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Introduction to XML
Chapter 1
Chapter Objectives -1







Discuss markup language
List and explain drawbacks of HTML
Discuss the architecture of XML documents
List the benefits of XML
Discuss Parser

Core XML / Chapter 1 / Slide 2 of 35
Chapter Objectives -2


Build a complete XML Document:
Character Data
 Comments
 Processing Instructions
 Entities
 General Entities
 Parameter Entities
 The DOCTYPE Declarations


Core XML / Chapter 1 / Slide 3 of 35
History of Markup
Documents recorded
using paper and pen

Typesetters formatting
documents

Tools used by typesetters
to format a document

Core XML / Chapter 1 / Slide 4 of 35
Markup Language




A Markup language defines the rules that help to add
meaning to the content and structure of documents.
They are classified as:






Stylistic Markup – It determines the presentation of the
document
Structure Markup – It defines the structure of the
document
Semantic Markup – It determines the content of the
document
Core XML / Chapter 1 / Slide 5 of 35
SGML






Generalized Markup Language (GML) is
the system of formatting documents.
GML was fine-tuned and came to be known
as Standard Generalized Markup Language
(SGML).
SGML is the source of origin of all markup
languages
Core XML / Chapter 1 / Slide 6 of 35
Features of SGML






It describes markup language, which allows
authors to create their own tags that relate to
their content.
It needs a separate file that will contain all
the rules for the language, for its
interpretation
A SGML application is markup language
derived from SGML.
Core XML / Chapter 1 / Slide 7 of 35
HTML






HTML is the most famous markup language
derived from SGML.
It was created to mark up technical papers so that
they could be transferred across different
platforms for the scientific community.
It is now also used by those non-scientific users
who are concerned about their document‟s
presentation.

Core XML / Chapter 1 / Slide 8 of 35
Drawbacks of HTML












Fixed tag set
Presentation technology does not relate to the
contents
It is flat
Clogging
HTML is not international
Data interchange is impossible
Does not have a robust linking mechanism
HTML is not reusable
Core XML / Chapter 1 / Slide 9 of 35
HTML and XML code Examples
<UL>
<LI>
<UL>
<LI>
<LI>
<LI>
<LI>
<LI>
St.
<LI>
<LI>
<LI>
</UL>
</UL>

HTML Code

TOM CRUISE

CLIENT ID : 100
COMPANY : XYZ Corp.
Email : tom@usa.net
Phone : 3336767
Street Adress: 25th
City : Toronto
State : Toronto
Zip : 20056

XML Code
<Details>
<CONTACT>
<PERSON_NAME>TOM CRUISE
</PERSON_NAME>
<ID>
100
</ID>
<Company>XYZ Corp. </Company>
<Email> tom@usa.net</Email>
<Phone> 3336767 </Phone>
<Street> 25th St.
</Street>
<City> Toronto
</City>
<State> Toronto </State>
<ZIP> 20056
</ZIP>
</CONTACT>
</Details>
Core XML / Chapter 1 / Slide 10 of 35
XML -1










XML stands for Extensible Markup Language.
It overcomes all the drawbacks of HTML.
It allows the user to define their own set of tags, and
also makes it possible for others (people or programs)
to understand it.
It is more flexible than HTML.
It inherits the features of SGML and combines it with
the features of HTML.
It is a smaller version of SGML.
Core XML / Chapter 1 / Slide 11 of 35
XML -2








XML is a metalanguage and it describes other
languages.
The data contained in an XML file can be
displayed in different ways.
It can also be offered to other applications for
further processing.
Style sheets help transform structured data into
different HTML views. This enables data to be
displayed on different browsers.
Core XML / Chapter 1 / Slide 12 of 35
XML Architecture - 1








XML supports three-tier architecture for handling
and manipulating data.
It can be generated from existing databases using a
scalable three-tier model.
XML tags represent the logical structure of data
that can be interpreted and used in various ways
by different applications.
The middle-tier is used to access multiple
databases and translate data into XML.
Core XML / Chapter 1 / Slide 13 of 35
XML Architecture -2

Core XML / Chapter 1 / Slide 14 of 35
XML – A Universal data format







HTML is a single markup language, but XML is a
family of markup languages.
Any type of data can be easily defined in XML.
XML is popular because it supports a wide range
of applications and is easy to use.
XML has a structured data format, which allows it
to store complex data

Core XML / Chapter 1 / Slide 15 of 35
Benefits of XML




The three-tier architecture has easier
scalability and better security.
The benefits of XML are classified into the
following:
Business benefits
 Technological benefits


Core XML / Chapter 1 / Slide 16 of 35
Business Benefits


Information sharing:





XML inside a single application:




Allows businesses to define data formats in XML
Provides tools to read, write and transform data
between XML and other formats
Powerful, flexible and extensible language

Content Delivery:


Supports different users and channels, like digital TV,
phone, web and multimedia kiosks
Core XML / Chapter 1 / Slide 17 of 35
Technological Benefits
Separation of data
and presentation

Semantic
information

Technological
Benefits

Extensibility

Re-use of data

Core XML / Chapter 1 / Slide 18 of 35
XML Document Structure







An XML document is composed of sets of
“entities” identified by unique names.
All documents begin with a root or document
entity.
Entities are aliases for more complex functions.
Documents are logically composed of
declarations, elements, comments, character
references, and processing instructions.
Core XML / Chapter 1 / Slide 19 of 35
Well formed and Valid Documents








An XML document is considered as well formed,
if a minimum set of requirements defined in the
XML 1.0 specification are satisfied.
The requirements ensure that correct language
terms are used in the right manner .
A valid XML document is a well-formed XML
document, which conforms to the rules of a
Document Type Definition (DTD).
DTD defines the rules that an XML markup in the
XML document must follow.
Core XML / Chapter 1 / Slide 20 of 35
Parsers - 1


Parsers help the computer interpret an XML
file.
<?xml
version=“1.0”?
>
<nxn> </nxn>

Editor with the
XML document



XML document parsed by the
parser

Parsed document
viewed in the browser

Their are two types of parsers:
Non Validating parser
Validating parser


Core XML / Chapter 1 / Slide 21 of 35
Parsers - 2
XML
file
Parsers load the XML
and other related files
to check whether the
XML document is
well formed and valid
Other related
files (like
DTD file)

Data tree

Core XML / Chapter 1 / Slide 22 of 35
Data versus Markup
Markup

<NAME>

Tom Cruise

</NAME>

Data

Core XML / Chapter 1 / Slide 23 of 35
Creating an XML Document


To create an XML document:
State an XML declaration
 Create a root element
 Create the XML code
 Verify the document


Core XML / Chapter 1 / Slide 24 of 35
Stating an XML Declaration


Syntax

<?xml version=“1.0” standalone=“no” encoding=“UTP-8”?>







„Standalone‟ and „encoding‟ attributes are
optional, only the version number is mandatory
„Standalone‟ – is the external declaration
„Encoding‟ - specifies the character encoding
used by the author
XML 1.0 version is default
Core XML / Chapter 1 / Slide 25 of 35
Creating a Root Element





There can only be one root element
It describes the function of the document
Every XML document must have a root
element

Example
<?xml version=“1.0” standalone=“no” encoding=“UTP-8”?>

<BOOK>
</BOOK>
Core XML / Chapter 1 / Slide 26 of 35
Creating the XML Code -1





It is the process of creating our own elements and
attributes as required by our application.
Elements are the basic units of XML content.
Tags tell the user agent to do something to the
content encased between the start and end tag.
Opening Tag

Parts of an
element

<TITLE>

Content

Closing Tag

Aptech Ltd

</TITLE>

Element
Core XML / Chapter 1 / Slide 27 of 35
Creating the XML Code -2


Rules govern the elements:
At least one element required
 XML tags are case sensitive
 End the tags correctly
 Nest tags Properly
 Use legal tags
 Length of markup names
 Define Valid Attributes


Core XML / Chapter 1 / Slide 28 of 35
Verify the document


The document should follow the
XML rules; otherwise it will not be
read by the browser or by any other
XML reader

Core XML / Chapter 1 / Slide 29 of 35
Comments




This is information for the understanding of
the user, and is to be ignored by the
processor.
Syntax
<!- - Write the comment here -- >

Example
<!-- don't show these
<NAME>KATE WINSLET</NAME>
<NAME>NICOLE KIDMAN</NAME>
<NAME>ARNOLD</NAME>
-->
<NAME>TOM CRUISE</NAME>

The example given will
display only the name
TOM CRUSIE, and others
are treated as comments.
Core XML / Chapter 1 / Slide 30 of 35
Processing Instruction






A processing information is a bit of information
meant for the application using the XML document.
These instructions are directly passed to the
application using the parser.
The XML declaration is also a processing agent.
<?xml:stylesheet type=“text/xsl”?>

Name of application

Instruction information
Core XML / Chapter 1 / Slide 31 of 35
Character Data





The text between the start and end tags is
defined as „character data‟.
Character data may be any legal (Unicode).
Character data is classified into:
PCDATA
 CDATA


Core XML / Chapter 1 / Slide 32 of 35
PCDATA





It stands for parsed character data.
PCDATA is text that will be parsed by a Parser.
Tags inside the text will be treated as markup and
entities will be expanded.
Entity Name
&lt;
&gt;
&amp;
&quot;
&apos;

Character
<
>
&
"
'

Predefined entities

Core XML / Chapter 1 / Slide 33 of 35
CDATA






It means character data.
It will not be parsed by the Parser.
CDATA are used to make it convenient to include
large blocks of special characters.
The character string ]]> is not allowed within a
CDATA block as it will signal the end of the
CDATA block.

Example

<SAMPLE>
<![CDATA[<DOCUMENT>
<NAME>TOM CRUISE</NAME>
<EMAIL>tom@usa.com</EMAIL>
</DOCUMENT>]]>
</SAMPLE>
Core XML / Chapter 1 / Slide 34 of 35
Entities




Entities are used to avoid typing long pieces of
text repeatedly within a document.
There are two categories of entities:


General entities
Syntax
<!ENTITY ADDRESS "text that is to be represented
by an entity">



Parameter entities
Syntax
<!ENTITY % ADDRESS "text that is to be represented by an entity">

Core XML / Chapter 1 / Slide 35 of 35
Examples of Entities
An example of Parameter entities
< CLIENT = "&APTECH;"
PRODUCT = "&PRODUCT_ID;"
QUANTITY = "15">

Entity declaration
 Syntax
%PARAMETER_ENTITY_NA
ME;
 Example
%address;

An example of a General entity
<!ENTITY full_address " My
Address 12 Tenth Ave. Suite 12
Paris, France">

Entity declaration
 Syntax
&ENTITY_NAME;
 Example
&address;

Core XML / Chapter 1 / Slide 36 of 35
The DOCTYPE declarations




The <!DOCTYPE [..]> declaration follows the
XML declaration in an XML document.
Syntax
<?xml version="1.0"?>
<!DOCTYPE myDoc [
...declare the entities here....
<myDoc>
...body of the document....
</myDoc>
Example
<!DOCTYPE CUSTOMERS [
<!ENTITY firstFloor "15 Downing St Floor 1">
<!ENTITY secondFloor "15 Downing St Floor 2">
<!ENTITY thirdFloor "15 Downing St Floor 3">
]>
Core XML / Chapter 1 / Slide 37 of 35
Attributes






An attribute gives information about an
element.
Attributes are embedded in the element start
tag.
An attribute consists of an attribute name
and attribute value.

Example
<TV count="8">SONY</TV>
<LAPTOP count="10">IBM</LAPTOP>
Core XML / Chapter 1 / Slide 38 of 35
Summary-1







A markup language defines a set of rules that adds
meaning to the content and structure of documents
XML is extensible, which means that we can define our
own set of tags, and make it possible for other parties
(people or programs) to know and understand these
tags. This makes XML much more flexible than HTML
XML inherits features from SGML and includes the
features of HTML. XML can be generated from
existing databases using a scalable three-tier model.
XML-based data does not contain information about
how data should be displayed
An XML document is composed of a set of “entities”
identified by unique names
Core XML / Chapter 1 / Slide 39 of 35
Summary-2







A well-formed document is one that conforms to the
basic rules of XML; a valid document is a well-formed
document that conforms to the rules of a DTD
(Document Type Definition)
The parser helps the computer to interpret an XML file
Steps involved in the building of an XML document
are:
 Stating an XML declaration
 Creating a root element
 Creating the XML code
 Verifying the document
Character data is classified into PCDATA and CDATA
Core XML / Chapter 1 / Slide 40 of 35
Summary-3





Entities are used to avoid typing long pieces of text
repeatedly in a document. The two types of entities
are:
 General entities
 Parameter entities
The <!DOCTYPE […]> declaration follows the
XML declaration in an XML document.
An attribute gives information about an element

Core XML / Chapter 1 / Slide 41 of 35

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Xml theory 2005_[ngohaianh.info]_1_introduction-to-xml

  • 2. Chapter Objectives -1      Discuss markup language List and explain drawbacks of HTML Discuss the architecture of XML documents List the benefits of XML Discuss Parser Core XML / Chapter 1 / Slide 2 of 35
  • 3. Chapter Objectives -2  Build a complete XML Document: Character Data  Comments  Processing Instructions  Entities  General Entities  Parameter Entities  The DOCTYPE Declarations  Core XML / Chapter 1 / Slide 3 of 35
  • 4. History of Markup Documents recorded using paper and pen Typesetters formatting documents Tools used by typesetters to format a document Core XML / Chapter 1 / Slide 4 of 35
  • 5. Markup Language   A Markup language defines the rules that help to add meaning to the content and structure of documents. They are classified as:    Stylistic Markup – It determines the presentation of the document Structure Markup – It defines the structure of the document Semantic Markup – It determines the content of the document Core XML / Chapter 1 / Slide 5 of 35
  • 6. SGML    Generalized Markup Language (GML) is the system of formatting documents. GML was fine-tuned and came to be known as Standard Generalized Markup Language (SGML). SGML is the source of origin of all markup languages Core XML / Chapter 1 / Slide 6 of 35
  • 7. Features of SGML    It describes markup language, which allows authors to create their own tags that relate to their content. It needs a separate file that will contain all the rules for the language, for its interpretation A SGML application is markup language derived from SGML. Core XML / Chapter 1 / Slide 7 of 35
  • 8. HTML    HTML is the most famous markup language derived from SGML. It was created to mark up technical papers so that they could be transferred across different platforms for the scientific community. It is now also used by those non-scientific users who are concerned about their document‟s presentation. Core XML / Chapter 1 / Slide 8 of 35
  • 9. Drawbacks of HTML         Fixed tag set Presentation technology does not relate to the contents It is flat Clogging HTML is not international Data interchange is impossible Does not have a robust linking mechanism HTML is not reusable Core XML / Chapter 1 / Slide 9 of 35
  • 10. HTML and XML code Examples <UL> <LI> <UL> <LI> <LI> <LI> <LI> <LI> St. <LI> <LI> <LI> </UL> </UL> HTML Code TOM CRUISE CLIENT ID : 100 COMPANY : XYZ Corp. Email : [email protected] Phone : 3336767 Street Adress: 25th City : Toronto State : Toronto Zip : 20056 XML Code <Details> <CONTACT> <PERSON_NAME>TOM CRUISE </PERSON_NAME> <ID> 100 </ID> <Company>XYZ Corp. </Company> <Email> [email protected]</Email> <Phone> 3336767 </Phone> <Street> 25th St. </Street> <City> Toronto </City> <State> Toronto </State> <ZIP> 20056 </ZIP> </CONTACT> </Details> Core XML / Chapter 1 / Slide 10 of 35
  • 11. XML -1       XML stands for Extensible Markup Language. It overcomes all the drawbacks of HTML. It allows the user to define their own set of tags, and also makes it possible for others (people or programs) to understand it. It is more flexible than HTML. It inherits the features of SGML and combines it with the features of HTML. It is a smaller version of SGML. Core XML / Chapter 1 / Slide 11 of 35
  • 12. XML -2     XML is a metalanguage and it describes other languages. The data contained in an XML file can be displayed in different ways. It can also be offered to other applications for further processing. Style sheets help transform structured data into different HTML views. This enables data to be displayed on different browsers. Core XML / Chapter 1 / Slide 12 of 35
  • 13. XML Architecture - 1     XML supports three-tier architecture for handling and manipulating data. It can be generated from existing databases using a scalable three-tier model. XML tags represent the logical structure of data that can be interpreted and used in various ways by different applications. The middle-tier is used to access multiple databases and translate data into XML. Core XML / Chapter 1 / Slide 13 of 35
  • 14. XML Architecture -2 Core XML / Chapter 1 / Slide 14 of 35
  • 15. XML – A Universal data format     HTML is a single markup language, but XML is a family of markup languages. Any type of data can be easily defined in XML. XML is popular because it supports a wide range of applications and is easy to use. XML has a structured data format, which allows it to store complex data Core XML / Chapter 1 / Slide 15 of 35
  • 16. Benefits of XML   The three-tier architecture has easier scalability and better security. The benefits of XML are classified into the following: Business benefits  Technological benefits  Core XML / Chapter 1 / Slide 16 of 35
  • 17. Business Benefits  Information sharing:    XML inside a single application:   Allows businesses to define data formats in XML Provides tools to read, write and transform data between XML and other formats Powerful, flexible and extensible language Content Delivery:  Supports different users and channels, like digital TV, phone, web and multimedia kiosks Core XML / Chapter 1 / Slide 17 of 35
  • 18. Technological Benefits Separation of data and presentation Semantic information Technological Benefits Extensibility Re-use of data Core XML / Chapter 1 / Slide 18 of 35
  • 19. XML Document Structure     An XML document is composed of sets of “entities” identified by unique names. All documents begin with a root or document entity. Entities are aliases for more complex functions. Documents are logically composed of declarations, elements, comments, character references, and processing instructions. Core XML / Chapter 1 / Slide 19 of 35
  • 20. Well formed and Valid Documents     An XML document is considered as well formed, if a minimum set of requirements defined in the XML 1.0 specification are satisfied. The requirements ensure that correct language terms are used in the right manner . A valid XML document is a well-formed XML document, which conforms to the rules of a Document Type Definition (DTD). DTD defines the rules that an XML markup in the XML document must follow. Core XML / Chapter 1 / Slide 20 of 35
  • 21. Parsers - 1  Parsers help the computer interpret an XML file. <?xml version=“1.0”? > <nxn> </nxn> Editor with the XML document  XML document parsed by the parser Parsed document viewed in the browser Their are two types of parsers: Non Validating parser Validating parser  Core XML / Chapter 1 / Slide 21 of 35
  • 22. Parsers - 2 XML file Parsers load the XML and other related files to check whether the XML document is well formed and valid Other related files (like DTD file) Data tree Core XML / Chapter 1 / Slide 22 of 35
  • 23. Data versus Markup Markup <NAME> Tom Cruise </NAME> Data Core XML / Chapter 1 / Slide 23 of 35
  • 24. Creating an XML Document  To create an XML document: State an XML declaration  Create a root element  Create the XML code  Verify the document  Core XML / Chapter 1 / Slide 24 of 35
  • 25. Stating an XML Declaration  Syntax <?xml version=“1.0” standalone=“no” encoding=“UTP-8”?>     „Standalone‟ and „encoding‟ attributes are optional, only the version number is mandatory „Standalone‟ – is the external declaration „Encoding‟ - specifies the character encoding used by the author XML 1.0 version is default Core XML / Chapter 1 / Slide 25 of 35
  • 26. Creating a Root Element    There can only be one root element It describes the function of the document Every XML document must have a root element Example <?xml version=“1.0” standalone=“no” encoding=“UTP-8”?> <BOOK> </BOOK> Core XML / Chapter 1 / Slide 26 of 35
  • 27. Creating the XML Code -1    It is the process of creating our own elements and attributes as required by our application. Elements are the basic units of XML content. Tags tell the user agent to do something to the content encased between the start and end tag. Opening Tag Parts of an element <TITLE> Content Closing Tag Aptech Ltd </TITLE> Element Core XML / Chapter 1 / Slide 27 of 35
  • 28. Creating the XML Code -2  Rules govern the elements: At least one element required  XML tags are case sensitive  End the tags correctly  Nest tags Properly  Use legal tags  Length of markup names  Define Valid Attributes  Core XML / Chapter 1 / Slide 28 of 35
  • 29. Verify the document  The document should follow the XML rules; otherwise it will not be read by the browser or by any other XML reader Core XML / Chapter 1 / Slide 29 of 35
  • 30. Comments   This is information for the understanding of the user, and is to be ignored by the processor. Syntax <!- - Write the comment here -- > Example <!-- don't show these <NAME>KATE WINSLET</NAME> <NAME>NICOLE KIDMAN</NAME> <NAME>ARNOLD</NAME> --> <NAME>TOM CRUISE</NAME> The example given will display only the name TOM CRUSIE, and others are treated as comments. Core XML / Chapter 1 / Slide 30 of 35
  • 31. Processing Instruction    A processing information is a bit of information meant for the application using the XML document. These instructions are directly passed to the application using the parser. The XML declaration is also a processing agent. <?xml:stylesheet type=“text/xsl”?> Name of application Instruction information Core XML / Chapter 1 / Slide 31 of 35
  • 32. Character Data    The text between the start and end tags is defined as „character data‟. Character data may be any legal (Unicode). Character data is classified into: PCDATA  CDATA  Core XML / Chapter 1 / Slide 32 of 35
  • 33. PCDATA    It stands for parsed character data. PCDATA is text that will be parsed by a Parser. Tags inside the text will be treated as markup and entities will be expanded. Entity Name &lt; &gt; &amp; &quot; &apos; Character < > & " ' Predefined entities Core XML / Chapter 1 / Slide 33 of 35
  • 34. CDATA     It means character data. It will not be parsed by the Parser. CDATA are used to make it convenient to include large blocks of special characters. The character string ]]> is not allowed within a CDATA block as it will signal the end of the CDATA block. Example <SAMPLE> <![CDATA[<DOCUMENT> <NAME>TOM CRUISE</NAME> <EMAIL>[email protected]</EMAIL> </DOCUMENT>]]> </SAMPLE> Core XML / Chapter 1 / Slide 34 of 35
  • 35. Entities   Entities are used to avoid typing long pieces of text repeatedly within a document. There are two categories of entities:  General entities Syntax <!ENTITY ADDRESS "text that is to be represented by an entity">  Parameter entities Syntax <!ENTITY % ADDRESS "text that is to be represented by an entity"> Core XML / Chapter 1 / Slide 35 of 35
  • 36. Examples of Entities An example of Parameter entities < CLIENT = "&APTECH;" PRODUCT = "&PRODUCT_ID;" QUANTITY = "15">  Entity declaration  Syntax %PARAMETER_ENTITY_NA ME;  Example %address; An example of a General entity <!ENTITY full_address " My Address 12 Tenth Ave. Suite 12 Paris, France">  Entity declaration  Syntax &ENTITY_NAME;  Example &address; Core XML / Chapter 1 / Slide 36 of 35
  • 37. The DOCTYPE declarations   The <!DOCTYPE [..]> declaration follows the XML declaration in an XML document. Syntax <?xml version="1.0"?> <!DOCTYPE myDoc [ ...declare the entities here.... <myDoc> ...body of the document.... </myDoc> Example <!DOCTYPE CUSTOMERS [ <!ENTITY firstFloor "15 Downing St Floor 1"> <!ENTITY secondFloor "15 Downing St Floor 2"> <!ENTITY thirdFloor "15 Downing St Floor 3"> ]> Core XML / Chapter 1 / Slide 37 of 35
  • 38. Attributes    An attribute gives information about an element. Attributes are embedded in the element start tag. An attribute consists of an attribute name and attribute value. Example <TV count="8">SONY</TV> <LAPTOP count="10">IBM</LAPTOP> Core XML / Chapter 1 / Slide 38 of 35
  • 39. Summary-1     A markup language defines a set of rules that adds meaning to the content and structure of documents XML is extensible, which means that we can define our own set of tags, and make it possible for other parties (people or programs) to know and understand these tags. This makes XML much more flexible than HTML XML inherits features from SGML and includes the features of HTML. XML can be generated from existing databases using a scalable three-tier model. XML-based data does not contain information about how data should be displayed An XML document is composed of a set of “entities” identified by unique names Core XML / Chapter 1 / Slide 39 of 35
  • 40. Summary-2     A well-formed document is one that conforms to the basic rules of XML; a valid document is a well-formed document that conforms to the rules of a DTD (Document Type Definition) The parser helps the computer to interpret an XML file Steps involved in the building of an XML document are:  Stating an XML declaration  Creating a root element  Creating the XML code  Verifying the document Character data is classified into PCDATA and CDATA Core XML / Chapter 1 / Slide 40 of 35
  • 41. Summary-3    Entities are used to avoid typing long pieces of text repeatedly in a document. The two types of entities are:  General entities  Parameter entities The <!DOCTYPE […]> declaration follows the XML declaration in an XML document. An attribute gives information about an element Core XML / Chapter 1 / Slide 41 of 35