers in the global floriculture trade. Popularly referred to as ‘Dutch rose’ in the international market, cut rose occupies a prominent place among the cut flowers owing to its exquisite form, size and attractive colours. Apart from cut flower it is used for making various value added products such as rose oil, rose water, garland, gulkhand, rose attar etc and also in landscaping as pot plant and garden plant. The present day rose (Rosa hybrida) combines all desirable qualities such as, productivity, attractiveness of buds, a variety of colours and forms of the typical species of Rosa.

The major cut rose producing countries of the world are the Netherlands, Colombia, Kenya, Israel, Italy, United States, and Japan. In India, roses are mostly grown under cover (poly house) in Nasik, Pune, Hosur, Kalimpong, Darjeeling, Bangalore, Solan, Palampur, Shimla, Srinagar, Delhi, Ludhiana and Calcutta. The roses grown for export should be popular varieties of that region and maintain high quality standards with respect to bud size and stem length and should have lush green leaves and be free of pests and diseases. These high quality standards can be achieved and maintained only when grown inside poly house or greenhouse, which gives protection against inclement weather conditions and pests and diseases.

BE it enacted by Parliament in the Fifty-sixth Year of the Republic of India as Follows :
 
    1.    (1) This Act may be called the Patents (Amendment) Act, 2005. 
        (2) Sub-clause (ii) of clause (a), and clause (b), of section 37, sections 41,42,47,59 to 63 (both inclusive) and 74 shall come into force on such date as the Central Government may, by notification in the Official Gazette, appoint; and the remaining provisions of this Act shall be deemed to have come into force on the 1st day of January, 2005.

8.1 Introduction

Interferometric or phase modulated sensors have received special attention because these are much more sensitive than intensity modulated sensors and can be used over a much larger dynamic range. The sensors rely on the interferometric technique. Generally, the sensor employs a coherent light source such as a laser and two single mode optical fibers. Light is split and coupled into both the fibers. If the measurand perturbs the optical properties of one of the fibers relative to the other, a phase shift occurs. The change in phase can be measured very precisely. For the measurement a sophisticated electronic processing equipment is needed. Thus the interferometric sensors are expensive compare to intensity modulated sensors. There are four kinds of interferometer configurations: Mach-Zehnder, Michelson, Fabry-Perot and Sagnac interferometers. The Mach-Zehnder, Michelson and Sagnac interferometers are the two beam interferometers while in the case of Fabry-Perot interferometer multiple beam interference occurs. In this chapter we shall first describe interference phenomenon and then different kinds of fiber optic interferometers. In the end we shall describe a number of sensors based on interference phenomenon or phase modulation.

Water is the most abundant compound on the earth but its sufficient availability is always a big constraint in crop production, particularly in arid and semi-arid areas since agriculture is the last priority for good quality water due to severe competition with public health and industrial demand, hence, the judicious and efficient use of water for irrigation in agriculture needs through knowledge of soil-plant-water relationship. The integrated approach for water management in rain fed areas or irrigated agriculture in soil-plant-atmosphere system helps in the selection of suitable crops and varieties and also helps in improving the crop yield and water use efficiency in relation to water supplying capacity of soil profile depending on its texture and rhizosphere depth. Similarly, atmospheric demand of evapotranspiration by various weather parameters via temperature, relative humidity, radiation, rainfall and wind speed is highly variable during the crop season depending on geographical location and is highly area specific. In irrigated area, the saving of irrigation water through improved management practices will further help in extending the irrigated areas with same amount of water, which will further boost agricultural production and sustainability.

Most of the earth’s total water is contained in oceans (96%), a small portion (2%) as snow and ice and the rest (2%) in the water bodies of the continents. Oceans, lakes, rivers and other water bodies of the earth are called hydrosphere. Continuous circulation of water between hydrosphere, atmosphere and lithosphere is known as hydrological cycle (Figure 12.1). Schematic diagram illustrating the earth’s water cycle– the hydrological cycle.

Tropical forests support a stable population of birds throughout the seasons in comparison to the temperate forests, where there is marked variation in tune with change of seasons (Wright, 1970). The seasonal changes of bird community at Silent Valley and Mukkali are presented in this chapter. There are two seasons namely monsoon (June to November) and summer (December to May). The availability of food at Silent Valley was studied to find out the relationship between seasonal changes of the community and the abundance of food.