A Web-based Portal for Ornamental Plants and Flowers in Arusha City, Tanzania
Автор: Kenneth Patrick Asiimwe, Dina Machuve, Mussa Ally Dida
Журнал: International Journal of Information Technology and Computer Science @ijitcs
Статья в выпуске: 2 Vol. 12, 2020 года.
Бесплатный доступ
There is a wide collection of invaluable varie-ties of ornamental plants and flowers available for sale by vendors in Arusha city contributing to local employment, and food security. Horticulture in Tanzania is dominated by small scale farmers in Arusha that contribute to about 70% of the produces in the sector. However, there are challenges that need to be addressed including; inadequate information for the development of the sector and livelihoods of the vendors. The information on the varied species of ornamental plants and flowers are mainly undocumented and not digitized. This limits access to the scientific community and the general public bringing on these varieties in Arusha a growing conservation concern. The other challenge is that the small-scale vendors have limited visibility to regional markets and international market places which hinders their business growth. On this study, a Web portal was developed for inventory, mapping and digitization of the various species of ornamental plants and flowers as a solution to above challenges. Data collection was conducted using various data collection techniques such as; Interviews, observations, Questionnaire (Open Data Kit) and re-viewing numerous research papers in seven wards of Arusha city where the vendors grow and sell a number of species of ornamental plants and flowers. Both qualitative and quantitative methods mentioned above were deployed to provide insights on the ornamental plants and flower business operations. For the survey, 70 varieties of ornamental plants and flowers were gathered and arranged categorically in terms of taxonomy and usage and uploaded on the portal. The portal developed indicates the potential to help stakeholders find plants’ and flowers’ varieties infor-mation, images, and sales location online, the vendors will be able to advertise their products on the portal and conduct business with customers online. In addition, it will also help Arusha City Representatives with baseline information on the sector to make informed plans and decisions.
Web Portal, Ornamental Plants and Flow-ers, Web-based System, Vendors, Inventory, Diversity
Короткий адрес: https://sciup.org/15017445
IDR: 15017445 | DOI: 10.5815/ijitcs.2020.02.04
Текст научной статьи A Web-based Portal for Ornamental Plants and Flowers in Arusha City, Tanzania
Published Online April 2020 in MECS
Horticulture is a significantly huge investment and dynamic industry which deals with thousands of species and variety of ornamental plants and flowers. Europe is the leading producer of ornamentals with the biggest market share occupied by the Netherlands (35%), Italy (18%) and Germany (11%). In Africa, ornamental production has improved in the past decade with Kenya ranking first, followed by Tanzania, South Africa and Uganda respectively [1].
This is attributed to the adoption of ICT and technology in the ornamental sector in Africa [2]. For example, greenhouse technology, fertigation systems, innovative forms of water treatment and recirculation techniques, modern acclimatization and heating technologies, and applied highly sustainable crop protection methods to reduce environmental hazards have been integrated in the horticulture sector creating remarkable diversity in the horticulture sector [3].
However, the adoption of ICT in horticultural production is still a challenge [4].
Horticulture in Tanzania has for several years been a backbone of growth and development with an estimated annual growth rate between 6% and 10% per annum [5], contributing to about a quarter of the GDP. The sector also employs nearly three quarters of all Tanzanian workers contributing to local employment and food security [6]. The horticulture sector is dominated mainly by smallscale farmers (vendors) in Arusha City selling ornamental plants and flowers mostly on road sides (streets). The small-scale farmers contribute about 70% of the produces in the sector and also cannot export their produce since they are not connected to regional and international market [7].
However, horticulture particularly in Tanzania is challenged with inadequate access to information by stakeholders that include researchers and buyers. Also, there is lack of awareness by stakeholders with in Tanzania and internationally about economic and social potential of horticulture sector [8]. There lacks access to information on varying species of ornamental plants and flowers in Tanzania [9].
The information on plants and flowers is not only a contribution to the cultural heritage of any country like Tanzania but also of significance for scientific and practical interest [10].
Conservation of the various species of ornamental plants and flowers relies heavily on official statistics, but since the information is not digitized and undocumented, much is absent on the official statistics bringing about a growing conservation concern [11].
The ornamental plants and flowers contribute to reduction of carbon foot print [12].
Therefore, this study aims to find solutions to challenges such as; inadequate information on the variety species of ornamental plants and flowers in Arusha City (mainly undocumented and not digitized) and also the limited visibility of the vendors in the regional and international market through developing a web based portal for inventory, mapping and digitization of ornamental plants and flowers in Arusha City. Both qualitative and quantitative methods such as Interviews, observations, website search, Questionnaire (Open Data Kit) and reviewing numerous research papers were deployed to provide insights on the ornamental plants and flower business operations. The developed web portal will be freely accessible online that will not only provide profile information of horticulture, information (Taxonomy) on the variety species of ornamental plants and flowers sold by vendors in Arusha City but also act as a marketing tool in order to connect the vendors to regional and international markets.
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II. Related Works
A study by [13] sought to develop an inventory and botanical identity of seasonal flowering plants grown in home gardens in the District of Nainital, Uttarakhand. From the survey that was carried out from 2013 to 2015, a list of 150 seasonal flowering plants with 120 genera belonging to 50 families were collected, recorded with their botanical names, vernacular names, trade names, family, native, nature, season with appropriate remarks of variation in shape and color, method of propagation with economic status and photographs. The study also came up with a statistical summary of the number, percentage of families, genera, and species.
The study however, did not provide an online avenue through which these seasonal flowering plants can be accessed any time by various researchers. Therefore, this study was aimed to develop a web portal providing an online avenue through which the various species of ornamental plants and flowers can be accessed freely any time by various researchers.
A study by [14] was aimed at coming up with a Floristic inventory of vascular plants mainly in Nam Ba National Biodiversity conservation area of the Lao people’s Democratic Republic. From the joint field study that was conveyed by the Korean and Lao’s experts in the year of 2015 to 2017, it was recorded that there were 33 species of ornamental plants among others, species that are edible plants, species that are economic plants, families and genera distributed in the Nam Ha National Biodiversity conservation area. The study provided scientific names, families and genera of the vascular species.
However, the study did not provide conservation status of the vascular plants and also did not provide vernacular names, trade names, native places, images, and description of the vascular plants by color, shape, size, and method of propagation, economic status of the ornamental plants. More so, the inventory does not provide visualization of the data collected on the vascular plants. The study aimed to develop a web portal through which the above information will be provided.
The Antipoison Center and Pharmacovigilance of Morocco (ACPM) produced a report with a concern on poisoning caused by plants. This sparked off the study [15] which aimed to come up with an inventory of toxic plants in Morocco that would enable the necessary study on their nature and monographs. This was aimed to separate the good plants such as the ornamental plants from the toxic ones since it was found out that some plants are toxic and cause various disorders in both human beings and animals. The Antipoison Center and Pharmacovigi-lance of Morocco (ACPM) required this study so as to sound an alarm on these poisonous plants in the country. The study came up with a list of the most toxic plants in Morocco and provided them with the French name, vernacular name (Moroccan), family name to which these toxic plants belong to.
However, the study did not provide the native places, genus, and descriptions by size, color, shape, images of the toxic plants, economic status (prices) of the sold plants, and visualization of the data collected on the toxic plants. Additionally, the inventory does not provide visualization of the toxic plants. The study was aimed to develop a web portal that will avail the above information and visualization for the ornamental plants and flowers in Arusha City.
The study by [16] was aimed at addressing the urgent problem which was identified as inventory with bio ecological assessment of vital state and growth conditions of ornamental arboreal plants regarded as the main structural elements landscape composition. One of the objectives of the study was to form the collection of the ornamental and other valuable plants economically such that they could be analyzed to reveal their characteristics so as to select them and propagate the most perspective plant species. Fortunately for Nikita Botanical gardens, a rich collection of these plants were created due to the work of generation of researchers. The inventory provides bio ecological assessment of dendrological collection (trees, shrubs, and lianas) thus, trees (42.2%), polubushes (1.5%), bamboos (0.7%), liana (8.2%), bushes (47.4%).
However, the inventory does not provide trade names, vernacular names, families, genus of the ornamental arboreal plants. Additionally, the inventory does not provide visualization of the ornamental plants. This study was aimed to develop a web portal through which the above information will be freely accessible online.
Therefore, the proposed system will therefore provide the botanical identity, including; English name, Scientific name, genus, family, native, vernacular name (Swahili), description, images, propagation period, location of the ornamental plants and , uses in terms of (Medici-nal/Herbal, Edible/Food, Poisonous and Ornamental), Conservation in terms of quantity (Extinct in the wild, Extinct, Critically Endangered, Endangered, Least Concern Vulnerable, Nearly Threatened, Data Deficient and Not Evaluated) and also provide a visualization tool for the users from which conservation plans can be based and also provide a marketing platform for the vendors in Arusha City.
Furthermore, there are existing systems used in Tanzania by TPRI (Tropical Pesticides Research Institute) such as; TanBIF (Tanzania Biodiversity Information Facility) considered digitalizing local Institutions biodiversity collections of which it did not finish its objective and additionally, its yet to be online and BRAHMS (Botanical Research and Herbarium Management System) database management system for botanical herbaria and researchers, with comprehensive and advanced features to manage, assemble, analyze publish and edit botanical data. However, it uses DOS (Disk Operating System) which is not easily understood by an ordinary user since it does not have a GUI (Graphical User Interface) like windows, DOS is an out dated and obsolete operating system. Additionally, version 8 is not free as it requires license. The web portal developed will run on all modern operating systems and will be availed free of charge. It is also easy to use with user-friendly interfaces to be used for inventory, mapping and digitization of ornamental plants and flowers.
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III. Methodology
The research was conducted in Tanzania specifically in areas of Arusha City (see Fig. 1) where the horticultural sector activities are concentrated [17]. Arusha is a region that is located in the North and to the East of Kilimanjaro and Tanga. It also shares a boarder in the South with Dodoma and in the West Singida, Mara and Shinyanga regions. Arusha is strategically located with good geographic conditions, good climate suitable for growth of ornamental plants and flowers and thus many vendors carry out their businesses in these areas [18].
Table 1 . Evolutionary Prototyping methodology versus other software development methodology . [20]
Methodology |
Flexibility |
Client Interaction |
Phase containment of error |
Waterfall |
No |
One time |
Low |
Evolutionary |
Few |
Some time |
Low |
Spiral |
Fully |
Frequent |
High |

Fig.1. Map of Arusha mapping location of ornamental plants and flowers.
A simple random sampling technique was used and, for the study, each respondent was chosen solely by coincidental and everybody was given equivalent chance of participation. From the study, quantitative and qualitative data were collected using data collection techniques such as; Interviews, observations, website search, Question- naire (Open Data Kit) and reviewing numerous research papers and later analyzed using python library known as pandas. Evolutionary prototyping methodology was selected and used to develop the web portal since it allows for user involvement throughout the system development duration leading to user requirement satisfaction and also chosen simply because, implementation is commenced when the requirements are best understood unlike rapid prototyping where the implementation starts with the least understood requirements. Table 1 below compares Evolutionary prototyping with other development methodologies [19].
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A. Proposed System (Ornamental Web portal)
41.7%
The proposed study results showed that, vendors are enthusiastic to use different methods to be able to access the web portal and use it to market their products (see Fig. 3) and also for the botanists and other types of users like Arusha City representative and researchers to access the botanical identity or information of the ornamental plants and flowers together with vernacular names (Swahili), Family, native, description, images, genus, propagation period, uses in terms of (Medicinal/Herbal, Edible/Food, Poisonous and Ornamental), Conservation in terms of quantity (Extinct in the wild, Extinct, Critically Endangered, Endangered, Least Concern Vulnerable, Nearly Threatened, Data Deficient and Not Evaluated), and vendors details selling the ornamental plants and flowers by location which will allow their clients to contact them, phone number and ward where they grow the ornamental plants and flowers.
We hence suggested a solution that comprises of a Web Based System. Users of the proposed system are divided into two batches including; the first includes Researchers, Botanists who interact with the system and the second includes administration (System Administrator) who uses ornamental web portal to perform administrative activities working together with the central database (see Fig. 6).
The reason as to why we chose Web technology is because the number of internet users in Tanzania is increasing and according to TCRA (Tanzania Communication Regulatory Authority), rose by 16% in 2017 to 23 million [21]. Additionally, based on data collection results that were acquired showed that 58.3% of the vendors said they can afford internet and have access to smart phones, more than 41.7% that have no access to smart phones as shown in Fig. 2. Therefore, developing a Web based portal guarantees maximum user coverage and also it easy to use by the users.
Analysis of Vendors Access to Smart Phones
^ Yes ■ No


Fig.3. vendor’s assistance they need
Additionally, the saturation of internet has been quickly increasing in the last 6 years in Tanzania, growing from 17% to 45% in 2012 and 2017 respectively. More so, the number of people using the internet has been also rising from 7.52 to 23 million in 2012 and 2017 respectively and they are mostly residing in urban centres [22].
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B. Requirements analysis
Both functional and non-functional requirements specifications were measured in developing the Ornamental Web portal. Functional requirements describe the exact function the system has to do such as authentication of users, allow registration to mention a few. Whereas, nonfunctional requirements define values which the system shall have for example; usability, scalability to mention a few [23]. The tables below shows functional (Table 2) and non-functional (Table 3) requirements of the Ornamental Web portal respectively.
Fig.2. vendor’s access to smart phones
Table 2. Functional Requirements
Requirement |
Description |
Registration (Users, Vendors) |
Web portal shall allow registration and login for access of exceptional information and guidance customized for a specific type of users, the administrator will register vendors and also vendors can register and await approval from an administrator, same applies to all new users |
Manage user Accounts |
The administrator shall Add, delete users and vendors. |
Add ornamentals (upload images), delete |
The administrator shall be able to upload images of the ornamentals and add information of ornamental plants and flowers |
Search |
Users and Administrator shall have an advanced search option to ease on information retrieval |
View ornamentals |
A system shall be able to display the information of ornamental plants and flowers. |
Visual Data |
The administrator shall be able to upload a CSV file in the database for visualization, users should be able to select entries and perform visualization. |
Chat |
The system shall provide access to chat rooms for vendors, botanists and other users, store messages in chatrooms, display messages in group chatrooms |
Table 3. Non Functional Requirements
Requirement |
Description |
Performance |
A system shall be able to process user queries in a shortest time possible, Bringing up-to-date and saving records shall be fast Login , logout process shall be done quickly |
Security |
A system shall enable authentication of users within an encrypted password, It should remember the password and username of the user |
Usability |
A system shall be user friendly so that it can be easily used by all types of users |
Robustness |
Shall be able to recover from failure in case of connection problems |
Availability |
Shall be available when needed |
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C. System Design
Requirements analysis above in B contributed to the design of the system ornamental Web portal. It was from the requirements analysis that system design was achieved.
The Fig. 4 and Fig. 5 below are Use Case Diagrams presenting Actors and their associations with Use Cases. Use Case Diagrams represent the collaboration between users and the system. It defines type of activities a user can execute in a system. Actions are; Use Cases, and Users are; Actors. For the proposed system, ornamental Web portal, Actors are, User, Admin, and vendor. Use cases include; Login, Register for a new account, search for plant and flower info, view plants and flowers info, add comment, Logout, select categories for visualization, view advert, create advert, chat, add/delete plants and flower info, upload data for visualization, Approve advert, manage chat, view chat messages, view orders, delete order, add/delete/approve user and vendor account and place order.
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D. Database Design
This comprises of documenting entities, their relation- ships, and entities’ attributes. For the study, an Entity Relationship diagram was used to show the relationship of system’s entities and their attributes from which a relational schema was extracted. An Entity Relationship Diagram is a technique used to denote entities and their relationships in database design. Entities include; User, Order, Plant, Flower, Vendor, Chat, Comment, Visual data and Advert.
Below are the relational schemas of the EntityRelationship ER Diagram
-
1) User(userID, DOB, name, gender, phone, occupation, email, password, role, location)
-
2) Order (SaleID, reference, item, quantity, to-tal_amount, date_added, date_time, userID, status, v_ id)
-
3) Plant(plant_id, english_name, family_name, vanacular_name, trade_name, botanical_name, image, propagation_period, description, na-
- tive_name, order, genus, uses, quantity, v_id)
-
4) Flower(flower_id, english_name, family_name, vanacular_name, trade_name, botanical_name, image, propagation_period, description, na-
- tive_name, order, genus, uses, quantity, v_id )
-
5) Vendor(v_id, v_name, v_gender, location, biz_status, dob, challenges, no_of_employees, edn_level, v_phone, start_year, v_email)
-
6) Chat(chatID, description, userID, reply, date-
- Posted, timePosted, date_added, attachment)
-
7) Advert(id, image, description, v_id, status, price)
-
8) Comment(commentId, userID, subject, message, date_posted)
-
9) Visual data(id, gi_ward, gi_sex, gi_educ, gi_smartphone, plants_expensive, plants_exprice, flowers_fast, flowers_faexp, plants_fast,
gi_facility, mktinfo_bizzassist)

Fig.4. Use Case Diagram for the Proposed System showing user and vendor

Fig.5. Use Case Diagram for the Proposed System showing user and vendor
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E. System development
Selecting system development technologies for the proposed ornamental system depended on complexity, time, and cost of the technologies. That being said, all of the technologies used to develop the ornamental web portal or system are open source tools meaning the software’s source code is publicly accessible and therefore anybody can use them free without incurring any cost [20].
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1) Database
The ornamental web system database was developed using My Structured Query Language (MySQL). MySQL is compatible with various operating systems platforms like; i5/OS, BSDi, Symbian, OS/2 Warp, eComStation, IRIX, Microsoft Windows, OpenSolaris, Novell NetWare, Linux, SCO UnixWare, SunOS, AIX, Solaris, FreeBSD, Mac OS X, Tru64, HP-UX, and Sanos NetBSD QNX. From this therefore, MySQL was chosen in developing the systems’ database with guarantee that the system will run in different Operating System platforms. MySQL was also chosen as a database management system because it is an open source, scalable and robust. MySQL is used for a varied variety of purposes, including e-commerce, logging applications and data warehousing. Additionally, the most common use of MySQL is for web-based applications.

Fig.6. Conceptual framework of the proposed system
Table 3. Client-Side Scripting Languages and Description
Language |
Description |
HTML |
HTML is basically for formatting and displaying data. It is the most frequently used languages to develop websites. HTML offers the simple arrangement of sites, which is greater and enhanced by other technologies like JavaScript and CSS |
CSS |
CSS in full is Cascading Style Sheet. Particularly directs on how the HTML elements of a website should actually look at the user interface page. CSS helps to style web content so it appears to the user the way it was intended to be seen |
BOOTSTRAP |
Used to capture data without hiding the web page content. Consists of HTML and CSS form templates, buttons, navigation, JavaScript extensions and other interface design components |
JAVASCRIPT |
JavaScript was used to alter the website content and style it to perform in different ways in response to a user's activity, used in validation of the system form's data inputs. |
Angular JavaScript |
Angular JavaScript library “angular.min.js” was used to validate the form interfaces while the user is typing |
AJAX |
AJAX was used to load the content of the web pages such as chat room dynamically and automatically refreshing in the background. |
Canvas JavaScript |
Canvas JavaScript was used for data visualization where the file (“canvasjs.min.js”), a JavaScript library for plotting graphs was used alongside HTML and Hypertext Preprocessor (PHP) to display content dynamically from the database. |
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2) Server-Side Technologies.
These sever side languages are used in developing interactive websites which offer dynamic web contents of databases to users and the reverse is true. Presently, a lot of scripting languages are available for server-side such as; Nodes.js, Django, Ruby on Rails, PHP and Each server-side language has its benefits and drawbacks giving complications to programmers when it comes to selecting a right server-side technology for developing of a dynamic website applications [20]. For the case of this study, PHP was selected and used to develop the proposed system solution. Used to come up with the dynamic web system contents. And also among the furthermost used server-side scripting languages used in web-based systems implementation. Several web-based systems use PHP and thus makes it easy to get support and help of its developers worldwide.
Due to the PHP integration with the database and popularity among other languages, it was therefore used to implement the Ornamental Web portal. It was used in the the development of interfaces of the web portal. For example; (see Fig. 7). It is a plant and flower registration interface which allows the administrator to interact with
Web portal and be able to add information of ornamental plants and flower details: English name, Botanical name, Trade name, Family name, Native name, Vernacular name, Description, Propagation period, image, genus, upload image, genus, uses in terms of (Medicinal/Herbal, Edible/Food, Poisonous and Ornamental), Conservation in terms of quantity (Extinct in the wild, Extinct, Critically Endangered, Endangered, Least Concern Vulnerable, Nearly Threatened, Data Deficient and Not Evaluated).
Table 4. Comparing Server Side Scripting Technologies (source: [20])
Language |
Ease of getting started setting up local environment |
Integration with Database |
Popularity |
PHP |
Simplest (requires marginal work to build a new PHP file and view it on the local server) |
Takes the greatest support upon initial setup as it incorporates easily with Oracle, MongoDB PostgreSQL, MySQL, and upon installation |
11.7% |
Django |
Complicated as setting up the initial hostname, port number and URL patterns, produce additional steps that can be puzzling and hard to comprehend |
Depends on driver’s support added in Python language. Supports most of the database types however may not be clear on how to utilize and may be hard to find. |
0.1% |
Ruby on Rails |
Although easy to create a new project and run on a local server, it is however difficult to set up |
Receives database support from RubyGem packages since support for databases is not available. |
0.3% |
Node.js |
Comprise of extra challenging syntax that may not be fairly clear to a beginner |
Does not have support upon initial setup for any Database, however, depends/relies on packages |
0.24% |
And also allow the stakeholders to be able to register for example; vendors can register details: Vendor name, DOB (date of birth), phone, email, gender, password, occupation, location. After the account being approved by the Admin then the vendor can login and create adverts for his or her products (see Fig. 8) as well as viewing the oders as they are sent by their clients (see Fig. 9 shows a client can place an order by clicking on order button and will specify the quantity of the plant or flower and also calculate the price for the client and vendor from which business can be made). Additionally, they can engage in a public chat, add comments, and also perform visualization.

Fig.7. Web Page prototype Interface Showing Registration of Plant Details and vendor registration

Fig.8. Web Page prototype Interface Showing how vendor can create advert
И Adverts

Jesus crown @ TZS 6,000
Contact: +255621645806
Vendor: Emanuel

Lavender @ TZS 4,000
Contact: +255703475883
African Lily @ TZS 8,000
Contact:+255621645806
tuberose @ TZS 6,000
Contact: +255703475883
Vendor Emanuei
Vendor: Hamis
Vendor: Hamis
R Order Now
R Order Now
R Order Now
Order Now
< Previous I > Next
Fig.9. Web Page prototype Interface Showing vendors’ approved adverts
Furthermore, the ornamental web portal also has a visualization tool. Thus, Users of the system can select available categories from a drop down list provided at the visualization interface web page (as seen in Fig. 10) to perform visualization at the same time can save the charts as JPEG, PNG or even print. For example, the Fig. 10 below shows how a user can visualize data, details include; For example; user can select first category as Expensive plants and second category as Average prices and in this case the user can see each expensive plants with their average prices in the market by vendors in Arusha City. Among others are; Fast moving plants with average prices and in this case we meant the plants that vendors sell the most throughout the year and their average prices. Users can also visualize fast moving flowers with their average prices, users can also visualize sampled vendors by ward during data collection, showing the number of vendors that participated in this study and also users can visualize the vendors sampled by gender to see the demographic characteristics of the vendors in Arusha City and also visualize the level of education of vendors. This kind of visualization will be important for the Arusha City Representatives as they will have informed planning and decisions as far as Horticulture by vendors is concerned with Arusha district.
For the proposed system, various validation steps were chosen including; unit testing, integration testing, system testing, acceptance testing and regression testing to ensure that the user needs are met and satisfied. A total of 48 participants were involved in the exercise where by 95% agree that the portal is easy to use, agree to use it as a marketing platform, agree that it will help stake holders to view important information on the variety species of ornamental plants and flowers.

Fig.10. Web page prototype showing Visualization (one of the category) of ornamental plants with average prices
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IV. Conclusion and Recommendations
The study delivered a solution by developing a web based interactive portal able to work together with a central database where this information on variety species of ornamental plants and flowers digitized and stored to be accessed by all stake holders freely online. In this system, the administrator can add information on ornamental plants and flowers, register vendors selling the ornamental plants and flowers together with the location of their businesses to be easily located by their customers. Additionally, the vendors can use the web portal as a marketing tool to connect to regional and international markets as they can advertise their product online. The study has also laid a foundation for the policy makers to be able access important information to make informed plans and decision that will develop the sector even more.
The future studies should extend further research to de- livery of other services in the horticulture sector such as using computer vision to identify the various species of ornamental plants and flowers automatically for industries such as the tourism industry, the scientific community and the general public. The research recommends the future studies to put emphasis on mobile application development for the vendors to improve usability and also consider an improved approach that involves both qualitative and quantitative methods in order for a more real description of the study and finding.
Acknowledgements
The authors would like to appreciate the African Development Bank (AFDB) for funding this study and The Nelson Mandela African Institution of Science and Technology for the tremendous support towards achievement of this study. Moreso all the participants that were involved in this study.
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