Data Formats

Sometimes, a Format may be defined for parsing and formatting data values.

1. Any date can be parsed and/or formatted using date and time format pattern. See Date and Time Format below. Parsing and formatting can also be influenced by Locale (names of months, order of day or month information, etc.) and Time Zone.

2. Any numeric data type (decimal, integer, long, number) can be parsed and/or formatted using the numeric format pattern. See Numeric Format. Parsing and formatting can also be influenced by locale (e.g. decimal dot or decimal comma, etc.). See Locale.

3. Any boolean data type can be parsed and formatted using the boolean format pattern. See Boolean Format.

4. Any string data type can be parsed using the string format pattern. See String Format.

Note: Remember that both date and time formats and numeric formats are displayed using the system Locale value or the Locale specified in the defaultProperties file, unless another Locale is explicitly specified. For more information on how Locale may be changed in the defaultProperties see Engine Configuration.

Date and Time Format

A formatting string describes how date/time values should be read and written from/to string representation (flat files, human readable output, etc.). Formatting and parsing of dates is also affected by Locale and Time Zone.

A format can also specify an engine which Data Shaper will use by specifying a prefix (see below). There are two built-in date engines available: standard Java and third-party Joda (https://www.joda.org/joda-time).

• iso-8601:dateTime for timestamps

• iso-8601:date for simple dates without time information

• iso-8601:time for simple times without date information" }, "cols": 5, "rows": 3, "align": [ "left", "left", "left", "left", "left" ] } [/block]

  Please note that actual format strings for Java and Joda are almost 100% compatible with each other - see tables below.

Warning!

The format patterns described in this section are used both in metadata as the Format property and in CTL.

At first, we provide the list of pattern syntax, the rules and the examples of its usage for Java:

LETTER	DATE OR TIME COMPONENT	PRESENTATION	EXAMPLES
G	Era designator	Text	AD
y	Year	Year	1996; 96
Y	Week year	Year	2009; 09
M	Month in year	Month	July; Jul; VII; 07; 7
w	Week in year	Number	27
W	Week in month	Number	2
D	Day in year	Number	189
d	Day in month	Number	10
F	Day of week in month	Number	2
E	Day in week	Text	Tuesday; Tue
u	Day number of week (1 = Monday, …​, 7 = Sunday)	Number	1
a	AM/PM marker	Text	PM
H	Hour in day (0-23)	Number	0
k	Hour in day (1-24)	Number	24
K	Hour in am/pm (0-11)	Number	0
h	Hour in am/pm (1-12)	Number	12
m	Minute in hour	Number	30
s	Second in minute	Number	55
S	Millisecond	Number	970
z	Time zone	General time zone	Pacific Standard Time; PST; GMT-08:00
Z	Time zone	RFC 822 time zone	-0800
X	Time zone	ISO 8601 time zone	-08; -0800; -08:00
'	Escape for text/id	Delimiter	(none)
"	Single quote	Literal	'

The number of symbol letters you specify also determines the format. For example, if the "zz" pattern results in "PDT", then the "zzzz" pattern generates "Pacific Daylight Time". The following table summarizes these rules:

PRESENTATION	PROCESSING	NUMBER OF PATTERN LETTERS	FORM
Text	Formatting	1 - 3	Short or abbreviated form, if one exists.
Text	Formatting	>= 4	Full form
Text	Parsing	>= 1	Both forms
Year	Formatting	2	Truncated to 2 digits
Year	Formatting	1 or >= 3	Interpreted as Number.
Year	Parsing	1	Interpreted literally
Year	Parsing	2	Interpreted relative to the century within 80 years before or 20 years after the time when the SimpleDateFormat instance is created.
Year	Parsing	>= 3	Interpreted literally
Month	Both	1-2	Interpreted as a Number
Month	Parsing	>= 3	Interpreted as Text (using Roman numbers, abbreviated month name - if exists, or full month name).
Month	Formatting	3	Interpreted as Text (using Roman numbers, or abbreviated month name - if exists).
Month	Formatting	>= 4	Interpreted as Text (full month name).
Number	Formatting	Minimum number of required digits	Shorter numbers are padded with zeros
Number	Parsing	The number of pattern letters is ignored (unless needed to separate two adjacent fields).	Any form
General time zone	Both	1-3	Short or abbreviated form, if it has a name. Otherwise, GMT offset value (GMT[sign][0]0-23]:[00-59]).
General time zone	Both	>= 4	Full form, if it has a name; otherwise, GMT offset value (GMT[sign][0]0-23]:[00-59]).
General time zone	Parsing	>= 1	RFC 822 time zone form is allowed.
RFC 822 time zone	Both	>= 1	RFC 822 4-digit time zone format is used ([sign][0-23][00-59]).
RFC 822 time zone	Parsing	>= 1	General time zone form is allowed.

Examples of date format patterns and resulting dates follow:

DATE AND TIME PATTERN	RESULT
"yyyy.MM.dd G 'at' HH:mm:ss z"	2001.07.04 AD at 12:08:56 PDT
"EEE, MMM d, ''yy"	Wed, Jul 4, '01
"h:mm a"	12:08 PM
"hh 'o''clock' a, zzzz"	12 o’clock PM, Pacific Daylight Time
"K:mm a, z"	0:08 PM, PDT
"yyyyy.MMMMM.dd GGG hh:mm aaa"	02001.July.04 AD 12:08 PM
"EEE, d MMM yyyy HH:mm:ss Z"	Wed, 4 Jul 2001 12:08:56 -0700
"yyMMddHHmmssZ"	010704120856-0700
"yyyy-MM-dd’T’HH:mm:ss.SSSZ"	2001-07-04T12:08:56.235-0700

The described format patterns are used both in metadata as the Format property and in CTL.

Now the list of format pattern syntax for Joda follows:

SYMBOL	MEANING	PRESENTATION	EXAMPLES
G	Era designator	Text	AD
C	Century of era (>=0)	Number	20
Y	Year of era (>=0)	Year	1996
y	Year	Year	1996
x	Week of weekyear	Year	1996
M	Month of year	Month	July; Jul; 07
w	Week of year	Number	27
D	Day of year	Number	189
d	Day of month	Number	10
e	Day of week	Number	2
E	Day of week	Text	Tuesday; Tue
a	Halfday of day	Text	PM
H	Hour of day (0-23)	Number	0
k	Clockhour of day (1-24)	Number	24
K	Hour of halfday (0-11)	Number	0
h	Clockhour of halfday (1-12)	Number	12
m	Minute of hour	Number	30
s	Second of minute	Number	55
S	Fraction of second	Number	970
z	Time zone	Text	Pacific Standard Time; PST
Z	Time zone offset/id	Zone	-0800; -08:00; America/Los_Angeles
'	Escape for text/id	Delimiter	(none)
''	Single quote	Literal	'

The number of symbol letters you specify also determines the format. The following table summarizes these rules:

PRESENTATION	PROCESSING	NUMBER OF PATTERN LETTERS	FORM
Text	Formatting	1 - 3	Short or abbreviated form, if one exists.
Text	Formatting	>= 4	Full form
Text	Parsing	>= 1	Both forms
Year	Formatting	2	Truncated to 2 digits
Year	Formatting	1 or >= 3	Interpreted as Number
Year	Parsing	>= 1	Interpreted literally
Month	Both	1-2	Interpreted as Number
Month	Parsing	>= 3	Interpreted as Text (using Roman numbers, abbreviated month name - if exists, or full month name).
Month	Formatting	3	Interpreted as Text (using Roman numbers, or abbreviated month name - if exists).
Month	Formatting	>= 4	Interpreted as Text (full month name)
Number	Formatting	The minimum number of required digits.	Shorter numbers are padded with zeros.
Number	Parsing	>= 1	Any form
Zone name	Formatting	1-3	Short or abbreviated form
Zone name	Formatting	>= 4	Full form
Time zone offset/id	Formatting	1	Offset without a colon between hours and minutes.
Time zone offset/id	Formatting	2	Offset with a colon between hours and minutes.
Time zone offset/id	Formatting	>= 3	Full textual form like this: "Continent/City".
Time zone offset/id	Parsing	1	Offset without a colon between hours and minutes.
Time zone offset/id	Parsing	2	Offset with a colon between hours and minutes.

Note:

Remember that parsing with any number of "z" letters, as well as parsing with the number of "Z" letters greater than or equal to 3 is not allowed.

See information about data types in metadata and CTL (CTL2):

• Data Types in Metadata
• Data Types in CTL2

They are also used in CTL functions. See:

• Conversion Functions
• Date Functions
• String Functions

Numeric Format

When a text is parsed as any numeric data type or any numeric data type should be formatted to a text, format pattern can be specified. If no format pattern is specified, empty pattern is used and numbers still get parsed and formatted to text.

There are differences in text parsing and number formatting between cases with an empty pattern and specified pattern.

1. No pattern and default locale

   • Used when a pattern is empty and no locale is set.

   • Javolution TypeFormat is used for parsing

   • Formatting uses Java’s toString() function (e.g. Integer.toString())

   • Parsing uses Javolution library. It is typically faster than standard Java library but more strict: parsing "10,00" as number fails, parsing "10.00" as integer fails. The expected format for number type is {'.'}{'E|e'}.

2. A pattern or locale is set (the format from the documentation is used)

   • DecimalFormat for formatting and parsing.

   • Parsing depends on pattern, but e.g. 10,00 is parsed as 1000 (with empty pattern and US locale) and 10.00 will be parsed as valid integer (with value 10).

Parsing and formatting are locale sensitive.

In Data Shaper, Java decimal format is used.

SYMBOL	LOCATION	LOCALIZED?	MEANING
#	Number	Yes	Digit, zero shows as absent
0	Number	Yes	Digit
.	Number	Yes	Decimal separator or monetary decimal separator
-	Number	Yes	Minus sign
,	Number	Yes	Grouping separator
E	Number	Yes	Separates mantissa and exponent in scientific notation. Need not be quoted in prefix or suffix.
;	Subpattern boundary	Yes	Separates positive and negative subpatterns
%	Prefix or suffix	Yes	Multiply by 100 and show as percentage
‰ (\u2030)	Prefix or suffix	Yes	Multiply by 1000 and show as per mille value
¤ (\u00A4)	Prefix or suffix	No	Currency sign, replaced by currency symbol. If doubled, replaced by international currency symbol. If present in a pattern, the monetary decimal separator is used instead of the decimal separator.
'	Prefix or suffix	No	Used to quote special characters in a prefix or suffix; for example, "'#'#" formats 123 to "#123". To create a single quote itself, use two in a row: "# o''clock".

Both prefix and suffix are Unicode characters from \u0000 to \uFFFD, including the margins, but excluding special characters.

Format pattern composes of subpatterns, prefixes, suffixes, etc. in the way shown in the following table:

FORMAT	COMPONENTS
pattern	subpattern{;subpattern}
subpattern	{prefix}integer{.fraction}{suffix}
prefix	'\u0000'..'\uFFFD' - specialCharacters
suffix	'\u0000'..'\uFFFD' - specialCharacters
integer	'#'_ '0'_ '0'
fraction	'0'_ '#'_

Explanation of these symbols follow:

NOTATION	DESCRIPTION
X*	0 or more instances of X
(X | Y)	either X or Y
X..Y	any character from X up to Y, inclusive
S - T	characters in S, except those in T
{X}	X is optional

Note:

The grouping separator is commonly used for thousands, but in some countries it separates ten-thousands. The grouping size is a constant number of digits between the grouping characters, such as 3 for 100,000,000 or 4 for 1,0000,0000. If you supply a pattern with multiple grouping characters, the interval between the last one and the end of the integer is the one that is used. So "#,##,###,####" == "######,####" == "##,####,####".

Remember also that formatting is locale sensitive. See the following table in which results are different for different locales:

PATTERN	LOCALE	RESULT
### ,###.###	en.US	123,456.789
### ,###.###	de.DE	123.456,789
### ,###.###	fr.FR	123 456,789

For a deeper look on handling numbers, consult the official Java documentation of NumberFormat, and DecimalFormat.

Warning!

Space as group separator If locale with space as group separator is used, there should be a hard space (char 160) between digits to parse the number correctly.

Scientific Notation

Numbers in scientific notation are expressed as the product of a mantissa and a power of ten.

For example, 1234 can be expressed as 1.234 x 103.

The mantissa is often in the range 1.0 <= x < 10.0, but it’s not required.

Numeric data types can be instructed to format and parse scientific notation only via a pattern. In a pattern, the exponent character immediately followed by one or more digit characters indicates scientific notation.

Example: "0.###E0" formats the number 1234 as "1.234E3".

Examples of numeric pattern and results follow:

VALUE	PATTERN	RESULT
1234	0.###E0	1.234E3
12345	## 0.#####E0[1]	12.345E3
123456	## 0.#####E0[1]	123.456E3
1234567	## 0.#####E0[1]	1.234567E6
12345	# 0.#####E0[2]	1.2345E4
123456	# 0.#####E0[2]	12.3456E4
1234567	# 0.#####E0[2]	1.234567E6
0.00123	00.###E0[3]	12.3E-4
123456	## 0.##E0[4]	12.346E3

[1] #x00A0;Maximum number of integer digits is 3, minimum number of integer digits is 1, maximum is greater than minimum, thus exponent will be a multiplicate of three (maximum number of integer digits) in each of the cases.

[2] Maximum number of integer digits is 2, minimum number of integer digits is 1, maximum is greater than minimum, thus exponent will be a multiplicate of two (maximum number of integer digits) in each of the cases.

[3] Maximum number of integer digits is 2, minimum number of integer digits is 2, maximum is equal to minimum, minimum number of integer digits will be achieved by adjusting the exponent.

[4] Maximum number of integer digits is 3, maximum number of fraction digits is 2, number of significant digits is sum of maximum number of integer digits and maximum number of fraction digits, thus, the number of significant digits is as shown (5 digits).

Binary Formats

The table below presents a list of available formats:

TYPE	NAME	FORMAT	LENGTH
integer	BIG_ENDIAN	two’s-complement, big-endian	variable
integer	LITTLE_ENDIAN	two’s-complement, little-endian	variable
integer	PACKED_DECIMAL	packed decimal	variable
floating-point	DOUBLE_BIG_ENDIAN	IEEE 754, big-endian	8 bytes
floating-point	DOUBLE_LITTLE_ENDIAN	IEEE 754, little-endian	8 bytes
floating-point	FLOAT_BIG_ENDIAN	IEEE 754, big-endian	4 bytes
floating-point	FLOAT_LITTLE_ENDIAN	IEEE 754, little-endian	4 bytes

The floating-point formats can be used with numeric and decimal datatypes. The integer formats can be used with integer and long datatypes. The exception to the rule is the decimal datatype, which also supports integer formats (BIG_ENDIAN, LITTLE_ENDIAN and PACKED_DECIMAL). When an integer format is used with the decimal datatype, implicit decimal point is set according to the Scale attribute. For example, if the stored value is 123456789 and Scale is set to 3, the value of the field will be 123456.789.

To use a binary format, create a metadata field with one of the supported datatypes and set the Format attribute to the name of the format prefixed with "BINARY:", e.g. to use the PACKED_DECIMAL format, create a decimal field and set its Format to "BINARY:PACKED_DECIMAL" by choosing it from the list of available formats.

For the fixed-length formats (double and float) also the Size attribute must be set accordingly.

Currently, binary data formats can only be handled by ComplexDataReader.

Boolean Format

The format for boolean data type specified in Metadata consists of up to four parts separated from each other by the same delimiter.

This delimiter must also be at the beginning and the end of the Format string. On the other hand, the delimiter must not be contained in the values of the boolean field.

Warning!

If you do not use the same character at the beginning and the end of the Format string, the whole string will serve as a regular expression for the true value. The default values (false|F|FALSE|NO|N|f|0|no|n) will be the only ones interpreted as false. Values that match neither the Format regular expression (interpreted as true only) nor the mentioned default values for false will be interpreted as error. In such a case, graph would fail.

If we symbolically display the format as:

/A/B/C/D/

the meaning of each part is as follows:

1. If the value of the boolean field matches the pattern of the first part (A) and does not match the second part (B), it is interpreted as true.

2. If the value of the boolean field does not match the pattern of the first part (A), but matches the second part (B), it is interpreted as false.

3. If the value of the boolean field matches both the pattern of the first part (A) and, at the same time, the pattern of the second part (B), it is interpreted as true.

4. If the value of the boolean field matches neither the pattern of the first part (A), nor the pattern of the second part (B), it is interpreted as error. In such a case, the graph fails.

All parts are optional; however, if any of them is omitted, all of the others that are at its right side must also be omitted.

If the second part (B) is omitted, the following default values are the only ones that are parsed as boolean false:

false|F|FALSE|NO|N|f|0|no|n

If there is not any Format, the following default values are the only ones that are parsed as boolean true:

true|T|TRUE|YES|Y|t|1|yes|y

The third part (C) is a formatting string used to express boolean true for all matched strings. If the third part is omitted, either the true word is used (if the first part (A) is complicated regular expression), or the first substring from the first part is used (if the first part is a serie of simple substrings separated by pipe, e.g.: Iagree|sure|yes|ok - all these values are formatted as Iagree).

The fourth part (D) is a formatting string used to express boolean false for all matched strings. If the fourth part is omitted, either the false word is used (if the second part (B) is complicated regular expression), or the first substring from the second part is used (if the second part is a serie of simple substrings separated by pipe, e.g.: Idisagree|nope|no - all these values are formatted as Idisagree).

String Format

Such string pattern is a regular expression that allows or prohibits parsing of a string.

The combo box offers several pre-filled regular expressions.

The last option (excel:raw) serves to read more precise values from .xlsx files. See documentation on SpreadsheetDataReader.

Example 6. String Format

If an input file contains a string field and a Format property is \w{4} for this field, only the string whose length is 4 will be parsed.

Thus, when a Format property is specified for a string, Data policy may cause a failure of the graph (if Data policy is Strict).

If Data policy is set to Controlled or Lenient, the records in which this string value matches the specified Format property are read and the others are skipped (either sent to Console or to the rejected port).