SEMISTRUCTURED DATA AND XML HOW THE WEB IS TODAY HTML documents often generated by applications consumed by humans only easy access: across platforms, across organizations only layout, no semantic information No application interoperability: HTML not understood by applications screen scraping brittle Database technology: client-server still vendor specific 2 XML DATA EXCHANGE FORMAT A standard from the W3C (World Wide Web Consortium, http://www.w3.org). The mission of the W3C „. . . developing common protocols that promote its evolution and ensure its interoperability. . .“. Basic ideas XML = data XML generated by applications XML consumed by applications Easy access: across platforms, organizations. 3 PARADIGM SHIFT ON THE WEB For web search engines: From documents (HTML) to data (XML) From document management to document understanding (e.g., question answering) From information retrieval to data management For database systems: From relational (structured) model to semistructured data From data processing to data /query translation From storage to transport 4 THE SEMISTRUCTURED DATA MODEL Bib Object Exchange Model (OEM) &o1 complex object paper paper book references &o12 &o24 references author title year &o29 references author http page author title publisher title author author author &o43 &25 &96 1997 last firstname firstname lastname &243 “Serge” “Abiteboul” “Victor” lastname first &206 “Vianu” 122 133 atomic object 5 THE SEMISTRUCTURED DATA MODEL Data is self-describing, i.e. the data description is integrated with the data itself rather than in a separate schema. Database is a collection of nodes and arcs (directed graph). Leaf nodes represent data of some atomic type (atomic objects, such as numbers or strings). Interior nodes represent complex objects consisting of components (child nodes), connected by arcs to this node. Arcs are directed and connect two nodes. 6 THE SEMISTRUCTURED DATA MODEL Arc labels indicates the relationship between the two corresponding nodes. The root node is the only interior node without inarcs, representing the entire database. All database objects are children of the root node. Every node must be reachable from the root. A general graph structure is possible, i.e. the graph need not be a tree structure. 7 SYNTAX FOR SEMISTRUCTURED DATA Bib: &o1 { paper: &o12 { … }, book: &o24 { … }, paper: &o29 { author: &o52 “Abiteboul”, author: &o96 { firstname: &243 “Victor”, lastname: &o206 “Vianu”}, title: &o93 “Regular path queries with constraints”, references: &o12, references: &o24, pages: &o25 { first: &o64 122, last: &o92 133} } } Observe: Nested tuples, set-values, oids! 8 SYNTAX FOR SEMISTRUCTURED DATA May omit oids: { paper: { author: “Abiteboul”, author: { firstname: “Victor”, lastname: “Vianu”}, title: “Regular path queries …”, page: { first: 122, last: 133 } } } 9 VS. RELATIONAL MODEL Missing attributes Additional attributes Multiple attribute values (set-valued attributes) Objects as attribute values No global schema only the first characteristics supported by relational model, all others are not 10 VS. RELATIONAL MODEL Semistructured data Self-describing, Irregular data, No a-priori structure. Relational DB Separate schema, Regular data, A-priori structure. 11 XML IMPORTANT XML STANDARDS XSL/XSLT: presentation and transformation standards RDF: resource description framework (meta-info such as ratings, categorizations, etc.) Xpath/Xpointer/Xlink: standard for linking to documents and elements within Namespaces: for resolving name clashes DOM: Document Object Model for manipulating XML documents SAX: Simple API for XML parsing XQuery: query language 13 XML A W3C standard to complement HTML Origins: Structured text SGML Large-scale electronic publishing Data exchange on the web Motivation: HTML describes presentation XML describes content http://www.w3.org/TR/2000/REC-xml-20001006 (version 2, 10/2000) HTML4.0 XML SGML 14 FROM HTML TO XML HTML describes the presentation 15 HTML <h1> Bibliography </h1> <p> <i> Foundations of Databases </i> Abiteboul, Hull, Vianu <br> Addison Wesley, 1995 <p> <i> Data on the Web </i> Abiteboul, Buneman, Suciu <br> Morgan Kaufmann, 1999 HTML describes the presentation 16 XML <bibliography> <book> <title> Foundations… </title> <author> Abiteboul </author> <author> Hull </author> <author> Vianu </author> <publisher> Addison Wesley </publisher> <year> 1995 </year> </book> … </bibliography> XML describes the content 17 WHY ARE WE DB’ERS INTERESTED? It’s data. That’s us. Database issues: How are we going to model XML? (graphs). How are we going to query XML? (XQuery) How are we going to store XML (in a relational database? object-oriented? native?) How are we going to process XML efficiently? (many interesting research questions!) 18 ELEMENTS Tags book, title, author, … start tag: <book>, end tag: </book> defined by user / programmer (different from HTML!) Elements <book>…<book>,<author>…</author> An element consists of a matching start and end tag and the enclosed content. Elements can be nested, i.e. content of one element can consist of sequence of other elements. 19 ATTRIBUTES Attributes can be associated with any element. Provide additional information about elements. Attributes can have only one value. Example <book price = “55” currency = “USD”> <title> Foundations of Databases </title> <author> Abiteboul </author> … <year> 1995 </year> </book> Attributes can also be used to connect elements. 20 NON-TREE-LIKE XML So far: only tree-like XML documents, i.e. each element is nested within at most one other element. Attributes can also be used to create non-tree XML documents. Attributes with a domain of ID serve as primary keys of elements. Attributes with a domain of IDREF serve as foreign keys referencing the ID of another element. 21 NON-TREE-LIKE XML Example of a non-tree structure <persons> <person personid=“o555”> <name> Jane </name> </person> <person personid=“o456”> <name> Mary </name> <children refs=“o123 o555”</children > </person> <person personid=“o123” mother=“o456”> <name>John</name> </person> </persons> 22 NAMESPACES An XML document can involve tags that come for multiple sources. One and the same tag can appear in more than one source. <table> <tr> <td>Apples</td> <td>Bananas</td> </tr> </table> <table> <name>African Coffee Table</name> <width>80</width> <length>120</length> </table> 23 NAMESPACES Name conflicts can be resolved by prefixing tag names according to their source. <h:table> <h:tr> <h:td>Apples</h:td> <h:td>Bananas</h:td> </h:tr> </h:table> <f:table> <f:name>African Coffee Table</f:name> <f:width>80</f:width> <f:length>120</f:length> </f:table> When using prefixes in XML, a namespace for the prefix must be defined. The namespace must be referenced (via an URI) in the start tag of an enclosing element . 24 WELL-FORMED XML A well-formed XML document satisfies the following conditions: Begins with a declaration that it is XML. Has a single root element that encloses the whole document. Consists of properly nested elements, i.e. start and end tag of an element are within the same enclosing element. standalone =“yes” states that document has no DTD. In this mode, you can invent your own tags, like in semistructured data model. 25 WELL-FORMED XML <?XML version=“1.0” standalone =“yes” ?> <bibliography> <book> <title> Foundations… </title> <author> Abiteboul </author> <author> Hull </author> <author> Vianu </author> <publisher> Addison Wesley </publisher> <year> 1995 </year> </book> <book> <title> … </title> ... </book> … </bibliography> 26 WELL-FORMED XML HTML browsers will display documents with errors (like missing end tags). The W3C XML specification states that a program should stop processing an XML document if it finds an error. The main reason is that XML is being consumed by programs rather than by humans (as HTML). W3C provides a validator that checks whether an XML document is well-formed. 27 VALID XML The validator can also check whether an XML document is valid, i.e. conforms to a Document Type Definition (DTD). A DTD specifies the allowable tags and how they can be nested. XML with a DTD is no longer semistructured (self-describing). However, a DTD is less rigid than the schema of a relational DB. E.g., a DTD allows missing and multiple attributes / elements. 28 DTD DOCUMENT TYPE DEFINITIONS Document Type Definition (DTD): set of rules (grammar) specifying elements, attributes and all other aspects of XML documents. For each element, specify name and content type. Content type can, e.g., be #PCDATA (character string), other elements, regular expression made of the above content types * = zero or more occurrences ? = zero or one occurrence + = one or more occurrences , = sequence of elements. 30 DOCUMENT TYPE DESCRIPTORS Sort of like a schema but not really. <!ELEMENT Book (title, author*) > <!ELEMENT title #PCDATA> <!ELEMENT author (name, address,age?)> <!ATTLIST Book id ID #REQUIRED> <!ATTLIST Book pub IDREF #IMPLIED> Inherited from SGML DTD standard BNF grammar establishing constraints on element structure and content Definitions of entities 31 EXAMPLE DTD: PRODUCT CATALOG <!DOCTYPE CATALOG [ <!ELEMENT CATALOG (PRODUCT+)> <!ELEMENT PRODUCT (SPECIFICATIONS+,OPTIONS?,PRICE+,NOTES?)> <!ATTLIST PRODUCT NAME CDATA #IMPLIED CATEGORY (HandTool|Table|Shop-Professional) "HandTool" PARTNUM CDATA #IMPLIED PLANT (Pittsburgh|Milwaukee|Chicago) "Chicago" INVENTORY (InStock|Backordered|Discontinued) "InStock"> <!ELEMENT SPECIFICATIONS (#PCDATA)> <!ATTLIST SPECIFICATIONS WEIGHT CDATA #IMPLIED POWER CDATA #IMPLIED> <!ELEMENT OPTIONS (#PCDATA)> <!ATTLIST OPTIONS FINISH (Metal|Polished|Matte) "Matte" ADAPTER (Included|Optional|NotApplicable) "Included" CASE (HardShell|Soft|NotApplicable) "HardShell"> <!ELEMENT PRICE (#PCDATA)> <!ATTLIST PRICE MSRP CDATA #IMPLIED WHOLESALE CDATA #IMPLIED STREET CDATA #IMPLIED SHIPPING CDATA #IMPLIED> <!ELEMENT NOTES (#PCDATA)> ]> 32 SHORTCOMINGS OF DTDS Useful for documents, but not so good for data: Element name and type are associated globally No support for structural re-use No support for data types Object-oriented-like structures aren’t supported Can’t do data validation Can have a single key item (ID), but: No support for multi-attribute keys No support for foreign keys (references to other keys) No constraints on IDREFs (reference only a Section) 33 XML SCHEMA XML SCHEMA The successor of DTDs to specify a schema for XML documents. A W3C standard. Includes and extends functionality of DTDs. In particular, XML Schemas support data types. This makes it easier to validate the correctness of data and to work with data from a database. XML Schemas are written in XML. You don't have to learn a new language and can use your XML parser to parse your Schema files. 35 EXAMPLE XML SCHEMA <schema version=“1.0” xmlns=“http://www.w3.org/1999/XMLSchema”> <element name=“author” type=“string” /> <element name=“date” type = “date” /> <element name=“abstract”> <type> … </type> </element> <element name=“paper”> <type> <attribute name=“keywords” type=“string”/> <element ref=“author” minOccurs=“0” maxOccurs=“*” /> <element ref=“date” /> <element ref=“abstract” minOccurs=“0” maxOccurs=“1” /> <element ref=“body” /> </type> </element> </schema> 36 SIMPLE ELEMENTS Simple elements contain only text. They can have one of the built-in datatypes: xs:string, xs:decimal, xs:integer, xs:boolean xs:date, xs:time. Example <xs:element name="lastname“ type="xs:string"/> <xs:element name="age" type="xs:integer"/> <xs:element name="dateborn" type="xs:date"/> 37 SIMPLE ELEMENTS Restrictions allow you to further constrain the content of simple elements. <xs:element name="age"> <xs:simpleType> <xs:restriction base="xs:integer"> <xs:minInclusive value="0"/> <xs:maxInclusive value="120"/> </xs:restriction> </xs:simpleType> </xs:element> 38 ATTRIBUTES Attributes can be specified using the attribute element: <xs:attribute name="xxx" type="yyy"/> Attribute elements are nested within the element of the element with which they are associated. By default, attributes are optional. To make an attribute mandatory, use <xs:attribute name="lang“ type="xs:string“use="required"/> Attributes can have the same built-in datatypes as simple elements. 39 COMPLEX ELEMENTS Complex elements can contain other elements and can have attributes. Nested elements need to occur in the order specified. The number of repetitions of elements are controlled by the attributes minOccurs and maxOccurs. The default is one repetition. A complex element with an attribute: <xs:element name="product"> <xs:complexType> <xs:attribute name="prodid" type="xs:positiveInteger"/> </xs:complexType> </xs:element> 40 COMPLEX ELEMENTS A complex element containing a sequence of nested (simple) elements: <xs:element name="employee"> <xs:complexType> <xs:sequence> <xs:element name="firstname" type="xs:string"/> <xs:element name="lastname" type="xs:string"/> </xs:sequence> </xs:complexType> </xs:element> 41 COMPLEX ELEMENTS If you name the complex element, other elements can reference and include it: <xs:complexType name="persontype"> <xs:sequence> <xs:element name="firstname" type="xs:string"/> <xs:element name="lastname" type="xs:string"/> </xs:sequence> </xs:complexType> <xs:element name="person" type="persontype"/> 42 EXAMPLE XML SCHEMA <schema version=“1.0” xmlns=“http://www.w3.org/1999/XMLSchema”> <element name=“author” type=“string” /> <element name=“date” type = “date” /> <element name=“abstract”> <type> … </type> </element> <element name=“paper”> <type> <attribute name=“keywords” type=“string”/> <element ref=“author” minOccurs=“0” maxOccurs=“*” /> <element ref=“date” /> <element ref=“abstract” minOccurs=“0” maxOccurs=“1” /> <element ref=“body” /> </type> </element> </schema> 43 XML VS. SEMISTRUCTURED DATA Both described best by a graph. Both are schema-less, self-describing (XML without DTD / XML schema). XML is ordered, semistructured data is not. XML can mix text and elements: <talk> Making Java easier to type and easier to type <speaker> Phil Wadler </speaker> </talk> XML has lots of other stuff: attributes, entities, processing instructions, comments. 44 XML-PATH = XPATH QUERY LANGUAGES FOR XML XPath is a simple query language based on describing similar paths in XML documents. XQuery extends XPath in a style similar to SQL, introducing iterations, subqueries, etc. XPath and XQuery expressions are applied to an XML document and return a sequence of qualifying items. Items can be primitive values or nodes (elements, attributes, documents). The items returned do not need to be of the same type. 46 XPATH A path expression returns the sequence of all qualifying items that are reachable from the input item following the specified path. A path expression is a sequence consisting of tags or attributes and special characters such as slashes (“/”). Absolute path expressions are applied to some XML document and returns all elements that are reachable from the document’s root element following the specified path. Relative path expressions are applied to an arbitrary node. 47 XPATH <?XML version=“1.0” standalone =“yes” ?> <bibliography> <book bookID = “b100“> <title> Foundations… </title> <author> Abiteboul </author> <author> Hull </author> <author> Vianu </author> <publisher> Addison Wesley </publisher> <year> 1995 </year> </book> … </bibliography> Applied to the above document, the XPath expression /bibliography/book/author returns the sequence <author> Abiteboul </author> <author> Hull </author> <author> Vianu </author> . . . 48 ATTRIBUTES If we do not want to return the qualifying elements, but the value one of their attributes, we end the path expression with @attribute. <?XML version=“1.0” standalone =“yes” ?> <bibliography> <book bookID = “b100“> <title> Foundations… </title> <author> Abiteboul </author> <author> Hull </author> <author> Vianu </author> <publisher> Addison Wesley </publisher> <year> 1995 </year> </book> the XPath expression /bibliography/book/@bookID returns the sequence “b100“ . . . 49 WILDCARDS We can use wildcards instead of actual tags and attributes: * means any tag, and @* means any attribute. Examples /bibliography/*/author returns the sequence <author> Abiteboul </author> <author> Hull </author>. /bibliography//author/@* returns the sequence “IBM“ “a739“. 50 PATH EXPRESSIONS Examples: Bib.paper Bib.book.publisher Bib.paper.author.lastname Given an OEM instance, the value of a path expression p is a set of objects 51 PATH EXPRESSIONS Examples: Bib &o1 DB = paper paper book references &o12 &o24 &o29 references author &o43 title year &o44 author http references author title publisher author author &o45 &o46 page title author &o52 &25 &96 1997 firstname lastname &o70 “Serge” &o47 &o48 &o49 &o50 &o51 firstname &o71 “Abiteboul” Bib.paper={&o12,&o29} Bib.book.publisher={&o51} Bib.paper.author.lastname={&o71,&206} &243 “Victor” last lastname first &206 “Vianu” 122 133 52 XML-QUERY = XQUERY XQUERY Summary: FOR-LET-WHERE-ORDERBY-RETURN = FLWOR FOR/LET Clauses List of tuples WHERE Clause List of tuples ORDERBY/RETURN Clause Instance of Xquery data model 54 XQUERY FLWOR expressions are similar to SQL select . . from . . . where . . . queries. XQuery allows zero, one or more for and let clauses. The where clause is optional. There is one optional order-by clause. Finally, there is exactly one return clause. XQuery is case-sensitive. XQuery (and XPath) is a W3C standard. 55 XQUERY CLAUSES for $x in expr Defines node variable $x. The expression expr evaluates to a sequence of items. The variable $x is assigned to each item, in turn, and the body of the for clause is executed once for each assignment. let $x := expr Defines collection variable $x. The expression expr evaluates to a sequence of items. The variable is bound to the entire sequence of items. Useful for common subexpressions and for aggregations. 56 XQUERY CLAUSES where condition The condition is a boolean expression. The clause is applied to some item. If and only if the condition evaluates to true, the following return clause is executed for that item. return expression The result of a FLWOR clause is a sequence of items. Expression defines the result format for the current (qualifying) item. The sequence of items produced by expression is appended to the sequence of items produced so far. 57 INTERPRETATION AS XQUERY XQuery expressions can be used wherever an XML expression of any kind is permitted. Any text string is acceptable as content of a tag or value of an attribute. If a string contains an XQuery expression that should be evaluated, this substring must be surrounded by curly brackets {}. Example for $b in doc("bib.xml")/bibliography/book return <result id = {$b/@bookID}>{$b/title}</result> 58 FOR V.S. LET Find all books FOR $x IN document("bib.xml")/bib/book RETURN <result> $x </result> Returns: <result> <book>...</book></result> <result> <book>...</book></result> <result> <book>...</book></result> ... Returns: <result> <book>...</book> LET $x IN document("bib.xml")/bib/book <book>...</book> <book>...</book> RETURN <result> $x </result> ... </result> 59 XQUERY Find all book titles published after 1995: FOR $x IN document("bib.xml")/bib/book WHERE $x/year > 1995 RETURN $x/title Result: <title> abc </title> <title> def </title> <title> ghi </title> 60 ORDERING THE QUERY RESULT The order-by clause allows you to order the results of an XQuery expression. order-by list of expressions The sort order is based on the value of the first expression. Ties are broken based on the value of the second (if necessary third etc.) expression. By default, the order is ascending. A descending sort order can be specified using descending. 61 ELIMINATION OF DUPLICATES The built-in function distinct-values eliminates duplicates from a sequence of result items. In principle, it applies only to primitive (atomic) types. It can also be applied to elements, but then it will remove their tags, replacing them by quotes “”. Example If return $b/title produces <title> aaa </title> <title> bbb </title> <title> aaa </title> then distinct-values (return $b/title) produces “aaa” “bbb”. 62 XQUERY For each author of a book by Morgan Kaufmann, list all books she published: FOR $a IN distinct(document("bib.xml") /bib/book[publisher=“Morgan Kaufmann”]/author) RETURN <result> $a, FOR $t IN /bib/book[author=$a]/title RETURN $t </result> Result: <result> <author>Jones</author> <title> abc </title> <title> def </title> </result> <result> distinct = a function that eliminates duplicates <author> Smith </author> <title> ghi </title> </result> 63 JOINS We can join two or more documents, by using one variable for each of the documents . We let a variable range over the elements of the corresponding document, within a for-clause. Need to be careful when comparing elements for equality, since their equality is by element identity, not by element content. Typically, we want to compare the element content. The built-in function data(E) returns the content of an element E. 64 XQUERY Find books whose price is larger than average: LET $a=avg(document("bib.xml")/bib/book/price) FOR $b in document("bib.xml")/bib/book WHERE $b/price > $a RETURN $b 65 SORTING IN XQUERY <publisher_list> FOR $p IN distinct(document("bib.xml")//publisher) ORDERBY $p RETURN <publisher> <name> $p/text() </name> , FOR $b IN document("bib.xml")//book[publisher = $p] ORDERBY $b/price DESCENDING RETURN <book> $b/title , $b/price </book> </publisher> </publisher_list> 66 IF-THEN-ELSE FOR $h IN //holding ORDERBY $h/title RETURN <holding> $h/title, IF $h/@type = "Journal" THEN $h/editor ELSE $h/author </holding> 67 EXISTENTIAL QUANTIFIERS FOR $b IN //book WHERE SOME $p IN $b//para SATISFIES contains($p, "sailing") AND contains($p, "windsurfing") RETURN $b/title 68 QUANTIFICATION XQuery supports the existential and the universal quantifier. Universal quantifier every $v in expression1 satisfies expression 2 Existential quantifier some $v in expression1 satisfies expression 2 Expression1 evaluates to a sequence of items, expression 2 is a boolean expression. 69 AGGREGATION XQuery provides built-in functions for the standard aggregations such as SUM, MIN, COUNT and AVG. They can be applied to any XQuery expression, i.e. to any sequence of items. Example avg(doc("bib.xml")/bibliography/book/price) count(doc("bib.xml")/bibliography/book/price) Computes the average book price and the number of books, resp. 70 XQUERY EXAMPLES Find books whose price is larger than the average price. let $a:=avg(doc("bib.xml")/bibliography/book/price) for $b in doc("bib.xml")/bibliography/book where $b/price > $a return $b Uses aggregate operator (avg), applied to the result of a path expression. 71 XQUERY EXAMPLES Find title of books with a paragraph containing the terms “sailing” and “windsurfing”. for $b in doc("bib.xml")//book where some $p in $b//para satisfies contains($p, "sailing") and contains($p, "windsurfing") return $b/title Uses existential quantifier (some) and string matching (contains). 72