eChapters

• The term Spice and Condiments applies to natural plant or vegetable products or mixtures in whole or ground form, which are used for imparting flavour, aroma and piquancy to the food items.

• Under the act of Parliament, a total of 52 spices are brought under the purview of Spices Board.

• However 109 spices are notified in the ISO list.

• India is the largest producer, consumer and exporter of spices and spice products in the world and produces more than 50 spices.

• The spices production in India is of the order of 5.74 million MT from an area of about 3.07 million ha.

• Chilli is the major spice crop occupying about 25.8 percent of area under cultivation and contributing about 22.7 percent of total spices production in the country.

• Garlic accounts for 21.9% of production and 8.1% of area Turmeric accounts for 16.9% of production and 6.3% of area.

• Rajasthan occupies major area under spices owing to seed spices cultivation in the state followed by Gujarat, Andhra Pradesh, Madhya Pradesh and Karnataka.

• Andhra Pradesh, which is the foremost state producing chilli and turmeric in the country, ranks first in terms of production.

8.1. INTRODUCTION

The word ‘non-parametric’ means “not for any specific parameter”. For example, in the student’s t test we use the parameter ‘mean’. In the non-.parametric tests we check the randomness and trend of the pattern of distribution of a variable directly, without using a population parameter for comparing.

In contrast to the parametric tests, where many assumptions are made regarding the distribution of the parameter in the population (i.e. Gaussian features), here we do not make stringent assumptions about the population from which samples are drawn. These techniques are, therefore, also known as ‘distribution free’ tests.

We shall be discussing about 10 such non-parametric tests.

7.1. INTRODUCTION

The word ‘significance’ in statistics does not describe the strength of association. Statistical significance is simply related to the probability of the result being commonly or rarely encountered (If the probability of chance occurrence is low the result is likely to be determined by the set of circumstances under study and not by chance). If conclusions are to be drawn that a difference exists between two groups of subjects, then we have to ensure that they are equal in all respects except the one under test.

‘P’ values are used to assess the degree of dissimilarity between two (or more) sets of measurements. The ‘P’ value is the probability of obtaining a result as extreme as or more extreme than the one observed. The ‘P’ value is actually a measure of surprise and the smaller the value, the more surprising is the result. When ‘P’ value is between 0.05 and 0.01, the result is usually called statistically significant; when it is less than 0.01, it is usually called highly significant and if, values are lower than 0.005, then it is called very highly significant. Traditionally, the approach had been to indicate the level of significance by rounded off ‘P’ values e.g., P < 0.01. Now it has become a fashion to calculate the exact probabilities and thus arrive at a particular decision.

6.1. INTRODUCTION

All ecologist and biology researchers have to find out: (i) how reliable are the observed results? and (ii) what is the probability of difference between observed and expected results? The question of reliability is solved by estimating the confidence interval and the second question is addressed by the application of statistical tests for significance. Both these methods help us to draw conclusions on our observations, hence, may be grouped together as ‘inferential statistics’.

Referring back to the chapter on sampling, we may recall that it is usually not possible to calculate the ‘population parameter’ directly. Instead, we have to rely on estimates. Two types of estimates can be used, a point estimate and an interval estimate. A point estimate is a single numerical value of a sample statistic that is used to estimate the corresponding population parameter. For example, the sample mean, x , is used as an estimate of the population mean, μ Point estimates are not used widely because the value of some statistic, say mean, varies from sample to sample and we can’ t conclude with any degree of certainty that a single point estimate equals the population parameter. Therefore, an interval estimate is typically favoured. An interval estimate is a range of values within which the population parameter is likely to lie.

5.1. INTRODUCTION

Mean and standard deviation summarizes the salient features of a data set. But they do not describe adequately the full characteristics of the data. For an adequate description of the characteristics of a data set, a convenient method is to plot a frequency distribution curve. Such curve is constructed by first drawing a frequency polygon, which may then be smoothened to a frequency curve, indicating the distribution. The frequency curve or distribution of specific biological variables generally has a specific form and plays a very important role in statistical theory and practice. It is customary to describe a curve in terms of its symmetry or assymmetry and its flatness or peakedness.

The following types of distribution are commonly seen in the biological world:

4.1. INTRODUCTION

Dispersion is the extent to which values in a distribution differ from the average of the distribution. To quantify the extent of the variation, there are certain measures namely:

1. Range
2. Quartile Deviation
3. Mean Deviation
4. Standard Deviation

Range and Quartile deviation measure the dispersion by calculating the spread within which the values lie. Mean Deviation and Standard Deviation calculate the extent to which the values differ from the average.

3.1. INTRODUCTION

In this chapter, we will study the measures of central tendency which is a numerical method to explain the data in brief. We can see examples of summarizing a large set of data in day to day life like average marks obtained by students of a class in a test, average rainfall in an area, average production in a factory, average income of persons living in a locality or working in a firm etc.

One of the most important objectives of statistical analysis is to get one single value that describes the characteristic of the entire mass of data. Such a value is called the central value or an ‘average’ or the expected value of the variable. This single value is the point of location around which individual values cluster and, therefore, called the measure of location. Since this single value has a tendency to be somewhere at the center and within the range of all values it is also known as the measure of central tendency. The purpose of computing an average value for a set of observations is to obtain a single value which is representative of all the items.

2.1. INTRODUCTION

Many biological variables do not meet the assumptions of parametric statistical tests as they are not normally distributed, the variances are not homogeneous, or both. Objects in nature commonly exhibit one of three distributions:

1.1. INTRODUCTION

In this chapter, we will know how to classify raw data. The purpose of classifying raw data is to bring order in them so that they can be statistically analysed easily. Classification of objects or things saves our valuable time and effort. It is done in a logical manner and similar things are arranged into a group or class.

The Indian Society for Protected Cultivation (ISPC) has organized a National Seminar on ‘Advances in Protected Cultivation’ at the NASC Complex, DPS Marg, Pusa, New Delhi, on 21 March 2013, with an objective of collection and collation of scientific advances made in protected cultivation in India and dissemination of these among policy-planners, farmers, students, scientists, industry and other stakeholders. In spite of the fact that protected cultivation is in its state of infancy in the country in terms of scientific engagements, more than 120 delegates from distant parts of the country registered for the seminar besides good number of policy-planners, recognized names in agriculture and higher officials from industry particularly corporate associate life members of the society.

In the inaugural session, Dr Brahma Singh, President, ISPC and Chairman, Organizing Committee welcomed the Chief Guest Padama Bhushan, Dr R S Paroda, formerly Secretary and Director-General, Indian Council of Agricultural Research (ICAR), New Delhi and Chairman Haryana Kisan Ayog, Chaudhary Charan Singh Haryana Agricultural University , Hisar ; Guests of Honour Dr M M Pandey, Deputy Director-General (Agricultural Engineering), ICAR and Dr H S Gupta, Director, Indian Agricultural Research Institute, New Delhi, other dignitaries on and off the dais, delegates, press and media. He also highlighted that this seminar intended to review the advances made in protected cultivation in India with a purpose to accelerate the same. He emphasized that protected cultivation offers opportunities to earn more from the limited land, water and other resources. It also enables production of quality products which fetch more prices and pride, besides being a potential practice for provisioning disease-free quality planting material for horticultural crops.

Global demand for cut flowers is increasing steadily at around 10 per cent per annum. The share of India in this flourishing trade estimate at over US$ 40 billion per annum is negligible at 0.4 per cent. Floriculture include cut flowers, pot plants, cut foliage, seeds, bulbs, tubers, rooted cuttings and dried flowers or leaves. At international cut flower trade, flowers such as rose, carnation, Chrysanthemum, gerberas, gladiolus, gypsophilla, liatris, nerine, orchids, anthurium, tulips and lilies are preferred. Roses, gerberas and carnation are grown in greenhouses. The open field crops are Chrysanthemum, roses, gaillardia, lily, marigold, aster, tuberose etc. In India, floriculture is emerging as an important economic activity, earning foreign exchange. It has become a potential farm income enterprise. The domestic markets for high-quality flowers have been growing at 10- 20 per cent per year for the last few years. India’s flower business is estimated to be worth $ 400 million at retail, and about $ 100 million in international trade. Flower exports are about $ 30 million, constituting mainly of roses and dried flowers. Both Central and State Governments have been more than proactive and have made large investments in this industry in assisting production and marketing.

A large variety of floricultural crops can be produced in protected environment as economic cash crops for the benefit of farmers. Problems associated with floriculture in hills are small, scattered land holdings and sparsely located population. There is a lack of irrigation facilities due to scarce availability of water resources; widespread natural vagaries like drought, hail storms, frost etc. There is a serious gaps in application of advanced floricultural technologies for improving quality and productivity; high pressure on land use for different purposes like cereal crop production, fodder production, etc. due to low per capita land availability; difficulty in technology dissemination due to difficult terrain, hostile climate, poor communication facilities and sparsely located population. Consuming markets within the state are very less which result in dependence upon distant markets of the county. There is a high post-harvest losses due to lack of modern post-harvest management system; very high temperature differentials in production areas and consumer markets; perishable nature of flowers, resulting in high post-harvest losses during transportation; and distant location of production areas from main roads. High cost of marketing, lack of organised system of marketing, lack of bargaining power with individual growers due to small production levels; inadequate availability of market intelligence to farmers resulting in imbalances in distribution of produce in different markets.

Fusarium wilt of carnation caused by Fusarium oxysporum f.spp dianthi causes severe yield losses under protected cultivation. For the management of Fusarium wilt, 27 isolates of Bacillus strains were isolated from the rhizosphere of different crops including carnation. Among various species of Bacillus, Bacillus amyloliquefaciens (BSC7) was identified as a most virulent antagonistic bacterial isolate. Studies on antagonism under Environmentally Controlled Scanning Electron Microscopy (ESEM), depicted the presence of rod shaped bacterial cells with biofilm formation at 44847x. Detection for the presence of antibiotic biosynthetic genes reflected the presence of surfactin, iturin, bacillomycin and fengycin genes. The 24 isolates of Bacillus spp. showed positive reaction for surfactin gene. Nineteen isolates were amplified for Iturin A gene except BS5, BS9, BSC1, BSC2, BSC11, BSD1 and BSD2. Strains of B. subtilis BS1, BS2, BS5, BS6 and BS8 expressed Bacillomycin D gene. The genomic DNA of strains BS1, BS2, BS4, BS6, BS7 BS8, BS11 and BS14 showed positive for Fengycin D gene. The isolate of B. subtilis BS2 showed positive reaction for four genes namely surfactin, iturin, bacillomycin and fengycin.

In vitro screening of Bacillus, B. amyloliquefaciens (BSC7), P. aeruginosa (P1) and T. viride (TV1) showed highest inhibition against F.oxysporum f.sp.dianthi to an extent of 55.95, 55.29 and 81.61 per cent over the control respectively. The antifungal activity of antagonistic B. amyloliquefaciens BSC7 and T. viride TV1 against F.oxysporum f.sp. dianthi was confirmed under ESEM by observing disintegration, lysis and structural abnormalities of the hyphae of the pathogen at the zone of interaction.

H orticultural crops are most important ones incurring huge amount of pesticides in our country. The intensity of esticides on them is highest per unit area. However research on integrated pest management has not matched the progress and problems of plant protection at large and protected cultivation in particular. The USA, UK, Israel and Russia, pioneers in protected cultivation, are able to harvest productivity of up to 500 tonnes/ha of tomato and 200 tonnes/ha each of cucumber and capsicum, while in India up to 300 tonnes/ha of tomato and 100 tonnes/ha each of cucumber and capsicum are obtained, has compared to normal open field where their yield ranges from 40 to 60 and 10 to 20 tonnes/ha in India, respectively.

The sustainability of an agro-ecosystem is represented by its ability to maintain a given level of productivity over time and a given quantitative-qualitative level of environmental resources (Loucks, 1977). The greenhouse is also a form of agro-ecosystem, where unlike other agro-ecosystems, environment has been adapted to crop in order to maximize its productivity. The greenhouse system has to take maximum advantage of natural benefits offered by location in certain latitudes while minimizing the disadvantages (Castilla, 2002). Higher productivity under such protected cultivation is attainable mainly on account of reduced competition, healthy environment, better nutrient management, increased surface area and longer crop duration. However, ideal and stable environment with warm, humid and abundant food under protected conditions provides an excellent platform for pest development often more than open field crops, leading to severe pest situations in greenhouses, as revealed by extensive surveys.

The beginning of protected cultivation in the country has paved the way for export of horticultural produce, especially of flowers to earn valuable foreign exchange. The technology also became handy for quality production of flowers and F₁ hybrid seeds for domestic and export markets. In view of the globalization of international market and tremendous boost that is being given for export of flowers, there has been a spurt in the demand for protected cultivation technology. Low-cost polyhouses are quite popular in the North-East and in the northern plains, flowers are being raised in polyhouses either for capturing the early markets or to improve the quality of seedlings. Several commercial floriculture ventures are coming up in Uttrakhand, Maharashtra, Karnataka and Tamil Nadu to meet the demands of both domestic and export markets. There has been a substantial increase in area under protected cultivation of different flower crops. Though there were initial hitches owing to the cost sharing, farmers of some states have taken maximum benefits of the existing schemes and adopted the technology. Protected cultivation technology is one of the most useful technology inputs which hold promise to transform Indian floriculture and bring in the “Colour Revolution”.

Nearly, 40 countries are involved in protected cultivation of flower and vegetable crops. New production centers are being added constantly, mostly from developing nations. Today, majority of production is from developing countries like Zimbabwe, Morocco, Kenya, Ecuador, Costa Rica, Mexico, Singapore, Malaysia and India. In developed world, USA has an area of about 6,000 ha under greenhouses which are mostly used for floriculture. The Netherland is traditional exporter of greenhouse grown flowers all over the world. Israel, the largest exporter of cut flowers, has wide range of crops under greenhouses. About 1,000 ha area is under protected cultivation. Approximately, 98% of flowers are grown under open field cultivation and hardly 2% under the greenhouse cultivation.

Orchids are known for their exquisite beauty and trade in global floriculture business. The Netherlands is pioneer in roduction and ex ort of tem erate orchid while Thailand and Hawaii are the world leader in tropical orchids, respectively. Recently, Malaysia, Singapore, Thailand and Sri Lanka are catching the international market. The orchid industry is expanding in terms of magnitude in some of the major orchid-producing nations. The global orchid market has passed $ 1 Billion mark in 2010. The leading orchid producing countries in 2010 are:

Country Production ($ million) Japan 280 USA 170 Taiwan 130 China 70 Brazil 60 UK 45 Thailand 35 Italy 30 New Zealand 20 Source: Orchid News The world consumption of orchids (potted plants) is valued more than $ 500 million (2000). The Dominican Republic, Costa Rica and India have recently begun to produce orchids for export. Commercial production of orchids has increased dramatically through the world in the past quarter century. The most common genera sold in Japan from 1993 to 2002 were Phalaenopsis (30%), Nobile type Dendrobium (20%), Oncidium (20%), Cymbidium (15%) and Cattleya (10%). The potted orchids sold through Dutch flower auctions increased from 50, 0000 to 18 million pots.

India is the second largest producer of vegetable crops with a total production of 146.5 million tonnes (2010-11). More than 60 vegetable crops belonging to, Solanacious, Cucurbitaceous, Leguminous, Cruciferous (cole crops), root crops and leafy vegetables are grown in tropical, subtropical and temperate regions. The demand of vegetables will be 225 million tonnes by 2020 and 350 million tonnes by 2030. A larger quantity of quality seed of vegetable crops will be required in order to achieve the demands of vegetables. The limiting factors which reduce seed yield under open field condition are biotic and abiotic stresses, requirement of isolation distance and generation system of seed multiplication etc. These problems can be effectively managed when we go for seed production under protected structures.

Protected cultivation was introduced in India during 1985 but its progress is slow during the last 25 years due to lack of suitable varieties and hybrids for protected cultivation. Presently, area under polyhouse in India is 2000 ha, therefore, knowledge of polyhouse vegetable production technology of tomato and cucumber with intervention of drip irrigation and fertigation along with suitable varieties will be quite effective for enhancing their productivity. Therefore, it is imperative to develop hybrid seed and production of suitable varieties/hybrids at affordable prices to small and marginal farmers to achieve the targeted production potential of vegetable crops. Keeping in view some genotypes were isolated and pure line and hybrid breeding programme were adopted for improvement of these genotypes. After three years of multilocational testing at tarai, midhills and higher hills under polyhouse condition, four genotypes were identified and released. They are: Pant Parthenocarpic Cucumber 2 (1,755 q/ha) and Pant Parthenocarpic Cucumber 3 (1,605 q/ha) of cucumber and Pant Polyhouse Hybrid Tomato 1 (1,616 q/ha) with average fruit weight of 130-140 g and Pant Polyhouse Tomato 2 (1,291 q/ha) of tomato with single fruit weight 100-105 g. These genotypes were released by Uttarakhand State Variety Release Committee during May 2011 for commercial cultivation.

Kerala has a tropical humid weather characterised by high rainfall and humidity. The intense rainfall during June-September is a limiting factor for vegetable cultivation. High cost of labour, rapid urbanisation, small size of holdings and quality conscious consumers are some of the factors favouring protected cultivation in Kerala. Rain shelters and modified naturally-ventilated polyhouses are recommended structures for protected cultivation of vegetables. The important vegetables grown are cucumber, yard long bean, Capsicum, okra, tomato, cabbage, cauliflower and leafy vegetables. The conventional saw-toothed structure has been modified to suit Kerala weather by making variation in height and improving the roof and side ventilation so that temperature variation inside the structure is only 1°C compared to the ambient. The Kerala Agricultural University has also developed an ad-hoc package for protected cultivation of vegetables, considering the soil and weather parameters and is providing necessary technical support to growers and extension officers. The technology for large-scale production of virus-free vegetable transplants in pro-trays has also been standardized. There is a growing demand for quality, disease-free seedlings and technology can be scaled up into a profitable agri-entreprenurial model. Open field precision farming through fertigation and mulching is profitable compared to conventional system of cultivation. Besides maximising water-and nutrient-use efficiency of the crop, this technology offers scope for mechanisation in vegetable cultivation saving human labour requirement by almost 50%. Rain shelters are useful for year-round production of vegetables in homestead for small growers.

Floriculture industry comprises of cultivation and trade of cut and loose flowers, potted plants, foliage and bedding plants, and dried flowers under open field as well as protected conditions. Globally, more than 145 countries are involved in cultivation of floricultural crops. Though the art of growing flowers is not new to India, protected cultivation is relatively new in India. Enormous genetic diversity, varied agroclimatic conditions, versatile human resources offer India a unique scope for diversification into new avenues which have not been explored to a greater extent. India also has a strong dry flower industry, which contributes a major share to the overall trade. Other segments like fillers, potted plants, seeds and planting material, turf grass industry and value-added products also contribute a share in overall growth of floriculture industry.

Cut flower production is a growing business in most of the Asian countries. Technology for production is well-known and it has been utilized to the maximum in many countries. As a consequence, cut flowers are commercially produced in larger quantities in these countries, resulting in surplus quantity during normal periods of blooming. On the other hand, such prices are much higher during the periods of needs such as certain special occasions, or off-season.

In spite of considerable progress achieved during the last four decades in vegetable production in India, average productivity of vegetable crops is still low as compared to national and world level, indicating the scope to enhance their yield potential of quality produce. This is because of an appealing gap between potential yield and actual yield. In many vegetables, yield realized is even lesser than 50 % of potential yield. Sometime, farmers growing vegetable crops during main season do not get back their cost of cultivation. The prices of the same vegetable produce is very high during off-season. Several biotic and abiotic stresses are major factors responsible for low productivity and poor quality in different vegetable crops under open field cultivation, especifically in rainy and post-rainy seasons. The increasing demand of off-season high quality vegetables in various markets of big cities has called the attention of vegetable growers for diversification from traditional techniques of vegetable cultivation to modern systems of cultivation.

Protected cultivation of vegetable crops offers best choice for diversification. Production of crops under protected conditions has great potential in augmenting production and quality of vegetables, in main and off-season, maximizing water and nutrient-use efficiency under varied agroclimatic conditions. This technology has great potential especially in peri-urban areas, since it can be profitably used for growing high- value vegetables like tomato, cheery tomato, coloured Capsicum and parthenocarpic cucumbers, and healthy and virus-free seedlings in agri-entrepreneurial models.