Regular Expressions in Create Lists Revised April 2015 to account for both Millennium and Sierra
|
|
|
- Dennis Jones
- 9 years ago
- Views:
Transcription
1 Regular Expressions in Create Lists Revised April 2015 to account for both Millennium and Sierra 1. Literal Characters and Metacharacters Regular expressions are formed from combinations of literal characters and metacharacters. Literal characters are characters that represent themselves in a matching field. They include letters, numbers, the space, and most marks of punctuation. In Create Lists, the vertical bar ( ), which is used as the subfield delimiter, is a literal character. Metacharacters are those that perform some function within the regular expression. Some metacharacters work in combinations called metasequences. The metacharacters and metasequences used in Create Lists are shown in the table below. Regular expressions are invoked using the matches condition. As with all searches in Create Lists, regular expressions are case insensitive, with letters matching both upper and lower case. Although the implementations of regular expressions in Millennium and Sierra are largely the same, there are significant differences. These will be discussed throughout this document. Character Classes. Period (or dot ). Matches any single character. [ ] [^ ] User-defined character class. Matches any single character that is included in the class. Examples: [aie] [a-z] [a-z0-9] [av-z] ['"] the letter a, e, or i (upper or lower case) matches any single letter (upper or lower case) matches any one letter or digit matches any one of the letters a, v, w, x, y, or z matches a single quote or a double quote [-,.] matches a hyphen, space, comma or period (In the last example that the hyphen must come first or last so as not to be interpreted as a range indicator. Also note that the period character is treated as a literal within a character class.) Negated character class. Matches any single character that is not in the class. Examples: [^ ] any character that is not a space [^0-9a-z] any character that is not a digit or letter Quantifiers + Plus. Matches when the preceding character (or string of characters; see the section on grouping below) occurs 1 or more times. Example: a0+523 matches a0523, a00523, a000523, etc. * Asterisk (or star ). Matches when the preceding character (or string of characters) occurs 0 or more times. Examples: a0*523 matches a523, a0523, a00523, etc..* matches any number of any characters
2 2 {min,max} {num}? (Sierra only) ( ) ^ Quantifiers (continued) Matches when the preceding character (or string of characters) occurs at least min times, but no more than max times. When one number is given, the character (or string of characters) must occur exactly num times. The largest number that may be used in a quantifier is 127. Examples: [a-z]{5,8} matches a string of 5 to 8 letters [0-9]{4} matches a string of 4 numbers.{100,125}.{100,125} matches a string of 200 to 250 characters (These examples may match fields containing strings longer than the maximum value indicated, unless literal characters or other more specific subexpressions are included both before and after.) The question mark functions as a metacharacter only in Sierra. It indicates that the preceding character (or string of characters) is optional. Examples: johnst?on 196[0-9][a-d]? matches Johnson or Johnston matches 1960, 1961, 1969, optionally followed by a letter a, b, c, or d In Millennium,? is a literal character. Use {0,1} as an equivalent. Grouping Allows a quantifier to apply to a string of characters. Example: Melvil(le){0,1} Dewey matches Melville Dewey or Melvil Dewey (the string le occurs 0 or 1 times) (In Sierra, this could be done with Melvil(le)? Dewey.) Position Indicators Beginning of the field position. Anchors what follows to the start of the field. (^ must be the first character in the expression.) More information on p. 3. $ End of field position. Anchors what precedes it to the end of the field. ($ must be the last character in the expression.) Examples: \ (Millennium only) [^.]$ ^245.. a.{0,5}$ Backslash ( Escape ) matches when the last character in the field is not a period. (Note that the ^ within the brackets indicates a negated character class, not the beginning of the field.) matches a 245 tag with 5 or fewer characters between a and the end of the field Functions as a metacharacter only in Millennium. Causes the character that follows to be interpreted as a literal character. Examples: \.\.\.$ matches 3 periods at the end of the field \$5[0-9]{2}\.[0-9]{2} matches $ 5 2 numbers decimal point 2 numbers (i.e. $ to $599.99) In Sierra, place a character in brackets to treat it as a literal: [.][.][.]$
3 3 2. How the System Stores MARC Data Successful use of regular expressions, particularly the position indicators ( ^ and $ ), requires understanding how your system stores MARC data. Some examples will illustrate: A MARC variable field includes a tag number, indicators, subfield delimiters, subfield codes, and data. The vertical bar ( ) is used as the subfield delimiter Nabi : bpoema / cpor José Carner a N a b i : b p o e m a / c p o r J o s { } e C a r n e r. End of field position ($) Diacritics comprise 5 characters, a 3-digit number enclosed in curly braces 2 The first subfield delimiter and subfield code (including a) occupy positions 6 and 7 1 The 4th and 5th characters are the two indicators The first 3 characters of the field are the MARC tag number Start of field position (^) 1 In Sierra this first subfield delimiter disappears when you search by MARC tag. See page 5. 2 Systems that store data in Unicode do not use these curly brace codes. More on this on page 6. 00X control fields do not use subfield delimiters or codes, but do include 2 spaces for indicators s d c u a c h b c c e n g Start of field position (^) When a particular MARC tag subfield is specified in a search statement, what constitutes the field varies between Millennium and Sierra. Millennium includes the initial delimiter; Sierra does not. For both systems, the field ends before the next delimiter, or at the end of the entire field a H a m i l t o n, A l e x a n d e r, d , e s i g n e r To match the above in Millennium: To match the above in Sierra: Millennium: Start of field position (^) End of field ($) Sierra: Start of field position (^) End of field ($) MARC Tag 700 d matches "^ d175" MARC Tag 700 d matches "^175" The normalization rules that may apply to call numbers affect indexing only, not the way the call numbers appear to Create Lists a P S C 5 7 b Z Non-MARC fields are stored without MARC tags, indicators, or subfield codes. PATRON BARCODE (^) ($)
4 4 3. Differences Between Millennium and Sierra There are significant differences in behavior between Millennium and Sierra with regard to regular expression searches in Create Lists. Some result from apparent differences in the regular expression engine used, while others result from the way each system views the data being searched. Some things that work in Millennium will not work in Sierra, or must be done differently; the reverse is also true. In most cases, I have been able to find workarounds or alternate strategies to accomplish things in both systems. The following summarizes the differences in behavior between the two systems, as far as my own testing has revealed. (Searches were done in Millennium _5 and Sierra 1.2.2_6.) The backslash ( \ ) In Millennium, the backslash is a metacharacter used to escape other metacharacters, that is, to indicate that the next character should be treated as a literal character. Oddly, this does not work in Sierra; the backslash is treated as a literal character. Fortunately, there is a workaround: characters that are within character classes are generally treated as literal characters. For example: To find fields that contain... (3 period characters) \.\.\. Works in Millennium only [.][.][.] Works in Sierra and Millennium The question mark (? ) The question mark is a literal character in Millennium; however, in Sierra (and in most implementations of regular expressions) it is a metacharacter indicating that the preceding is optional. In Millennium, use {0,1} to indicate something is optional. For example: To find either color or colour colou?r Works in Sierra only colou{0,1}r Works in Millennium and Sierra To find fields ending in? (a literal question mark)?$ Works in Millennium; causes an error in Sierra \?$ Also works in Millennium, but not in Sierra [?]$ Works in both Millennium and Sierra MARC Tags 006, 007, 008 In Millennium, all 006, 007, and 008 tags can be searched directly with regular expressions. In Sierra, they cannot. Searches in Sierra using either of these forms: BIBLIOGRAPHIC MARC Tag 008 matches " " BIBLIOGRAPHIC MARC matches "^008 " will either cause an error or fail to find any records. You must use the special fields defined for each component of the (and Leader) to search these fields. For example, to search for Date Types in 008 byte 06 with values n, q, or u, you can search: BIBLIOGRAPHIC Dat Type matches "[nqu]"
5 POSIX Character Classes Some POSIX character classes are supported in Sierra. These are special metasequences in the form [: :]. For example, [:alpha:] will match any ASCII letter, and [:digit:] will match any number. POSIX character classes must always be used within regular character classes; for example [[:digit:]x-]+ will match a string containing digits, x, X, or -, and [^[:alpha:]] will match any character that is not an ASCII letter. More information about POSIX characters classes can easily be found on the Web. (See for example.) Not all of them work in Sierra, and some of them are pointless in the context of the kind of data being searched in Create Lists. For example, the case insensitivity of Create Lists renders [:upper:] (upper-case letters) and [:lower:] (lower-case letters) meaningless, and both [:blank:] and [:space:] are functionally identical to the space character. The best use of a POSIX character class might be to find diacritics and special characters in Sierra. These can be found using [^[:ascii:]], which matches any character that is not an ASCII character. Sierra s Differing Views of Variable-Length Fields In Sierra, the format of data in a variable-length field varies slightly, depending on whether the field being searched is defined with a field group tag or a MARC tag. When a field group tag is specified (e.g. t TITLE matches ), the data appear as described on page 3 of this document: aa. Lincoln : ba biography / cronald C. White, Jr. However, when specifying a MARC tag in Sierra (by typing! and entering the MARC tag e.g. 245), the first subfield delimiter and code disappear: 24510A. Lincoln : ba biography / cronald C. White, Jr. This strange behavior complicates searching with regular expressions in Sierra, especially when anchoring expressions to the beginning of the field or the first subfield code. For example, this search will find titles that begin with 3 numbers: TITLE matches "^245.+ a[0-9]{3}" However this search will not (it works in Millennium though): MARC Tag 245 matches " a[0-9]{3}" I prefer searching by field group tag whenever possible. If it is necessary to restrict a search to a particular MARC tag, include the tag number at the beginning of the regular expression following a start of field position indicator: TITLE matches "^245 " There is also a variation in the way the 001 field is presented. 5 Search: OCLC# matches Search: MARC Tag 001 matches The field looks like: 001 ebr The field looks like: 001ebr The same thing is true of other 00X tags, although as mentioned above the 006, 007, and 008 cannot be searched with regular expressions in Sierra.
6 6 Diacritics and Special Characters In Millennium systems that store data in MARC-8, diacritics and special characters are coded as 3-digit numbers in curly braces. (See IGR # or # for a list of them.) To match a particular one, such as the degree sign ( º ), enter its code as: \{493\}. To match any diacritic or special character, search for: \{[0-9]{3}\}. In Millennium systems that store data in Unicode, diacritics and special characters are stored with curly braces enclosing u and 4 hexadecimal digits, e.g. {u00ae}. To match any of these characters, search \{u[0-9a-f]+\}. Sierra systems store data in Unicode, but the above search will not work. Search for particular special characters or diacritic characters by pasting them directly in the expression: PUB INFO matches " c[c ]200[1-5]" To find any diacritic or special character in Sierra, search: [^[:ascii:]] The Metasequence [^ ] The most straightforward way to match the content of any subfield in Millennium is with the expression: [^ ]+ (one or more characters that are not a subfield delimiter). For example, this search in Millennium will match 245 fields that contain no further subfields after subfield a: TITLE matches "^245.+ a[^ ]+$" (The content of subfield a extends all the way to the end of the field.) This will not work in Sierra. Although the subfield delimiter is a literal character in both Millennium and Sierra, for some reason the expression [^ ] will fail to match anything in Sierra. I don t know why; it may be a bug or something inherent in the way Sierra handles regexes. The only workarounds I have been able to come up with use a positive rather than negated character class. Here is an imperfect workaround: TITLE matches "^245.+ a[ -{}~]+$" The character class [ -{}~] will match any ASCII character in the range from the space character (hex 20) to left brace { (hex 7B), plus right brace } (hex 7D) and the spacing tilde ~ (hex 7E). This excludes the subfield delimiter (hex 7C). However, this will only work when 245 a does not contain any diacritics or special characters. As explained above, these characters can be matched in Sierra with [^[:ascii:]], a negated character class that matches non- ASCII characters. To combine this negated character class with a positive character class, it is necessary to group them like this: TITLE matches "^245.+ a([ -{}~]*[^[:ascii:]]*)+$" So to match one or more characters that are not subfield delimiters: Use this in Millennium: Use this in Sierra: [^ ]+ ([ -{}~]*[^[:ascii:]]*)+
7 7 4. Examples of Regular Expressions in Create Lists Except where indicated, searches in these examples should work in both Millennium and Sierra. Example 1: Use of the dot metacharacter Problem: You need to limit a search to titles published in the United States. Unfortunately, the fixed-length field COUNTRY uses separate codes for each of the 50 states, D.C., etc. COUNTRY matches "..u" All U.S. codes have u as the third character. With this expression, the first two characters can be anything, but the third character must be u, matching all U.S. codes. Example 2: Character classes Problem: Find notes containing the phrase gray [or grey] wolf [or wolves]. NOTE matches "gr[ae]y wol[fv]" Note that a character class (without a quantifier) must match one and only one character. Example 3: Negated character classes Problem: Look for missing (or invalid) subfield codes, such as the ones in these fields: alove for love [microform] : ba comedy / cby William Congreve. ^ aunited States xhistory Civil War, vanecdotes. ^ MARC Tag 245 matches " [^abcfghknps6]" MARC Tag 650 matches " [^avx-z]" Negated character classes work well for finding invalid characters. Valid subfield codes for the 245 tag, for example, are a, b, c, f, g, h, k, n, p, s and 6. These expressions match a subfield delimiter ( ) followed by a character that is not a valid code. Example 4: Use of dot-star Problem: Look for non-repeatable subfield codes that are repeated, such as these: Deception : ba novel / by Philip Roth California : ca history / candrew F. Rolle. MARC Tag 245 matches " b.* b" MARC Tag 245 matches " c.* c" The construction dot-star (.*) is often used as a placeholder for any number of any characters between two more specific sub-expressions.
8 8 Example 5: More with dot-star Problem: Create a bibliography of anything relating to 18th century France. SUBJECT matches "france.*18th cent" SUBJECT matches "france.*17[0-9][0-9]" This search will match all these headings and more: France xhistory yrevolution, xart and the revolution Louis bxiv, cking of France, d xart collections France xintellectual life y18th century Books and reading zfrance xhistory y18th century Architecture zfrance zparis y18th century France xpolitics and government y Printing zfrance xhistory y18th century Republicanism zfrance xhistory y18th century Individualism xsocial aspects zfrance xhistory y18th century Ethnopsychology zfrance xhistory y18th century Paris (France) xhistory y Lyon (France) xhistory xsiege, Paris (France) xsocial life and customs y18th century Douglas, Frances, clady, d [false drop] Example 6: The {min,max} quantifier Problem: Find words that may be spelled differently, or phrases with optional words. DER NOTE matches "cancel{1,2}ed" TITLE matches "Thomas (Alva ){0,1}Edison" Alternate solution in Sierra for the second search: TITLE matches "Thomas (Alva )?Edison" Example 7: Treating a metacharacter as a literal Problem: Find ISBNs in bib records that contain a price in dollars in subfield c. The price should be less than $100. Solution in Millennium: MARC Tag 020 c matches "\$[1-9]{0,1}[0-9]\." Solution in Sierra: MARC Tag 020 c matches "[$][1-9]?[0-9][.]" This matches the dollar sign, followed by a number (1-9), then a second number (0-9), then a decimal point. To account for values between $0.01 and $9.99, the first number is made optional. Both the dollar sign and the decimal point (period) are normally metacharacters. To search for them as literal characters, precede them with a backslash ( \ ) in Millennium. In Sierra, you must place a metacharacter in a character class for it to be treated as a literal character.
9 9 Example 8: Position indicators Problem: Find subject headings with second indicators that are not 0 (Lib. of Congress), 5 (Natl. Lib. of Canada), or 7. Also find those with 2nd indicator 7, where the last subfield is not 2. SUBJECT matches "^6...[^057]" SUBJECT matches "^6...7.* [^2][^ ]+$" The first search statement matches a 6 at the start of the field, followed by any 3 characters (for the rest of the tag number and the first indicator), followed by a character that is not 0, 5, or 7. The second search statement matches a 6 at the beginning, a 7 as the second indicator, any number of any characters, then a subfield delimiter with a subfield code other than 2, followed by one or more characters that are not another subfield delimiter, followed by the end of the field. The last part ensures that the subfield code that is not 2 is the last subfield in the field. Note: This second statement doesn t work in Sierra; see discussion (and a workaround) on page 6. Example 9 Problem: Find system control numbers that are exactly 4 digits long in order to use Global Update to insert 2 leading zeroes. MARC matches "^035.. a[0-9]{4}$" MARC matches "^035.. a[0-9]{4}[^0-9]" This search matches a, followed by exactly 4 digits, followed by either the end of the field or a character that is not a digit. Global Update can then be used to insert 00 at the start of the field. (Note: The field group tag associated with MARC tag 035 might be different in your library.) Example 10 Problem: Find records where the title proper (MARC tag 245 a) is longer than 256 characters. MARC Tag 245 a matches ".{100}.{100}.{57}" The maximum value for any quantifier is 127, so the expression.{257} won t work. Use instead any combination of multiple quantified subexpressions to achieve the desired maximum. This expression finds subfields that contain 257 characters; they may be longer than that. Example 11 Problem: MARC tag 040 b contains a language code indicating the language of cataloging (not the same thing as the language of the resource). For example, a catalog record originating from Die deutsche Nationalbibliothek might have: 040 agwdnb bger erakwb cgwdnb You want to survey all cataloging records in which 040 b is a language other than English (eng). Finding the absence of a string of characters can be difficult, given the lack of a NOT operator or a Does not match condition. Doing it with regular expressions requires 3 search statements: MARC Tag 040 matches " b[^e]" MARC Tag 040 matches " be[^n]" MARC Tag 040 matches " ben[^g]"
10 Example 12: Using the fixed-length fields Problem: Limit a search to titles published outside the United States. (This is the complement of Example 1.) COUNTRY matches "^..[^u]" These match records where the last character of the fixed-length field COUNTRY is not u. Here is another example, which matches Country codes for Canada outside of Ontario and Québec.: COUNTRY matches "[^oq].c" Sierra s Country Code Quirk There is an odd quirk in Sierra regarding the Country fixed-length field that is worth noting here. Generally, fixed-length fields such as Location are padded out to their full length with trailing spaces. The 3-character Country code in Sierra seems to be an exception; trailing spaces are absent. Thus, the code for France, for example, is stored as fr<space> in Millennium, but as fr in Sierra. Therefore, the following search, intended to match places in the United States: COUNTRY matches "u$" [Country ends in u ] in Sierra will also match codes such as hu (Hungary) and lu (Luxembourg). Likewise, this search for places outside the United States: COUNTRY matches "[^u]$" in Sierra will fail to match codes such as hu and lu. [Country ends in something other than u ] Therefore, when searching the Country field in Sierra with regular expressions, it is better to count characters from the start of the field as described above. 10 Example 13 Problem: Some titles have incorrect filing indicators, such as: agrand Tour : bthe lure of Italy in the eighteenth century aa letter from a Gentleman of the City of New-York to another (The first title is indexed as d tour the lure of italy, the second as etter from a gentleman ) [etc.] TITLE matches "^245.2.* a.[^ '"]" TITLE matches "^245.3.* a..[^ '"]" TITLE matches "^245.4.* a...[^ '"]" TITLE matches "^245.5.* a...[^ '"]" These expressions depend on the fact that for a filing indicator n, the nth character following a should normally be a space, apostrophe/single quote, or double quote. The above expressions match when the nth character is not one of these characters. The.* following the second indicator is to account for any titles in which a is not the first subfield, such as those that have a subfield 6 with a link to an 880 tag. To avoid match correctly coded Arabic titles such as aal-kūfah, you may wish to include the hyphen in the negated character class: ^245.3.* a..[^ '"-]
11 11 Example 14 Problem: Find subjects headings that have a second indicator 4, including those in MARC tags 600, 610, 611, 630, 650, and 651, but not including 655 or 690. SUBJECT matches "^6[0135][01].4" Use ^ to anchor the expression to the beginning of the field. In this expression, 655s are excluded because the 3rd digit can only be 0 or s are excluded because the 2nd digit cannot be 9. The first indicator can be any character, but the second indicator must be 4. Example 15 Problem: The height of books is usually given in centimeters in MARC 300 c. However, some records give both height and width (23 x 30 cm), some use millimeters, and some older records use inches or designations such as folio, 8vo, etc. For the purpose of simplifying a size analysis of a collection, extract a list of records with clean size designations. DESCRIPT. matches "^300.+ c[1-9][0-9] cm[. ]{0,1}$" DESCRIPT. matches "^300.+ c[1-9][0-9] cm[. ]{0,1}.{0,2} " This matches 2-digit centimeter statements, with or without a period, either at the end of the tag or followed after no more than 2 characters by another subfield delimiter. Example 16 Problem: In MARC tag 856 (Electronic location and access), a clickable linking text may be generated in the OPAC from z (Public note) or 3 (Materials specified). Find records with 856s that contain neither 3 nor z. Solution in Millennium: MARC matches "^856..( [^3z][^ ]*)+$" Use both the start and end of field position indicators, and account for the tag number and indicators at the beginning. The parentheses group together the characters of a single subfield, here specified as a subfield delimiter ( ), followed by a subfield code that is not 3 or z, followed by any number of characters that are not. The + indicates one or more such subfields occurring until the end of the field is reached. It might seem simpler to use: MARC Tag 856 at least one field does not have " z" AND MARC Tag 856 at least one field does not have " 3" However, a single record may have multiple 856s. The above search may find records where one 856 lacks z and another lacks 3. Only the regular expression guarantees finding instances of a single field that lack both subfields. The solution in Sierra is even more complex. As noted above, the expression [^ ] does not work in Sierra. However, the following, based on the workaround described on p. 6, will work: MARC matches "^856..( [^3z]([ -{}~]*[^[:ascii:]]*)*)+$"
12 12 Example 17 Problem: Find records that contain a bad code in the fixed-length field MAT TYPE (aka Bcode2). MAT TYPE matches "[^ac-gijkmoprt]" The user manuals for both Millennium and Sierra state that regular expressions can only be used on certain fixed-length fields, specifically, those that are longer than a single character. This is not true. Expressions such as the above work just fine on the single-character MAT TYPE field. A similar search can be used to exclude suppressed records. For example, if BCODE3 uses l, n, and p as suppression codes, including this search will omit suppressed records from the results: AND BCODE3 matches "[^lnp]" Example 18 Problem: Find books where the number of pages given in 300 a is 25 or fewer. 300 a matches "[^0-9][1-9] p[.]" 300 a matches "[^0-9]1[0-9] p[.]" 300 a matches "[^0-9]2[0-5] p[.]" Separate search statements are needed to find books with 1-9, 10-19, and pages. Including [^0-9] at the beginning of each expression ensures that values such as 623 p. are not matched, while still permitting matches on values such as vi, 23 p. Unfortunately, this search will also match, for example, 123 p., 16 p. of plates, and will fail to match [8] p. Also, to account for RDA-style records, you may need additional statements with page instead of p[.]. Example 19 Problem: Find bib records that have two (or more) call number fields. The only characteristic that reliably distinguishes the call numbers is that one is always longer than the other. ( CALL # matches " a.{6}$" AND CALL # matches " a.{7}" ) ( CALL # matches " a.{7}$" AND CALL # matches " a.{8}" ) ( CALL # matches " a.{8}$" AND CALL # matches " a.{9}" ) [etc.] This search assumes that the shortest possible call number contains 6 characters following a. The first pair of search statements matches records where one call number has exactly 6 characters and another call number in the same record contains at least 7 characters. (Note the presence or absence of the end of field indicator ($).) The second pair of search statements increments these lengths by one, finding one call number with exactly 7 characters and another with 8 or more. You will need to add enough pairs of statements to reach the maximum likely length for the call number. The parentheses shown grouping each pair of statements above are not actually necessary, but are included here for the sake of clarity.
13 13 5. Metacharacters That Do Not Work in Create Lists Certain metacharacters and metasequences that are available in other implementations of regular expressions do not work in Create Lists. Some of these are listed here, along with some possible workarounds. ( ) ( ) \1 \w, \d, \b, \S, \<, \>, etc. Used to indicate two or more alternative strings of characters, for example (donation gift). In Create Lists, is a literal (the subfield delimiter). Workaround: There is no workaround within a single regular expression; however, you may be able to accomplish the same thing with multiple search statements linked with Boolean. Back references. Allows a string of text to be captured so the same text may be matched on again later in the same expression (or may be inserted in the replacement text). Back references are not available in Create Lists. There is no workaround. However, back references are primarily useful in match-and-replace operations, and would have limited use in Create Lists. Special character classes, positions, etc., such as \w (any alphanumeric word character) or \b (a word boundary). None of these work in Create Lists. The backslash is used only to change a metacharacter into a literal character (in Millennium). (Backslashing a literal character simply results in the same literal character.) Workarounds: Most of these character classes are easily rendered using other metacharacters. For example, \d (any digit) can be rendered as [0-9] or, in Sierra, [[:digit:]]. Using word boundary positions is problematic in MARC format anyway, because of the use of letters for subfield codes. 6. Further information The User Manuals IGR page # for Millennium, or Sierra Guide > Creating Lists (Review Files) > Using Boolean Searching give only a little information on the matches condition in Create Lists, and not all of it is accurate. There is a wealth of information on the Web and elsewhere on regular expressions; however, much of it is confusing, misleading, or not applicable to Create Lists. Most of what I have learned has been through a combination of reading and experimentation. I did find the following book to be quite useful: Friedl, Jeffrey E. F. Mastering Regular Expressions, 3rd edition. Sebastopol, CA: O'Reilly, pp. This book, also from O Reilly, looks easier to digest: Fitzgerald, Michael. Introducing Regular Expressions, 1st edition. Sebastopol, CA : O'Reilly, pp. Finally, here is a website for testing regular expressions:
Regular Expressions Overview Suppose you needed to find a specific IPv4 address in a bunch of files? This is easy to do; you just specify the IP
Regular Expressions Overview Suppose you needed to find a specific IPv4 address in a bunch of files? This is easy to do; you just specify the IP address as a string and do a search. But, what if you didn
Regular Expression Syntax
1 of 5 12/22/2014 9:55 AM EmEditor Home - EmEditor Help - How to - Search Regular Expression Syntax EmEditor regular expression syntax is based on Perl regular expression syntax. Literals All characters
Using Regular Expressions in Oracle
Using Regular Expressions in Oracle Everyday most of us deal with multiple string functions in Sql. May it be for truncating a string, searching for a substring or locating the presence of special characters.
Regular Expressions. General Concepts About Regular Expressions
Regular Expressions This appendix explains regular expressions and how to use them in Cisco IOS software commands. It also provides details for composing regular expressions. This appendix has the following
Regular Expressions. Abstract
Regular Expressions Sanjiv K. Bhatia Department of Mathematics & Computer Science University of Missouri St. Louis St. Louis, MO 63121 email: [email protected] Abstract Regular expressions provide a powerful
Regular Expressions. In This Appendix
A Expressions In This Appendix Characters................... 888 Delimiters................... 888 Simple Strings................ 888 Special Characters............ 888 Rules....................... 891
Authority file comparison rules Introduction
Authority file comparison rules Revised 2007-01-11; further revised 2009-04-01 (noted with red text) Note: This report was accepted and approved by the PCC Policy Committee in November 2007. Introduction
Chapter 4: Computer Codes
Slide 1/30 Learning Objectives In this chapter you will learn about: Computer data Computer codes: representation of data in binary Most commonly used computer codes Collating sequence 36 Slide 2/30 Data
Variables, Constants, and Data Types
Variables, Constants, and Data Types Primitive Data Types Variables, Initialization, and Assignment Constants Characters Strings Reading for this class: L&L, 2.1-2.3, App C 1 Primitive Data There are eight
Regular Expression Searching
Regular Expression Searching Regular expressions allow forensics analysts to search through large quantities of text information for patterns of data such as the following: Telephone Numbers Social Security
Encoding Text with a Small Alphabet
Chapter 2 Encoding Text with a Small Alphabet Given the nature of the Internet, we can break the process of understanding how information is transmitted into two components. First, we have to figure out
Excel: Introduction to Formulas
Excel: Introduction to Formulas Table of Contents Formulas Arithmetic & Comparison Operators... 2 Text Concatenation... 2 Operator Precedence... 2 UPPER, LOWER, PROPER and TRIM... 3 & (Ampersand)... 4
3.GETTING STARTED WITH ORACLE8i
Oracle For Beginners Page : 1 3.GETTING STARTED WITH ORACLE8i Creating a table Datatypes Displaying table definition using DESCRIBE Inserting rows into a table Selecting rows from a table Editing SQL buffer
Systems I: Computer Organization and Architecture
Systems I: Computer Organization and Architecture Lecture 2: Number Systems and Arithmetic Number Systems - Base The number system that we use is base : 734 = + 7 + 3 + 4 = x + 7x + 3x + 4x = x 3 + 7x
Lecture 18 Regular Expressions
Lecture 18 Regular Expressions Many of today s web applications require matching patterns in a text document to look for specific information. A good example is parsing a html file to extract tags
Version 2.5.0 22 August 2016
Version 2.5.0 22 August 2016 Published by Just Great Software Co. Ltd. Copyright 2009 2016 Jan Goyvaerts. All rights reserved. RegexMagic and Just Great Software are trademarks of Jan Goyvaerts i Table
Regular Expressions (in Python)
Regular Expressions (in Python) Python or Egrep We will use Python. In some scripting languages you can call the command grep or egrep egrep pattern file.txt E.g. egrep ^A file.txt Will print all the line
Ecma/TC39/2013/NN. 4 th Draft ECMA-XXX. 1 st Edition / July 2013. The JSON Data Interchange Format. Reference number ECMA-123:2009
Ecma/TC39/2013/NN 4 th Draft ECMA-XXX 1 st Edition / July 2013 The JSON Data Interchange Format Reference number ECMA-123:2009 Ecma International 2009 COPYRIGHT PROTECTED DOCUMENT Ecma International 2013
3 Data Properties and Validation Rules
3 Data Properties and Validation Rules 3.1 INTRODUCTION Once a database table has been created and the fields named and the type of data which is to be stored in the field chosen, you can make further
Frequently Asked Questions on character sets and languages in MT and MX free format fields
Frequently Asked Questions on character sets and languages in MT and MX free format fields Version Final 17 January 2008 Preface The Frequently Asked Questions (FAQs) on character sets and languages that
Japanese Character Printers EPL2 Programming Manual Addendum
Japanese Character Printers EPL2 Programming Manual Addendum This addendum contains information unique to Zebra Technologies Japanese character bar code printers. The Japanese configuration printers support
Bachelors of Computer Application Programming Principle & Algorithm (BCA-S102T)
Unit- I Introduction to c Language: C is a general-purpose computer programming language developed between 1969 and 1973 by Dennis Ritchie at the Bell Telephone Laboratories for use with the Unix operating
I-Share Voyager Migration. Data Migration Acceptance Testing
I-Share Migration Data Migration Acceptance Testing Worksheets for New I-Share Participating Libraries Instructions... 2 Authority s... 4 Bibliographic s... 7 MFHD or other Holdings s... 10 Item s... 15
Business Online Transaction Import & Export (Download) File Formats REFERENCE DOCUMENT
Business Online Transaction Import & Export (Download) File Formats REFERENCE DOCUMENT Table of Contents Introduction... 3 Import (Payments)... 3 Export/Download... 3 Import Formats... 4 Deskbank Import
Regular Expressions for Perl, C, PHP, Python, Java, and.net. Regular Expression. Pocket Reference. Tony Stubblebine
Regular Expressions for Perl, C, PHP, Python, Java, and.net Regular Expression Pocket Reference Tony Stubblebine Regular Expression Pocket Reference Regular Expression Pocket Reference Tony Stubblebine
Access Tutorial 2: Tables
Access Tutorial 2: Tables 2.1 Introduction: The importance of good table design Tables are where data in a database is stored; consequently, tables form the core of any database application. In addition
Retrieving Data Using the SQL SELECT Statement. Copyright 2006, Oracle. All rights reserved.
Retrieving Data Using the SQL SELECT Statement Objectives After completing this lesson, you should be able to do the following: List the capabilities of SQL SELECT statements Execute a basic SELECT statement
Automatic notices process running too long, system config error corrected.
(Update notes are in italics) Ongoing Sierra issues On Monday, January 7, 2013 we had a phone call with the Customer Services supervisor at Innovative Interfaces. We communicated very directly that many
Counting in base 10, 2 and 16
Counting in base 10, 2 and 16 1. Binary Numbers A super-important fact: (Nearly all) Computers store all information in the form of binary numbers. Numbers, characters, images, music files --- all of these
Number Representation
Number Representation CS10001: Programming & Data Structures Pallab Dasgupta Professor, Dept. of Computer Sc. & Engg., Indian Institute of Technology Kharagpur Topics to be Discussed How are numeric data
JavaScript: Introduction to Scripting. 2008 Pearson Education, Inc. All rights reserved.
1 6 JavaScript: Introduction to Scripting 2 Comment is free, but facts are sacred. C. P. Scott The creditor hath a better memory than the debtor. James Howell When faced with a decision, I always ask,
SYSTEMS OF EQUATIONS AND MATRICES WITH THE TI-89. by Joseph Collison
SYSTEMS OF EQUATIONS AND MATRICES WITH THE TI-89 by Joseph Collison Copyright 2000 by Joseph Collison All rights reserved Reproduction or translation of any part of this work beyond that permitted by Sections
VISUAL GUIDE to. RX Scripting. for Roulette Xtreme - System Designer 2.0
VISUAL GUIDE to RX Scripting for Roulette Xtreme - System Designer 2.0 UX Software - 2009 TABLE OF CONTENTS INTRODUCTION... ii What is this book about?... iii How to use this book... iii Time to start...
EVERGREEN REPORT TEMPLATE
Report to Identify Duplicate Bibliographic Records in Local System AMENDED TO EXCLUDE PINES-WIDE DATA Due to Evergreen s inconsistency in its ability to handle the request for local and PINES-wide copy
Version of Barcode Toolbox adds support for Adobe Illustrator CS
Introduction Traditionally the printing industry has used manual design paste up and stripping for the implementation of barcode symbols but today the computer is used more often to generate barcode symbols
Binary Representation. Number Systems. Base 10, Base 2, Base 16. Positional Notation. Conversion of Any Base to Decimal.
Binary Representation The basis of all digital data is binary representation. Binary - means two 1, 0 True, False Hot, Cold On, Off We must be able to handle more than just values for real world problems
Cataloging: Export or Import Bibliographic Records
OCLC Connexion Client Guides Cataloging: Export or Import Bibliographic Records Last updated: May 2014 6565 Kilgour Place, Dublin, OH 43017-3395 www.oclc.org Revision History Date Section title Description
Portal Connector Fields and Widgets Technical Documentation
Portal Connector Fields and Widgets Technical Documentation 1 Form Fields 1.1 Content 1.1.1 CRM Form Configuration The CRM Form Configuration manages all the fields on the form and defines how the fields
Limitation of Liability
Limitation of Liability Information in this document is subject to change without notice. THE TRADING SIGNALS, INDICATORS, SHOWME STUDIES, PAINTBAR STUDIES, PROBABILITYMAP STUDIES, ACTIVITYBAR STUDIES,
BAR CODE CONTROL BAR CODE CONTROL - 1
BAR CODE CONTROL BAR CODE CONTROL - 1 CONTENTS 1. INTRODUCTION... 3 2. PRINT BAR CODES OR EXPANDED CHARACTERS... 4 3. DEFINITION OF PARAMETERS... 5 3.1. Bar Code Mode............ 5 3.2. Bar Code Style,
Quick Reference ebook
This file is distributed FREE OF CHARGE by the publisher Quick Reference Handbooks and the author. Quick Reference ebook Click on Contents or Index in the left panel to locate a topic. The math facts listed
Revision 5 - (Released April 2008) Added further definitions of RFID tag contents and testing requirements for RFID tag read range.
IBM LTO Ultrium Cartridge Label Specification (Revision 6) Part Number 19P0034 EC - M10321 Feb, 2009 IBM Corporation 9000 South Rita Road Tucson, AZ 85744 Notes: The hard copy version of this document
Kiwi Log Viewer. A Freeware Log Viewer for Windows. by SolarWinds, Inc.
Kiwi Log Viewer A Freeware Log Viewer for Windows by SolarWinds, Inc. Kiwi Log Viewer displays text based log files in a tabular format. Only a small section of the file is read from disk at a time which
dtsearch Regular Expressions
dtsearch Regular Expressions In the AccessData Forensic Toolkit, regular expression searching capabilities has been incorporated in the dtsearch index search tab. This functionality does not use RegEx++
Java String Methods in Print Templates
Java String Methods in Print Templates Print templates in Millennium/Sierra provide a great deal of flexibility in printed output and notices, both in terms of layout and in the ability to combine and
Name: Class: Date: 9. The compiler ignores all comments they are there strictly for the convenience of anyone reading the program.
Name: Class: Date: Exam #1 - Prep True/False Indicate whether the statement is true or false. 1. Programming is the process of writing a computer program in a language that the computer can respond to
URL encoding uses hex code prefixed by %. Quoted Printable encoding uses hex code prefixed by =.
ASCII = American National Standard Code for Information Interchange ANSI X3.4 1986 (R1997) (PDF), ANSI INCITS 4 1986 (R1997) (Printed Edition) Coded Character Set 7 Bit American National Standard Code
Lecture 2 Notes: Flow of Control
6.096 Introduction to C++ January, 2011 Massachusetts Institute of Technology John Marrero Lecture 2 Notes: Flow of Control 1 Motivation Normally, a program executes statements from first to last. The
Secrets of printf. 1 Background. 2 Simple Printing. Professor Don Colton. Brigham Young University Hawaii. 2.1 Naturally Special Characters
Secrets of Professor Don Colton Brigham Young University Hawaii is the C language function to do formatted printing. The same function is also available in PERL. This paper explains how works, and how
dtsearch Frequently Asked Questions Version 3
dtsearch Frequently Asked Questions Version 3 Table of Contents dtsearch Indexing... 3 Q. What is dtsearch?... 3 Q. How can I view and change my indexing options?... 3 Q. What characters are indexed?...
Computer Programming C++ Classes and Objects 15 th Lecture
Computer Programming C++ Classes and Objects 15 th Lecture 엄현상 (Eom, Hyeonsang) School of Computer Science and Engineering Seoul National University Copyrights 2013 Eom, Hyeonsang All Rights Reserved Outline
java.util.scanner Here are some of the many features of Scanner objects. Some Features of java.util.scanner
java.util.scanner java.util.scanner is a class in the Java API used to create a Scanner object, an extremely versatile object that you can use to input alphanumeric characters from several input sources
Python Lists and Loops
WEEK THREE Python Lists and Loops You ve made it to Week 3, well done! Most programs need to keep track of a list (or collection) of things (e.g. names) at one time or another, and this week we ll show
3. Add and delete a cover page...7 Add a cover page... 7 Delete a cover page... 7
Microsoft Word: Advanced Features for Publication, Collaboration, and Instruction For your MAC (Word 2011) Presented by: Karen Gray ([email protected]) Word Help: http://mac2.microsoft.com/help/office/14/en-
Being Regular with Regular Expressions. John Garmany Session
Being Regular with Regular Expressions John Garmany Session John Garmany Senior Consultant Burleson Consulting Who Am I West Point Graduate GO ARMY! Masters Degree Information Systems Graduate Certificate
Negative Integral Exponents. If x is nonzero, the reciprocal of x is written as 1 x. For example, the reciprocal of 23 is written as 2
4 (4-) Chapter 4 Polynomials and Eponents P( r) 0 ( r) dollars. Which law of eponents can be used to simplify the last epression? Simplify it. P( r) 7. CD rollover. Ronnie invested P dollars in a -year
Regular Expressions and Pattern Matching [email protected]
Regular Expressions and Pattern Matching [email protected] Regular Expression (regex): a separate language, allowing the construction of patterns. used in most programming languages. very powerful
Parallax Serial LCD 2 rows x 16 characters Non-backlit (#27976) 2 rows x 16 characters Backlit (#27977) 4 rows x 20 characters Backlit (#27979)
599 Menlo Drive, Suite 100 Rocklin, California 95765, USA Office: (916) 624-8333 Fax: (916) 624-8003 General: [email protected] Technical: [email protected] Web Site: www.parallax.com Educational: www.stampsinclass.com
Lab 4.4 Secret Messages: Indexing, Arrays, and Iteration
Lab 4.4 Secret Messages: Indexing, Arrays, and Iteration This JavaScript lab (the last of the series) focuses on indexing, arrays, and iteration, but it also provides another context for practicing with
The CDS-ISIS Formatting Language Made Easy
The CDS-ISIS Formatting Language Made Easy Introduction The most complex aspect of CDS-ISIS is the formatting language, used to display, sort, print and download records. The formatting language is very
Symbols in subject lines. An in-depth look at symbols
An in-depth look at symbols What is the advantage of using symbols in subject lines? The age of personal emails has changed significantly due to the social media boom, and instead, people are receving
Base Conversion written by Cathy Saxton
Base Conversion written by Cathy Saxton 1. Base 10 In base 10, the digits, from right to left, specify the 1 s, 10 s, 100 s, 1000 s, etc. These are powers of 10 (10 x ): 10 0 = 1, 10 1 = 10, 10 2 = 100,
IBM Emulation Mode Printer Commands
IBM Emulation Mode Printer Commands Section 3 This section provides a detailed description of IBM emulation mode commands you can use with your printer. Control Codes Control codes are one-character printer
DEBT COLLECTION SYSTEM ACCOUNT SUBMISSION FILE
CAPITAL RESOLVE LTD. DEBT COLLECTION SYSTEM ACCOUNT SUBMISSION FILE (DCS-ASF1107-7a) For further technical support, please contact Clive Hudson (IT Dept.), 01386 421995 13/02/2012 Account Submission File
EE 261 Introduction to Logic Circuits. Module #2 Number Systems
EE 261 Introduction to Logic Circuits Module #2 Number Systems Topics A. Number System Formation B. Base Conversions C. Binary Arithmetic D. Signed Numbers E. Signed Arithmetic F. Binary Codes Textbook
Introduction to Searching with Regular Expressions
Introduction to Searching with Regular Expressions Christopher M. Frenz Department of Computer Engineering Technology New York City College of Technology (CUNY) 300 Jay St Brooklyn, NY 11201 Email: [email protected]
Elfring Fonts, Inc. PCL MICR Fonts
Elfring Fonts, Inc. PCL MICR Fonts This package contains five MICR fonts (also known as E-13B), to print magnetic encoding on checks, and six Secure Number fonts, to print check amounts. These fonts come
Use lowercase roman numerals for all of the preliminary pages:
DOCUMENT STRUCTURE Preliminary Pages Use lowercase roman numerals for all of the preliminary pages: i ii iii iv v vi vii viii ix x xi xii Title page (numeral i is assigned but not shown on the page). The
CHAPTER 4 DIMENSIONAL ANALYSIS
CHAPTER 4 DIMENSIONAL ANALYSIS 1. DIMENSIONAL ANALYSIS Dimensional analysis, which is also known as the factor label method or unit conversion method, is an extremely important tool in the field of chemistry.
BARCODE PRINTING SET UP BARCODE PRINTING
21 BARCODE PRINTING The Barcode Printing option can be purchased for an additional cost. You will receive a floppy disk or CD that you can use to activate this feature. SET UP BARCODE PRINTING To start,
Boolean Expressions 1. In C++, the number 0 (zero) is considered to be false, all other numbers are true.
Boolean Expressions Boolean Expressions Sometimes a programmer would like one statement, or group of statements to execute only if certain conditions are true. There may be a different statement, or group
PL / SQL Basics. Chapter 3
PL / SQL Basics Chapter 3 PL / SQL Basics PL / SQL block Lexical units Variable declarations PL / SQL types Expressions and operators PL / SQL control structures PL / SQL style guide 2 PL / SQL Block Basic
A.2. Exponents and Radicals. Integer Exponents. What you should learn. Exponential Notation. Why you should learn it. Properties of Exponents
Appendix A. Exponents and Radicals A11 A. Exponents and Radicals What you should learn Use properties of exponents. Use scientific notation to represent real numbers. Use properties of radicals. Simplify
Produce Traceability Initiative Best Practices for Formatting Hybrid Pallet Labels
Produce Traceability Initiative Best Practices for Formatting Hybrid Pallet Labels About this Best Practice Guideline (Revision 2.5) Best practices are generally accepted, informally standardized techniques,
This is great when speed is important and relatively few words are necessary, but Max would be a terrible language for writing a text editor.
Dealing With ASCII ASCII, of course, is the numeric representation of letters used in most computers. In ASCII, there is a number for each character in a message. Max does not use ACSII very much. In the
plc numbers - 13.1 Encoded values; BCD and ASCII Error detection; parity, gray code and checksums
plc numbers - 3. Topics: Number bases; binary, octal, decimal, hexadecimal Binary calculations; s compliments, addition, subtraction and Boolean operations Encoded values; BCD and ASCII Error detection;
Microsoft Excel 2010 Part 3: Advanced Excel
CALIFORNIA STATE UNIVERSITY, LOS ANGELES INFORMATION TECHNOLOGY SERVICES Microsoft Excel 2010 Part 3: Advanced Excel Winter 2015, Version 1.0 Table of Contents Introduction...2 Sorting Data...2 Sorting
User guide for the Error & Warning LabVIEW toolset
User guide for the Error & Warning LabVIEW toolset Rev. 2014 December 2 nd 2014 1 INTRODUCTION... 1 2 THE LABVIEW ERROR CLUSTER... 2 2.1 The error description... 3 2.2 Custom error descriptions... 4 3
Introduction to Python
WEEK ONE Introduction to Python Python is such a simple language to learn that we can throw away the manual and start with an example. Traditionally, the first program to write in any programming language
SAMPLE TURABIAN STYLE PAPER
SAMPLE TURABIAN STYLE PAPER John Doe History 2010 Dr. Johnson July 11, 2014 Doe 1 The Turabian style sample essay has been prepared to help answer some of the questions and problems that you may have when
Custom Linetypes (.LIN)
Custom Linetypes (.LIN) AutoCAD provides the ability to create custom linetypes or to adjust the linetypes supplied with the system during installation. Linetypes in AutoCAD can be classified into two
Chapter 3. Input and output. 3.1 The System class
Chapter 3 Input and output The programs we ve looked at so far just display messages, which doesn t involve a lot of real computation. This chapter will show you how to read input from the keyboard, use
CHAPTER 8 BAR CODE CONTROL
CHAPTER 8 BAR CODE CONTROL CHAPTER 8 BAR CODE CONTROL - 1 CONTENTS 1. INTRODUCTION...3 2. PRINT BAR CODES OR EXPANDED CHARACTERS... 4 3. DEFINITION OF PARAMETERS... 5 3.1. Bar Code Mode... 5 3.2. Bar Code
Using Casio Graphics Calculators
Using Casio Graphics Calculators (Some of this document is based on papers prepared by Donald Stover in January 2004.) This document summarizes calculation and programming operations with many contemporary
Lecture 4. Regular Expressions grep and sed intro
Lecture 4 Regular Expressions grep and sed intro Previously Basic UNIX Commands Files: rm, cp, mv, ls, ln Processes: ps, kill Unix Filters cat, head, tail, tee, wc cut, paste find sort, uniq comm, diff,
Writer Guide. Chapter 12 Tables of Contents, Indexes, and Bibliographies
Writer Guide Chapter 12 Tables of Contents, Indexes, and Bibliographies Copyright This document is Copyright 2011 2013 by its contributors as listed below. You may distribute it and/or modify it under
2011, The McGraw-Hill Companies, Inc. Chapter 3
Chapter 3 3.1 Decimal System The radix or base of a number system determines the total number of different symbols or digits used by that system. The decimal system has a base of 10 with the digits 0 through
.NET Standard DateTime Format Strings
.NET Standard DateTime Format Strings Specifier Name Description d Short date pattern Represents a custom DateTime format string defined by the current ShortDatePattern property. D Long date pattern Represents
ALGEBRA. sequence, term, nth term, consecutive, rule, relationship, generate, predict, continue increase, decrease finite, infinite
ALGEBRA Pupils should be taught to: Generate and describe sequences As outcomes, Year 7 pupils should, for example: Use, read and write, spelling correctly: sequence, term, nth term, consecutive, rule,
An overview of FAT12
An overview of FAT12 The File Allocation Table (FAT) is a table stored on a hard disk or floppy disk that indicates the status and location of all data clusters that are on the disk. The File Allocation
Identifying Invalid Social Security Numbers
ABSTRACT Identifying Invalid Social Security Numbers Paulette Staum, Paul Waldron Consulting, West Nyack, NY Sally Dai, MDRC, New York, NY Do you need to check whether Social Security numbers (SSNs) are
Electronic Data Transmission Guide For International Mailers
Electronic Data Transmission Guide For International Mailers Version 1.2.1 November 5 th, 2012 UPS Mail Innovations Revision History Version Date Reviser Notes 1.0 6/11/2012 Brian Tomazic Initial Release
Digital codes. Resources and methods for learning about these subjects (list a few here, in preparation for your research):
Digital codes This worksheet and all related files are licensed under the Creative Commons Attribution License, version 1.0. To view a copy of this license, visit http://creativecommons.org/licenses/by/1.0/,
Chart of ASCII Codes for SEVIS Name Fields
³ Chart of ASCII Codes for SEVIS Name Fields Codes 1 31 are not used ASCII Code Symbol Explanation Last/Primary, First/Given, and Middle Names Suffix Passport Name Preferred Name Preferred Mapping Name
MULTIPLICATION AND DIVISION OF REAL NUMBERS In this section we will complete the study of the four basic operations with real numbers.
1.4 Multiplication and (1-25) 25 In this section Multiplication of Real Numbers Division by Zero helpful hint The product of two numbers with like signs is positive, but the product of three numbers with
Packaging Identification Standard
Packaging Identification Standard The attached document provides the Amtex Inc. supplier packaging identification standard for all raw materials to be received. Many references have been made to the Automotive
Binary Representation
Binary Representation The basis of all digital data is binary representation. Binary - means two 1, 0 True, False Hot, Cold On, Off We must tbe able to handle more than just values for real world problems
Welcome to Math 19500 Video Lessons. Stanley Ocken. Department of Mathematics The City College of New York Fall 2013
Welcome to Math 19500 Video Lessons Prof. Department of Mathematics The City College of New York Fall 2013 An important feature of the following Beamer slide presentations is that you, the reader, move
