class Sass::Script::Lexer
The lexical analyzer for SassScript. It takes a raw string and converts it to individual tokens that are easier to parse.
Constants
- IDENT_OP_NAMES
A sub-list of {OP_NAMES} that only includes operators with identifier names.
- OPERATORS
A hash from operator strings to the corresponding token types.
- OPERATORS_REVERSE
- OP_NAMES
A list of operator strings ordered with longer names first so that `>` and `<` don’t clobber `>=` and `<=`.
- REGULAR_EXPRESSIONS
A hash of regular expressions that are used for tokenizing.
- STRING_REGULAR_EXPRESSIONS
A hash of regular expressions that are used for tokenizing strings.
The key is a `[Symbol, Boolean]` pair. The symbol represents which style of quotation to use, while the boolean represents whether or not the string is following an interpolated segment.
- TOKEN_NAMES
- Token
A struct containing information about an individual token.
`type`: [`Symbol`] : The type of token.
`value`: [`Object`] : The Ruby object corresponding to the value of the token.
`source_range`: [`Sass::Source::Range`] : The range in the source file in which the token appeared.
`pos`: [`Fixnum`] : The scanner position at which the SassScript token appeared.
Public Class Methods
@param str [String, StringScanner] The source text to lex @param line [Fixnum] The 1-based line on which the SassScript appears.
Used for error reporting and sourcemap building
@param offset [Fixnum] The 1-based character (not byte) offset in the line in the source.
Used for error reporting and sourcemap building
@param options [{Symbol => Object}] An options hash;
see {file:SASS_REFERENCE.md#sass_options the Sass options documentation}
# File lib/sass/script/lexer.rb, line 147 def initialize(str, line, offset, options) @scanner = str.is_a?(StringScanner) ? str : Sass::Util::MultibyteStringScanner.new(str) @line = line @offset = offset @options = options @interpolation_stack = [] @prev = nil end
Public Instance Methods
@return [Boolean] Whether or not the last token lexed was `:end_interpolation`.
# File lib/sass/script/lexer.rb, line 202 def after_interpolation? @prev && @prev.type == :end_interpolation end
@return [Boolean] Whether or not there’s more source text to lex.
# File lib/sass/script/lexer.rb, line 196 def done? whitespace unless after_interpolation? && @interpolation_stack.last @scanner.eos? && @tok.nil? end
Raise an error to the effect that `name` was expected in the input stream and wasn’t found.
This calls {#unpeek!} to rewind the scanner to immediately after the last returned token.
@param name [String] The name of the entity that was expected but not found @raise [Sass::SyntaxError]
# File lib/sass/script/lexer.rb, line 214 def expected!(name) unpeek! Sass::SCSS::Parser.expected(@scanner, name, @line) end
The line number of the lexer’s current position.
@return [Fixnum]
# File lib/sass/script/lexer.rb, line 29 def line return @line unless @tok @tok.source_range.start_pos.line end
Moves the lexer forward one token.
@return [Token] The token that was moved past
# File lib/sass/script/lexer.rb, line 159 def next @tok ||= read_token @tok, tok = nil, @tok @prev = tok tok end
The number of bytes into the current line of the lexer’s current position (1-based).
@return [Fixnum]
# File lib/sass/script/lexer.rb, line 38 def offset return @offset unless @tok @tok.source_range.start_pos.offset end
Returns the next token without moving the lexer forward.
@return [Token] The next token
# File lib/sass/script/lexer.rb, line 181 def peek @tok ||= read_token end
Records all non-comment text the lexer consumes within the block and returns it as a string.
@yield A block in which text is recorded @return [String]
# File lib/sass/script/lexer.rb, line 224 def str old_pos = @tok ? @tok.pos : @scanner.pos yield new_pos = @tok ? @tok.pos : @scanner.pos @scanner.string[old_pos...new_pos] end
Rewinds the underlying StringScanner to before the token returned by {#peek}.
# File lib/sass/script/lexer.rb, line 187 def unpeek! if @tok @scanner.pos = @tok.pos @line = @tok.source_range.start_pos.line @offset = @tok.source_range.start_pos.offset end end
Returns whether or not there’s whitespace before the next token.
@return [Boolean]
# File lib/sass/script/lexer.rb, line 169 def whitespace?(tok = @tok) if tok @scanner.string[0...tok.pos] =~ /\s\Z/ else<EMAIL_ADDRESS>1] =~ /^\s/ ||<EMAIL_ADDRESS>- 1, 1] =~ /\s\Z/ end end
Private Instance Methods
# File lib/sass/script/lexer.rb, line 262 def _variable(rx) return unless scan(rx) [:const, @scanner[2]] end
# File lib/sass/script/lexer.rb, line 268 def ident return unless scan(REGULAR_EXPRESSIONS[:ident]) [@scanner[2] ? :funcall : :ident, @scanner[1]] end
# File lib/sass/script/lexer.rb, line 233 def read_token return if done? start_pos = source_position value = token return unless value type, val = value Token.new(type, val, range(start_pos), @scanner.pos - @scanner.matched_size) end
# File lib/sass/script/lexer.rb, line 273 def string(re, open) return unless scan(STRING_REGULAR_EXPRESSIONS[re][open]) if @scanner[2] == '#{' # ' @scanner.pos -= 2 # Don't actually consume the #{ @offset -= 2 @interpolation_stack << re end str = if re == :uri url = "#{'url(' unless open}#{@scanner[1]}#{')' unless @scanner[2] == '#{'}" Script::Value::String.new(url) else Script::Value::String.new(@scanner[1].gsub(/\\(['"]|\#\{)/, '\1'), :string) end [:string, str] end def number # Handling unary minus is complicated by the fact that whitespace is an # operator in SassScript. We want "1-2" to be parsed as "1 - 2", but we # want "1 -2" to be parsed as "1 (-2)". To accomplish this, we only # parse a unary minus as part of a number literal if there's whitespace # before and not after it. Cases like "(-2)" are handled by the unary # minus logic in the parser instead. if @scanner.peek(1) == '-' return if @scanner.pos == 0 unary_minus_allowed = case<EMAIL_ADDRESS>- 1, 1] when /\s/; true when '/'; @scanner.pos != 1 &&<EMAIL_ADDRESS>- 2, 1] == '*' else; false end return unless unary_minus_allowed return unless scan(REGULAR_EXPRESSIONS[:unary_minus_number]) minus = true else return unless scan(REGULAR_EXPRESSIONS[:number]) minus = false end value = (@scanner[1] ? @scanner[1].to_f : @scanner[2].to_i) * (minus ? -1 : 1) script_number = Script::Value::Number.new(value, Array(@scanner[3])) [:number, script_number] end def color s = scan(REGULAR_EXPRESSIONS[:color]) return unless s raise Sass::SyntaxError.new(<<MESSAGE.rstrip) unless s.size == 4 || s.size == 7 Colors must have either three or six digits: '#{s}' MESSAGE script_color = Script::Value::Color.from_hex(s) [:color, script_color] end def special_fun str1 = scan(/((-[\w-]+-)?(calc|element)|expression|progid:[a-z\.]*)\(/i) return unless str1 str2, _ = Sass::Shared.balance(@scanner, ?(, ?), 1) c = str2.count("\n") old_line = @line old_offset = @offset @line += c @offset = c == 0 ? @offset + str2.size : str2[/\n([^\n]*)/, 1].size + 1 [:special_fun, Sass::Util.merge_adjacent_strings( [str1] + Sass::Engine.parse_interp(str2, old_line, old_offset, @options)), str1.size + str2.size] end def special_val return unless scan(/!important/i) [:string, Script::Value::String.new("!important")] end def ident_op op = scan(REGULAR_EXPRESSIONS[:ident_op]) return unless op [OPERATORS[op]] end def op op = scan(REGULAR_EXPRESSIONS[:op]) return unless op @interpolation_stack << nil if op == :begin_interpolation [OPERATORS[op]] end def raw(rx) val = scan(rx) return unless val [:raw, val] end def scan(re) str = @scanner.scan(re) return unless str c = str.count("\n") @line += c @offset = (c == 0 ? @offset + str.size : str.size - str.rindex("\n")) str end def range(start_pos, end_pos = source_position) Sass::Source::Range.new(start_pos, end_pos, @options[:filename], @options[:importer]) end def source_position Sass::Source::Position.new(@line, @offset) end end end end
# File lib/sass/script/lexer.rb, line 104 def string_re(open, close) /#{open}((?:\.|\#(?!\{)|[^#{close}\#])*)(#{close}|#\{)/ end
# File lib/sass/script/lexer.rb, line 248 def token if after_interpolation? && (interp_type = @interpolation_stack.pop) return string(interp_type, true) end variable || string(:double, false) || string(:single, false) || number || color || string(:uri, false) || raw(UNICODERANGE) || special_fun || special_val || ident_op || ident || op end
# File lib/sass/script/lexer.rb, line 258 def variable _variable(REGULAR_EXPRESSIONS[:variable]) end
# File lib/sass/script/lexer.rb, line 242 def whitespace nil while scan(REGULAR_EXPRESSIONS[:whitespace]) || scan(REGULAR_EXPRESSIONS[:comment]) || scan(REGULAR_EXPRESSIONS[:single_line_comment]) end


Established: {{brewery.established}}
{{brewery.website}}
Certified Organic
Members of:
{{brewery.description}}


CopyImage()
语法
Result = CopyImage(#Image1, #Image2)概要
Creates an identical copy of an image.
参数
#Image1 The source image. #Image2 A number to identify the new copy. #PB_Any can be specified to auto-generate this number.
Note: The number of an existing image created using #PB_Any can not be used as the target image. Instead, the existing image must be freed and a new number generated by passing #PB_Any here.
返回值
Returns nonzero if the image was copied successfully and zero if the copy could not be created. If #PB_Any was specified as the #Image2 parameter then the auto-generated number is returned on success.
参阅
GrabImage(), FreeImage()
已支持操作系统
所有


Klopp says Gomez ‘better than good’ after Sterling clash
LONDON, Nov 22 — Liverpool manager Jurgen Klopp said today that defender Joe Gomez was “better than good” after his altercation with England teammate Raheem Sterling earlier this month.
Manchester City forward Sterling initially clashed with Reds defender Gomez towards the end of the Premier League match between the sides on November 10 at Anfield.
The pair were then involved in a fracas the following day on England duty, with Sterling later apologising at a team meeting and on social media.
Sterling then sat out England’s Euro 2020 qualifier against Montenegro as punishment but returned to the starting line-up in the 4-0 victory over Kosovo on Sunday.
Klopp said Gomez, who was left with a scratch on his face following the clash, had not been affected by the incident and the German had no issues with how the situation was handled.
“He is good, better than good,” said Klopp. “The people involved were fine pretty quick. Things like this happen in football. Absolutely nothing to say about it.
“The FA (Football Association) dealt with it how they saw right and I cannot judge that as I was not aware of the circumstances.” — Reuters


PAX Gold (PAXG) Create Account Log In Own and trade real gold, like Bitcoin Gold Allocation Lookup Every PAX Gold token is backed by an ounce of allocated gold. Use this tool to lookup the serial number and information about your gold. Lookup This Lookup tool is for PAXG held...


"The main reason people struggle financially is because they have spent years in school but learned nothing about money.The result is that people learn to work for money..but never learn to have money work for them"
Understanding the importance and management of money will prove beneficial for future.Realising this,most of the foreign countries are including financial education to their national curriculum.
We EduDefine,providing a key to unlock the golden door of money management.We are helping to think and understand how money works in the world,how to earn,manage and invest it.


| Property starting with A |
| Name |
Source name |
Type |
Mandatory |
Length |
Scale |
Default value |
Lower range |
Upper range |
Allowed characters |
Auto increment |
Numeric string |
Right aligned |
Unsigned |
Upper case |
Zero equals null |
Zero fill |
Selection values |
|
AccountLabel
|
Ac_Label
|
String
|
|
255
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
AccountSelection
|
Ac_Selection
|
String
|
|
255
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
AccountType
|
Ac_Type
|
String
|
|
1
|
0
|
|
|
|
|
|
|
|
|
|
|
|
| A,24820,Associate | | B,8371,Bank | | C,14006,Customer | | D,64,Division | | E,9551,Employee | | L,25454,Lead | | N,29,Not Validated | | P,24822,Prospect | | R,24870,Reseller | | S,5098,Supplier | | T,15235,Suspect |
|
|
Active
|
Active
|
Boolean
|
|
1
|
0
|
1
|
0
|
1
|
|
|
|
|
|
|
|
|
|
|
AllowApproval
|
Ap_Use
|
Boolean
|
|
1
|
0
|
0
|
0
|
1
|
|
|
|
|
|
|
|
|
|
|
AllowAttachment
|
Attachment
|
Boolean
|
|
1
|
0
|
1
|
0
|
1
|
|
|
|
|
|
|
|
|
|
|
AllowEditSecurityLevel
|
EditSecurity
|
Boolean
|
|
1
|
0
|
1
|
0
|
1
|
|
|
|
|
|
|
|
|
|
|
AllowPublish
|
UsePublish
|
Boolean
|
|
1
|
0
|
0
|
0
|
1
|
|
|
|
|
|
|
|
|
|
|
AllowRating
|
UseRating
|
Boolean
|
|
1
|
0
|
0
|
0
|
1
|
|
|
|
|
|
|
|
|
|
|
AssortmentDefault
|
As_Default
|
Number
|
|
10
|
0
|
|
|
|
|
|
|
|
|
|
|
|
| 3,0,Accessoires | | 6,0,Halffabrikaten | | 2,0,Interne producten | | 5,0,Onbewerkte materialen | | 1,0,Producten | | 4,0,Service | | 0,0,Standaard | | 7,0,Uren |
|
| Property starting with C |
| Name |
Source name |
Type |
Mandatory |
Length |
Scale |
Default value |
Lower range |
Upper range |
Allowed characters |
Auto increment |
Numeric string |
Right aligned |
Unsigned |
Upper case |
Zero equals null |
Zero fill |
Selection values |
|
CreatedDate
|
CreatedDate
|
Date
|
|
0
|
0
|
NOW
|
|
|
|
|
|
|
|
|
|
|
|
|
Creator
|
CreatedBy
|
Number
|
|
10
|
0
|
HUMRESID
|
|
|
|
|
|
|
|
|
|
|
|
|
CreatorRole1
|
Cr_Role1
|
Number
|
|
10
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
CreatorRole2
|
Cr_Role2
|
Number
|
|
10
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
CreatorRole3
|
Cr_Role3
|
Number
|
|
10
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
CreatorRoleLevel1
|
Cr_Level1
|
Number
|
|
10
|
0
|
|
|
|
|
|
|
|
|
|
|
|
| 1,30798,Corporate | | 2,2560,Strategic group | | 3,64,Division | | 4,32869,Cost center group | | 5,8494,Cost center | | 10,24870,Reseller |
|
|
CreatorRoleLevel1Description
|
Cr_Role1Desc
|
String
|
|
255
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
CreatorRoleLevel2
|
Cr_Level2
|
Number
|
|
10
|
0
|
|
|
|
|
|
|
|
|
|
|
|
| 1,30798,Corporate | | 2,2560,Strategic group | | 3,64,Division | | 4,32869,Cost center group | | 5,8494,Cost center | | 10,24870,Reseller |
|
|
CreatorRoleLevel2Description
|
Cr_Role2Desc
|
String
|
|
255
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
CreatorRoleLevel3
|
Cr_Level3
|
Number
|
|
10
|
0
|
|
|
|
|
|
|
|
|
|
|
|
| 1,30798,Corporate | | 2,2560,Strategic group | | 3,64,Division | | 4,32869,Cost center group | | 5,8494,Cost center | | 10,24870,Reseller |
|
|
CreatorRoleLevel3Description
|
Cr_Role3Desc
|
String
|
|
255
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
CreatorSecurityLevel
|
Cr_Security
|
Number
|
|
10
|
0
|
10
|
|
|
|
|
|
|
|
|
|
|
|
| Property starting with D |
| Name |
Source name |
Type |
Mandatory |
Length |
Scale |
Default value |
Lower range |
Upper range |
Allowed characters |
Auto increment |
Numeric string |
Right aligned |
Unsigned |
Upper case |
Zero equals null |
Zero fill |
Selection values |
|
DaysBeforeDeletion
|
DaysToExpiry
|
Number
|
|
10
|
0
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
DefaultCategory
|
DefCategory
|
GUID
|
|
16
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
DefaultGroupID
|
DefGroupID
|
Number
|
|
10
|
0
|
|
|
|
|
|
|
|
|
|
|
|
| 0,0,Attachments & notes | | 1,0,Employees | | 2,0,Discussions | | 3,0,Management | | 4,0,Policies and Procedures | | 5,0,Support | | 6,0,Sales | | 7,0,Marketing | | 9,0,Research and Development | | 10,0,Finance and Administration |
|
|
DefaultSecurityLevel
|
DefSecurity
|
Number
|
|
10
|
0
|
10
|
|
|
|
|
|
|
|
|
|
|
|
|
DefaultSubCategory
|
DefSubCategory
|
GUID
|
|
16
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
DeleteRights
|
DeleteRights
|
String
|
|
1
|
0
|
Y
|
|
|
|
|
|
|
|
|
|
|
| Y,1014,Yes | | N,1015,No | | C,32890,No only creator | | A,32891,No only approver |
|
| Property starting with E |
| Name |
Source name |
Type |
Mandatory |
Length |
Scale |
Default value |
Lower range |
Upper range |
Allowed characters |
Auto increment |
Numeric string |
Right aligned |
Unsigned |
Upper case |
Zero equals null |
Zero fill |
Selection values |
|
EditRights
|
EditRights
|
String
|
|
1
|
0
|
Y
|
|
|
|
|
|
|
|
|
|
|
| Y,1014,Yes | | I,13434,Yes check in/out | | N,1015,No | | C,32890,No only creator | | A,32891,No only approver |
|
| Property starting with F |
| Name |
Source name |
Type |
Mandatory |
Length |
Scale |
Default value |
Lower range |
Upper range |
Allowed characters |
Auto increment |
Numeric string |
Right aligned |
Unsigned |
Upper case |
Zero equals null |
Zero fill |
Selection values |
|
FinancialOurReference
|
Fi_OurRef
|
Number
|
|
10
|
0
|
0
|
|
|
|
|
|
|
|
|
|
|
| 0,1015,No | | 1,1014,Yes | | 2,1014,Yes |
|
|
FinancialSelection
|
Fi_Selection
|
String
|
|
255
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
FinancialYourReference
|
Fi_YourRef
|
Number
|
|
10
|
0
|
0
|
|
|
|
|
|
|
|
|
|
|
| 0,1015,No | | 1,1014,Yes | | 2,1014,Yes |
|
| Property starting with G |
| Name |
Source name |
Type |
Mandatory |
Length |
Scale |
Default value |
Lower range |
Upper range |
Allowed characters |
Auto increment |
Numeric string |
Right aligned |
Unsigned |
Upper case |
Zero equals null |
Zero fill |
Selection values |
|
GroupID
|
GroupID
|
GUID
|
|
16
|
0
|
SELECT ID FROM BacoDiscussionFixedGroups WHERE Description='Miscellaneous' AND SystemType=1
|
|
|
|
|
|
|
|
|
|
|
|
|
GroupName
|
GroupName
|
String
|
|
60
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
| Property starting with I |
| Name |
Source name |
Type |
Mandatory |
Length |
Scale |
Default value |
Lower range |
Upper range |
Allowed characters |
Auto increment |
Numeric string |
Right aligned |
Unsigned |
Upper case |
Zero equals null |
Zero fill |
Selection values |
|
ID
|
ID
|
Number
|
|
10
|
0
|
SELECT TypeID = CASE WHEN MAX(TypeID) IS NULL THEN 101 WHEN MAX(TypeID) > 100 THEN MAX(TypeID) + 1 END FROM BacoDiscussionFixedTypes WHERE TypeID > 100
|
|
|
|
|
|
|
|
|
|
|
|
|
IsSystemGenerated
|
Cr_SystemGen
|
Boolean
|
|
1
|
0
|
1
|
0
|
1
|
|
|
|
|
|
|
|
|
|
|
ItemDefault
|
It_Default
|
String
|
|
30
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
ItemDescription
|
It_Name
|
String
|
|
60
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
ItemLabel
|
It_Label
|
String
|
|
60
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
ItemSelection
|
It_Selection
|
String
|
|
255
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
ItemStatus
|
It_Status
|
String
|
|
1
|
0
|
|
|
|
|
|
|
|
|
|
|
|
| A,2212,Active | | F,2212,Active |
|
| Property starting with L |
| Name |
Source name |
Type |
Mandatory |
Length |
Scale |
Default value |
Lower range |
Upper range |
Allowed characters |
Auto increment |
Numeric string |
Right aligned |
Unsigned |
Upper case |
Zero equals null |
Zero fill |
Selection values |
|
Layout
|
TemplateID
|
GUID
|
|
16
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
LayoutSubject
|
TemplateSubject
|
String
|
|
255
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
| Property starting with M |
| Name |
Source name |
Type |
Mandatory |
Length |
Scale |
Default value |
Lower range |
Upper range |
Allowed characters |
Auto increment |
Numeric string |
Right aligned |
Unsigned |
Upper case |
Zero equals null |
Zero fill |
Selection values |
|
Manager
|
Manager
|
Number
|
|
10
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
ManagerFullName
|
ManagerName
|
String
|
|
64
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
ModifiedDate
|
ModifiedDate
|
Date
|
|
0
|
0
|
Select GetDate() as ModifiedDate
|
|
|
|
|
|
|
|
|
|
|
|
|
Modifier
|
ModifiedBy
|
Number
|
|
10
|
0
|
HUMRESID
|
|
|
|
|
|
|
|
|
|
|
|
| Property starting with P |
| Name |
Source name |
Type |
Mandatory |
Length |
Scale |
Default value |
Lower range |
Upper range |
Allowed characters |
Auto increment |
Numeric string |
Right aligned |
Unsigned |
Upper case |
Zero equals null |
Zero fill |
Selection values |
|
Policy
|
Policy
|
GUID
|
|
16
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
PolicyDescription
|
PolicyName
|
String
|
|
255
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
ProjectDefault
|
Pr_Default
|
String
|
|
20
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
ProjectDescription
|
Pr_Name
|
String
|
|
255
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
ProjectSelection
|
Pr_Selection
|
String
|
|
255
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
| Property starting with R |
| Name |
Source name |
Type |
Mandatory |
Length |
Scale |
Default value |
Lower range |
Upper range |
Allowed characters |
Auto increment |
Numeric string |
Right aligned |
Unsigned |
Upper case |
Zero equals null |
Zero fill |
Selection values |
|
ResourceLabel
|
Re_Label
|
String
|
|
255
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
ResourceSelection
|
Re_Selection
|
String
|
|
255
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
ResourceStatus
|
Re_Status
|
String
|
|
1
|
0
|
|
|
|
|
|
|
|
|
|
|
|
| A,2212,Active | | H,2212,Active |
|
|
ResourceType
|
Re_Type
|
String
|
|
1
|
0
|
|
|
|
|
|
|
|
|
|
|
|
| A,35,Applicant | | C,24081,Contractor | | E,9551,Employee | | R,24870,Reseller | | S,29493,Student | | T,29542,Temporary |
|
| Property starting with S |
| Name |
Source name |
Type |
Mandatory |
Length |
Scale |
Default value |
Lower range |
Upper range |
Allowed characters |
Auto increment |
Numeric string |
Right aligned |
Unsigned |
Upper case |
Zero equals null |
Zero fill |
Selection values |
|
SystemType
|
SystemType
|
Boolean
|
|
1
|
0
|
0
|
0
|
1
|
|
|
|
|
|
|
|
|
|
| Property starting with T |
| Name |
Source name |
Type |
Mandatory |
Length |
Scale |
Default value |
Lower range |
Upper range |
Allowed characters |
Auto increment |
Numeric string |
Right aligned |
Unsigned |
Upper case |
Zero equals null |
Zero fill |
Selection values |
|
TypeDescription
|
Description
|
String
|
|
30
|
0
|
|
|
|
|
|
|
|
|
|
|
|
|
| Property starting with U |
| Name |
Source name |
Type |
Mandatory |
Length |
Scale |
Default value |
Lower range |
Upper range |
Allowed characters |
Auto increment |
Numeric string |
Right aligned |
Unsigned |
Upper case |
Zero equals null |
Zero fill |
Selection values |
|
UseAccount
|
Ac_Use
|
Number
|
|
10
|
0
|
0
|
|
|
|
|
|
|
|
|
|
|
| 0,1015,No | | 1,1014,Yes | | 2,1014,Yes |
|
|
UseAssortment
|
As_Use
|
Number
|
|
10
|
0
|
0
|
|
|
|
|
|
|
|
|
|
|
| 0,1015,No | | 1,1014,Yes | | 2,1014,Yes |
|
|
UsedInStatisticReports
|
UseStatistics
|
Boolean
|
|
1
|
0
|
0
|
0
|
1
|
|
|
|
|
|
|
|
|
|
|
UseItem
|
It_Use
|
Number
|
|
2
|
0
|
0
|
|
|
|
|
|
|
|
|
|
|
| 0,1015,No | | 1,1014,Yes | | 2,1014,Yes |
|
|
UseOrderNumber
|
OrderNumber_Use
|
Number
|
|
10
|
0
|
0
|
|
|
|
|
|
|
|
|
|
|
| 0,1015,No | | 1,1014,Yes | | 2,1014,Yes |
|
|
UseOwner
|
UseOwner
|
Boolean
|
|
1
|
0
|
0
|
0
|
1
|
|
|
|
|
|
|
|
|
|
|
UsePaymentReference
|
PaymentReference_Use
|
Number
|
|
10
|
0
|
0
|
|
|
|
|
|
|
|
|
|
|
| 0,1015,No | | 1,1014,Yes | | 2,1014,Yes |
|
|
UseProject
|
Pr_Use
|
Number
|
|
10
|
0
|
0
|
|
|
|
|
|
|
|
|
|
|
| 0,1015,No | | 1,1014,Yes | | 2,1014,Yes |
|
|
UseResource
|
Re_Use
|
Number
|
|
10
|
0
|
0
|
|
|
|
|
|
|
|
|
|
|
| 0,1015,No | | 1,1014,Yes | | 2,1014,Yes |
|
|
UseSecurityApproval
|
Sec_Ap_Use
|
Boolean
|
|
1
|
0
|
0
|
0
|
1
|
|
|
|
|
|
|
|
|
|
|
UseSerialNumber
|
It_UseNumber
|
Number
|
|
2
|
0
|
0
|
|
|
|
|
|
|
|
|
|
|
| 0,1015,No | | 1,1014,Yes | | 2,1014,Yes |
|
|
UseShipmentMethod
|
ShipmentMethod_Use
|
Number
|
|
10
|
0
|
0
|
|
|
|
|
|
|
|
|
|
|
| 0,1015,No | | 1,1014,Yes | | 2,1014,Yes |
|
|
UseTransaction
|
Fi_Use
|
Number
|
|
10
|
0
|
0
|
|
|
|
|
|
|
|
|
|
|
| 0,1015,No | | 1,1014,Yes | | 2,1014,Yes |
|
|
UseWarehouse
|
Warehouse_Use
|
Number
|
|
10
|
0
|
0
|
|
|
|
|
|
|
|
|
|
|
| 0,1015,No | | 1,1014,Yes | | 2,1014,Yes |
|
| Property starting with V |
| Name |
Source name |
Type |
Mandatory |
Length |
Scale |
Default value |
Lower range |
Upper range |
Allowed characters |
Auto increment |
Numeric string |
Right aligned |
Unsigned |
Upper case |
Zero equals null |
Zero fill |
Selection values |
|
VersionType
|
VersionType
|
String
|
|
1
|
0
|
N
|
|
|
|
|
|
|
|
|
|
|
| N,8872,None | | S,0,1 2 3 ... | | U,1853,User-defined |
|


Growing your own pumpkins can be easy and rewarding
Visit our cultivation section to learn more about digging and caring for your own pumpkin patch.
Visit our harvesting section to learn best practice for cutting your pumpkins out.


Police were called to the Thai Spice restaurant in Lee's Summitt, Missouri, shortly before 7:30 p.m. on a reported shooting.
When they arrived, they found a woman, later identified as 23-year-old Wasinee Sankra, dead on the floor of the kitchen from a gunshot to the head.
After speaking with witnesses in the restaurant, police arrested Pornthep Phonjaroen, 25, at the restaurant.
On Monday, Jackson County prosecutors charged Phonjaroen with second-degree murder and armed criminal action.
According to court documents, Phonjaroen admitted to detectives that he had shot his cousin. When asked why, Phonjaroen told detectives he was upset with his cousin’s work habits.
Prosecutors have requested a $200,000 bond.
This article was written by KSHB Staff.


Template Class (template)
Attributes
· stylName private Holds name of current style to use
· headPath private Holds path to HTML header/footer files to use.
· htmlPath private Holds the path to HTML files to use.
· fileList private List of files used to make up the full HTML template
· varList private List of variables used in the files (Name => Value)
· condList private List of HTML condition tags to apply to the HTML
·
HTML private
Holds the compiling/compiled HTML.
Methods
·
__construct() Initializes the name of
the Style directory to use for the template and sets the headPath and htmlPath
default values
· SetPath() Modifies the path of the HTML directory to a sub-directory and flags whether to use the new sub-directory to find the header/footer files or to use the root header/footer files in the main directory.
o ACCEPTS:
§ $path the sub-directory path to use
§ $rootHead flag whether to use root header/footer
or new sub-directories.
o RETURNS:
§ void
· GetStyles() Retrieves a list of viable style names found within the style directory
o ACCEPTS:
§ void
o RETURNS:
§ Array of Style Names | False
· SetFiles() Sets file names to use during HTML compilation. If headless is true then no header/footer HTML files will be used.
o ACCEPTS:
§ $fileArray string or array of file names, myFile.html
§ $headless Boolean, if set to true no
header/footer is used
o RETURNS:
§ True | False
· SetVars() Sets HTML varName/value pairs to be injected into the HTML during compilation
o ACCEPTS:
§ $varList string or array (varName => value)
o RETURNS:
§ True | False
· SetConditions() Sets HTML Condition Tags to be handled during the template compilation. See FilterConditions() method for more details on conditions.
o ACCEPTS:
§ $condList string or array of condition
tags/commands
o RETURNS:
§ True | False
· Compile() Requires that FileList, Varlist, Conditions be set and then compiles the result. You may opt to return or display the compiled html. The default behavior is to display.
o ACCEPTS:
§ $returning Boolean flag to return or display
the compiled HTML
o RETURNS:
§ True | HTML, if returning
§ False, on failure
· Purge() This function handles the purging of PHP code and other misc. symbols. It also activates the HTML variables so they work.
o ACCEPTS:
§ $string string of HTML
o RETURNS:
§ Purged HTML string | False
· FilterConditions() This Function handles the beef work for HTML conditioning. A [default] condition is removed from the HTML. [Modified] conditions are the opposite of the default in that they will repeat the HTML code rather than remove it. See Conditions document for more details on condition tags and modifiers.
o ACCEPTS:
§ $string string of HTML to be filtered
§ $conds string or array of conditions
o RETURNS:
§ String of filtered HTML | String of non-filtered HTML


Humanitarian Legal Assistance Foundation is a Non-Government, non-profit Organization that forwards the rights, welfare and wellbeing of persons behind bars, especially those who need special assistance like the sick, elderly and the children in conflict with the law.
HLAF believes that the right to liberty should be respected not only because it is guaranteed by the highest law of the land but because it emanates from the very dignity of every human being.
know moreHere are some of the products created by PDLs in their livelihood programs.
buy nowSection 14, (1) No person shall be held to answer for a criminal offense without due process of law. (2) In all criminal prosecutions, the accused shall be presumed innocent until the contrary is proved, and shall enjoy the right to be heard by himself and counsel, to be informed of the nature and cause of the accusation against him, to have a speedy, impartial, and public trial, to meet the witnesses face to face, and to have compulsory process to secure the attendance of witnesses and the production of evidence in his behalf.
know moreThe State shall guarantee free legal assistance to the poor and ensure that every person who cannot afford the services of a counsel is provided with a competent and independent counsel preferably of his/her own choice, if upon determination it appears that the party cannot afford the services of a counsel, and that services of a counsel are necessary to secure the ends of justice and protect of the party.
To ensure that the human rights of all persons, including suspects, detainees and prisoners are respected at all times; and that no person placed under investigation or held in custody of any person in authority or, agent of a person authority shall be subjected to physical, psychological or mental harm, force, violence, threat or intimidation or any act that impairs his/her free wi11 or in any manner demeans or degrades human dignity.
These people have benefited from HLAF's programs and are ready to share their stories.
Nakatulong ang mga programa ng HLAF sa akin kasi binigyan ako ng positive outlook in life.
Kuya Ronnie
Malaking tulong ang pagmamahal talaga ng pamilya ko, ang pagmamahal ng Diyos, at ang HLAF.
Kuya Reymund
Maganda ang HLAF, noong dati iniisip ko na pang palipas lang siya ng oras ang mga group sharings. Pero noong na try ko na, naging regular na ako.
Kuya Nash


We are striving to foster a love of computer science and technology in young, aspiring individuals within our communities and provide computer science classes that are accessible to everyone.
Previously named GirlHub, our program was originally dedicated to inspiring young girls to pursue education in computer science.
TeenHub was founded last year by the Rockville-Montgomery Robotics Association, Inc., an IRS-recognized non-profit organization that fields FTC Team 5421. As a student-led team, we seek to give all people, regardless of ethnic background, age, or socioeconomic status, the opportunity to experience the wonders of STEM.
After being met with an overwhelmingly positive response in Maryland, TeenHub has been looking to expand our curricula and program to other libraries through the help of various teams and individuals.
Want to know what goes on inside of RM Robotics? Check out our blog page to learn more about our activities.


Box Plot test cases
Normal data with outlier objects (partial overrides: value/label/color)
Custom data model overrides
Empty chart
Normal data (maxBoxWidth and staggerLabel options)
Normal data (forceY)
Single box
Twelve boxes (repeating)
Bad whiskers
Bad outliers


CROW admits 5,000th patient of 2019, a hawk showing effects of poisoning
by WFTX Digital TeamSANIBEL, Fla. -- The Clinic for the Rehabilitation of Wildlife (CROW) says they're taken in their 5,000th animal rescue of the year, an 11% increase in total patients over last year.
CROW says the red-shouldered hawk was found sitting under a hedge, unable to flay and brought into their clinic on Friday.
A veterinarian says the hawk showed "a classic sign of anticoagulant rodenticide poisoning.” The bird received a blood transfusion from another current patient in the clinic and is expected to fully recover.
Staff says red-shouldered hawks have frequented the wildlife hospital in 2019 with 94 individuals admitted.
“The number of patients admitted to our hospital continues to grow year after year,” says Alison Charney Hussey, executive director for CROW. “We continue to need the support of our community. As a nonprofit, we rely on grants, donations from the public, money raised through our Visitor Education Center and our fundraising events to ensure we are able to provide top-notch medical care to each and every animal that comes through our doors.”


More Screen for More of Your World
The Samsung Galaxy S6 Edge is a striking handset, taking the title as the world's first dual curved displays smartphone.
It attracts the eye, puts butterflies in my stomach and makes me weak at the knees. Samsung has, at last, made a handset which not only packs a powerful punch, but looks fantastic too.
Following on from the Galaxy Note Edge which boasted a single curved screen, the Galaxy S6 Edge was rumored for some time so its arrival wasn't a surprise - it's the natural progression for Samsung's curved display technology.
It's certainly not cheap though, with the entry level 32GB model rocking a wallet trembling SIM-free price tag of around £700 (around $1030, AU$1320).
In short then, there's very little between the two, aside from the obvious inclusion of the two curved display edges on this device. It makes the £100 difference in price hard to swallow and me question why Samsung bothered making both handsets in the first place. For those looking to upgrade from the Galaxy S4, or even the Galaxy S5, there are a few compromises for you to consider. In an effort to get a slender handset with a metal unibody Samsung has removed the microSD slot, blocked access to the battery and shied away from dust and waterproofing.
Many potential customers won't be too bothered about these omissions, but for power users who have stood by Samsung for its continued inclusion of expandable memory and removable battery this news will be difficult to hear.
That said, whip the Galaxy S6 Edge out when you're with your mates and they'll all be clambering over you to get a peek of your new SpacePhone. It's also worth mentioning the Galaxy S6 Edge ran away with the Best Phone award at the TechRadar Phone Awards 2015. The ceremony took place in July this year and our judges seemed to love the innovative curved display as well as Samsung's fully thought out redesign.


Wonders from Antiquity
This list comes to us from ancient times.
- Great Pyramid of Giza
- Hanging Gardens of Babylon
- Lighthouse of Alexandria
- Statue of Zeus at Olympia
- Temple of Artemis at Ephesus
- Mausoleum at Halicarnassus
- Colossus of Rhodes
Modern wonders of the world
This list was decided by vote.
- Petra
- Great Wall of China
- Christ the Redeemer
- Machu Picchu
- Chichen Itza
- Colosseum
- Taj Mahal


Contents
paste.wsgiwrappers.WSGIRequest has match_accept() function to screen incoming HTPT Accept values against a list of mime-types.
paste.wsgiwrappers.WSGIRequest.defaults now accepts a new key:
The i18n language that should be used as the fallback should a translation not occur in a language file. See docs for details.
paste.wsgiwrappers.WSGIRequest can now optionally decode form parameters to unicode when it has a charset value set.
Deprecated the paste.wsgiwrappers.settings StackedObjectProxy dictionary for paste.wsgiwrappers.WSGIResponse.defaults.
Fixed a security vulnerability in paste.urlparser‘s StaticURLParser and PkgResourcesParser where, with some servers, you could escape the document root.
Significantly improved paste.httpserver‘s (egg:Paste#http) performance. It now uses a thread pool: previously it created a new thread for every request. To revert back to the old, slower behavior, set:
use_threadpool = false
in the [server:main] section of the config file.
More control of where the output of paste.debug.prints goes.
Added a warning to paste.wsgilib.add_close if the upstream app_iter consumer doesn’t call the app_iter.close() method.
Fixed testapp.post(params={})
Fixed paste.translogger.TransLogger to log to the Apache combined log format as advertised.
Fixed paste.urlparser classes to handle quoted characters (e.g. %20) in URL paths.
Changed paste.session to allow manipulating a session for the first time after start_response is called.
Added paste.wsgilib.add_start_close which calls a function just before returning the first chunk of the app_iter.
Changed paste.urlmap so that it matches domain-specific mappings before domain-neutral mappings.
Fixed IE 6 potentially receiving the following "400 Bad Request" error on file downloads:
Please check your system clock.
According to this server, the time provided in the
If-Modified-Since header is in the future.
Added a ‘no’ keyword argument to TestResponse.mustcontain, so you can assert that a response does contain some strings at the same time that you assert that a response does not contain other strings, like:
res = app.get('/')
res.mustcontain('this must be there',
no=['error', 'unexpected'])
Fixed fileapp.FileApp to pay attention to the If-None-Match header, which does ETag matching; before only If-Modified-Since was supported, even though an ETag header was being sent; in particular Firefox would then only send If-None-Match and so conditional requests never worked.
Changed usage of paste.request.MultiDict to paste.util.multidict, particularly in paste.wsgiwrappers where request.GET returns a new style of dictionary interface.
Be more careful in paste.request.parse_formvars not to let the cgi module read from wsgi.input when there are no parsable variables in the input (based on CONTENT_TYPE).


Before Change
def _predict(self, image_features, num_predictions_per_location):
batch_size = image_features.get_shape().as_list()[0]
num_anchors = (image_features.get_shape().as_list()[1]
* image_features.get_shape().as_list()[2])
code_size = 4
zero = tf.reduce_sum(0 * image_features)
box_encodings = zero + tf.zeros(
After Change
super(MockBoxPredictor, self).__init__(is_training, num_classes)
def _predict(self, image_features, num_predictions_per_location):
combined_feature_shape = shape_utils.combined_static_and_dynamic_shape(
image_features)
batch_size = combined_feature_shape[0]
num_anchors = (combined_feature_shape[1] * combined_feature_shape[2])
code_size = 4
zero = tf.reduce_sum(0 * image_features)
box_encodings = zero + tf.zeros(


Bangladesh coast guard rescues 122 Rohingya from sinking boat
DHAKA: Bangladesh coast guard rescued 122 Rohingya Muslim refugees from the Bay of Bengal on Thursday (Nov 14) as the boat they had boarded to illegally flee to Malaysia started sinking due to a mechanical problem, a coast guard official said.
"Our patrol team rushed there after being informed by the fishermen out at sea that a boat was sinking due to engine failure," Lieutenant Commander Saiful Islam told Reuters on Friday.
The coast guard rescued 58 women, 47 men and 17 children from the floundering boat.
READ: International Criminal Court approves investigation into violence against Myanmar Rohingya
"So far this year Bangladesh police and coast guard have prevented more than 500 Rohingya refugees from being trafficked to Malaysia."
The refugees had risked the perilous voyage in order to seek a better life than the overcrowded camps in Bangladesh offer.
More than 730,000 Rohingya Muslims fled to Bangladesh due to a crackdown by Myanmar's military in 2017. Buddhist-majority Myanmar has denied UN accusations that the military waged its campaign against Rohingya with "genocidal intent.
The International Criminal Court said on Thursday it had approved a prosecution request to investigate crimes against humanity committed during the military campaign.
According to the United Nations refugees agency, maritime movements of Rohingya from Bangladesh and Myanmar have resumed after a two-year hiatus in 2016 and 2017. In most cases, Rohingya head to Malaysia and Thailand on rickety boats arranged by traffickers.
More than 100,000 Rohingya refugees have settled in Muslim-majority Malaysia.


Our most popular batter is yellow, but we also offer red velvet, chocolate, marble, and others upon request. As for fillings, we recommend white buttercream icing, chocolate fudge icing, strawberry crème filling, vanilla pastry cream, or one of several fruit fillings (lemon, raspberry, apricot, strawberry, etc.). That being said, if you have something special in mind it can’t hurt to ask!
To keep proportionality and maintain structure, wedding cakes come in certain sizes with certain tier dimensions. If the size of the wedding party falls in between cake sizes, we can offer additional sheet cakes up to the amount of slices required.
Our wedding cakes vary in price, depending on type, size, and “extras” such as special fillings, pillars, etc. For example, the cakes seen above are in the $3.25 – $3.75 per serving range.
Our wedding cakes are really just the beginning. Lots of folks opt for Individual desserts (3” mini-cakes, cupcakes, etc.) and of course there’s always room in the celebration for Cookie Trays, Monogrammed Petit Fours, Junior Pastry Trays, Grooms’ Cakes, Shower Cakes, Monogrammed Cookies, Wedding Challah, Breakfast Trays, etc.
We co-ordinate with the reception venue, florist, etc. for the timing of the delivery of the cake. Delivery fees vary by location. Smaller cakes can be packed by us to facilitate pick-up at the bakery.
We offer custom cake rounds sizes from 8”-12”. Sheet cakes can be ordered from the sizes of 1/4, 1/2, 3/4 and full.
Our cakes vary in price, depending on type, size, and “extras” such as decorations and personalizations.
Delivery fees vary by location. Smaller cakes can be packed by us to facilitate pick-up at the bakery.


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Glossary: Videos
Video Statistics are calculated using the edX tracking log data from this course. The maximum video length (seconds) per video is obtained from the youtube API.
- videos viewed
- Number of participants who started viewing any part of the video. This includes users who may have just clicked on a video for a second.
- videos watched
- Number of participants who viewed at least 95% of the videos. For each user, we obtain the maximum video position they reached for each video they viewed, and compare that to the maximum possible length for that video. If the user's video position reached at least 95% of the video, that user is counted as having watched the video.
- completion rate
- The rate of participants who watched at least 95% of the videos. This percentage is determined based on where in the video the curser was last ended.
{% autoescape off %}{{ table }}{% endautoescape %}


Simple Interest Calculator
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Class: ActionButton
| Defined in: | src/views/action_button.coffee |
| Inherits: | Marionette.ItemView |
Overview
The action buttons in the control bar
Variables Summary
- template =
-
template
- tagName =
-
'li'
- modelEvents =
-
{ 'change:disabled': 'render' }
- events =
-
{ 'click': 'executeClickActions' }
Instance Method Summary
- # (void) className()
- # (void) initialize(opts)
- # (void) setActivationState(rowModel) Set the activation state of the button.
- # (void) executeClickActions() Execute any callbacks or global event triggers.
- # (void) executeTrigger() Execute the global event trigger.
- # (void) executeCallback() Execute this button's associated callback, passing the table selection data if needed.
Instance Method Details
#
(void)
className()
#
(void)
initialize(opts)
#
(void)
setActivationState(rowModel)
Set the activation state of the button.
#
(void)
executeClickActions()
Execute any callbacks or global event triggers.
#
(void)
executeTrigger()
Execute the global event trigger.
#
(void)
executeCallback()
Execute this button's associated callback, passing the table selection data if needed.
TODO: Due to callback ordering, selectedIDs and deselectedIDs aren't being cleared out on "select all" selection. Not a big deal, since we only care about one or the other at a time.


PEP 257 -- Docstring Conventions
| PEP: | 257 |
|---|---|
| Title: | Docstring Conventions |
| Author: | David Goodger <goodger at python.org>, Guido van Rossum <guido at python.org> |
| Discussions-To: | doc-sig at python.org |
| Status: | Active |
| Type: | Informational |
| Created: | 29-May-2001 |
| Post-History: | 13-Jun-2001 |
Contents
Abstract
This PEP documents the semantics and conventions associated with Python docstrings.
Rationale
The aim of this PEP is to standardize the high-level structure of docstrings: what they should contain, and how to say it (without touching on any markup syntax within docstrings). The PEP contains conventions, not laws or syntax.
"A universal convention supplies all of maintainability, clarity, consistency, and a foundation for good programming habits too. What it doesn't do is insist that you follow it against your will. That's Python!"
 But some software (such as the Docutils [3] docstring processing system [1] [2]) will be aware of the conventions, so following them will get you the best results.
Specification
What is a Docstring?
A docstring is a string literal that occurs as the first statement in a module, function, class, or method definition. Such a docstring becomes the __doc__ special attribute of that object.
All modules should normally have docstrings, and all functions and classes exported by a module should also have docstrings. Public methods (including the __init__ constructor) should also have docstrings. A package may be documented in the module docstring of the __init__.py file in the package directory.
String literals occurring elsewhere in Python code may also act as documentation. They are not recognized by the Python bytecode compiler and are not accessible as runtime object attributes (i.e. not assigned to __doc__), but two types of extra docstrings may be extracted by software tools:
- String literals occurring immediately after a simple assignment at the top level of a module, class, or __init__ method are called "attribute docstrings".
- String literals occurring immediately after another docstring are called "additional docstrings".
Please see PEP 258, "Docutils Design Specification" [2], for a detailed description of attribute and additional docstrings.
For consistency, always use """triple double quotes""" around docstrings. Use r"""raw triple double quotes""" if you use any backslashes in your docstrings. For Unicode docstrings, use u"""Unicode triple-quoted strings""".
There are two forms of docstrings: one-liners and multi-line docstrings.
One-line Docstrings
One-liners are for really obvious cases. They should really fit on one line. For example:
def kos_root(): """Return the pathname of the KOS root directory.""" global _kos_root if _kos_root: return _kos_root ...
Notes:
Triple quotes are used even though the string fits on one line. This makes it easy to later expand it.
The closing quotes are on the same line as the opening quotes. This looks better for one-liners.
There's no blank line either before or after the docstring.
The docstring is a phrase ending in a period. It prescribes the function or method's effect as a command ("Do this", "Return that"), not as a description; e.g. don't write "Returns the pathname ...".
The one-line docstring should NOT be a "signature" reiterating the function/method parameters (which can be obtained by introspection). Don't do:
def function(a, b): """function(a, b) -> list"""
This type of docstring is only appropriate for C functions (such as built-ins), where introspection is not possible. However, the nature of the return value cannot be determined by introspection, so it should be mentioned. The preferred form for such a docstring would be something like:
def function(a, b): """Do X and return a list."""
(Of course "Do X" should be replaced by a useful description!)
Multi-line Docstrings
Multi-line docstrings consist of a summary line just like a one-line docstring, followed by a blank line, followed by a more elaborate description. The summary line may be used by automatic indexing tools; it is important that it fits on one line and is separated from the rest of the docstring by a blank line. The summary line may be on the same line as the opening quotes or on the next line. The entire docstring is indented the same as the quotes at its first line (see example below).
Insert a blank line after all docstrings (one-line or multi-line) that document a class -- generally speaking, the class's methods are separated from each other by a single blank line, and the docstring needs to be offset from the first method by a blank line.
The docstring of a script (a stand-alone program) should be usable as its "usage" message, printed when the script is invoked with incorrect or missing arguments (or perhaps with a "-h" option, for "help"). Such a docstring should document the script's function and command line syntax, environment variables, and files. Usage messages can be fairly elaborate (several screens full) and should be sufficient for a new user to use the command properly, as well as a complete quick reference to all options and arguments for the sophisticated user.
The docstring for a module should generally list the classes, exceptions and functions (and any other objects) that are exported by the module, with a one-line summary of each. (These summaries generally give less detail than the summary line in the object's docstring.) The docstring for a package (i.e., the docstring of the package's __init__.py module) should also list the modules and subpackages exported by the package.
The docstring for a function or method should summarize its behavior and document its arguments, return value(s), side effects, exceptions raised, and restrictions on when it can be called (all if applicable). Optional arguments should be indicated. It should be documented whether keyword arguments are part of the interface.
The docstring for a class should summarize its behavior and list the public methods and instance variables. If the class is intended to be subclassed, and has an additional interface for subclasses, this interface should be listed separately (in the docstring). The class constructor should be documented in the docstring for its __init__ method. Individual methods should be documented by their own docstring.
If a class subclasses another class and its behavior is mostly inherited from that class, its docstring should mention this and summarize the differences. Use the verb "override" to indicate that a subclass method replaces a superclass method and does not call the superclass method; use the verb "extend" to indicate that a subclass method calls the superclass method (in addition to its own behavior).
Do not use the Emacs convention of mentioning the arguments of functions or methods in upper case in running text. Python is case sensitive and the argument names can be used for keyword arguments, so the docstring should document the correct argument names. It is best to list each argument on a separate line. For example:
def complex(real=0.0, imag=0.0): """Form a complex number. Keyword arguments: real -- the real part (default 0.0) imag -- the imaginary part (default 0.0) """ if imag == 0.0 and real == 0.0: return complex_zero ...
Unless the entire docstring fits on a line, place the closing quotes on a line by themselves. This way, Emacs' fill-paragraph command can be used on it.
Handling Docstring Indentation
Docstring processing tools will strip a uniform amount of indentation from the second and further lines of the docstring, equal to the minimum indentation of all non-blank lines after the first line. Any indentation in the first line of the docstring (i.e., up to the first newline) is insignificant and removed. Relative indentation of later lines in the docstring is retained. Blank lines should be removed from the beginning and end of the docstring.
Since code is much more precise than words, here is an implementation of the algorithm:
def trim(docstring): if not docstring: return '' # Convert tabs to spaces (following the normal Python rules) # and split into a list of lines: lines = docstring.expandtabs().splitlines() # Determine minimum indentation (first line doesn't count): indent = sys.maxint for line in lines[1:]: stripped = line.lstrip() if stripped: indent = min(indent, len(line) - len(stripped)) # Remove indentation (first line is special): trimmed = [lines[0].strip()] if indent < sys.maxint: for line in lines[1:]: trimmed.append(line[indent:].rstrip()) # Strip off trailing and leading blank lines: while trimmed and not trimmed[-1]: trimmed.pop() while trimmed and not trimmed[0]: trimmed.pop(0) # Return a single string: return '\n'.join(trimmed)
The docstring in this example contains two newline characters and is therefore 3 lines long. The first and last lines are blank:
def foo(): """ This is the second line of the docstring. """
To illustrate:
>>> print repr(foo.__doc__) '\n This is the second line of the docstring.\n ' >>> foo.__doc__.splitlines() ['', ' This is the second line of the docstring.', ' '] >>> trim(foo.__doc__) 'This is the second line of the docstring.'
Once trimmed, these docstrings are equivalent:
def foo(): """A multi-line docstring. """ def bar(): """ A multi-line docstring. """
References and Footnotes
| [1] | PEP 256, Docstring Processing System Framework, Goodger (http://www.python.org/dev/peps/pep-0256/) |
| [2] | (1, 2) PEP 258, Docutils Design Specification, Goodger (http://www.python.org/dev/peps/pep-0258/) |
| [3] | http://docutils.sourceforge.net/ |
| [4] | http://www.python.org/dev/peps/pep-0008/ |
| [5] | http://www.python.org/sigs/doc-sig/ |
Copyright
This document has been placed in the public domain.
Acknowledgements
The "Specification" text comes mostly verbatim from the Python Style Guide [4] essay by Guido van Rossum.
This document borrows ideas from the archives of the Python Doc-SIG [5]. Thanks to all members past and present.


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Target 2.1 Target 2.2 Target 2.3 Target 2.4 Target 2.5 Target 2.A Target 2.B Target 2.C
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WITNESS LIST Criminal Justice Committee April 15, 2003 - 1:00P SB 45 FOR: Healey, John District Attorney Fort Bend County (Self), Richmond, TX Lewis, Bill Public Policy Liaison (Mothers Against Drunk Driving), Keller, TX Noll, Chuck Assistant District Attorney (Harris County District Attorney's Office), Houston, TX Registering, but not testifying: For: Gaylor, Tom Deputy Executive Director (Texas Municipal Police Association), Austin, TX Lyons, Steve Lieutenant (Houston Police Department), Houston, TX Macha, Barry (Self), Wichita Falls, TX McLaughlin, James General Counsel (Texas Police Chiefs Association), Elgin, TX Rolater, John Assistant District Attorney (Dallas County District Attorney's Office), Dallas, TX Watson, Rick A. Segeant (Dallas Police Department), Dallas, TX Yarborough, Sylvia Assistant District Attorney (Montgomery County District Attorneys Office), Conroe, TX Against: Del Llano, Ann (American Civil Liberties Union of Texas), Austin, TX SB 97 FOR: Frasier, Margo Sheriff (Sheriff's Association of Texas), Austin, TX ON: Taylor, Allison Executive Director (Council on Sex Offender Treatment), Austin, TX SB 110 AGAINST: Harrell, Will Executive Director (ACLU), Austin, TX Registering, but not testifying: For: Gaylor, Tom Deputy Executive Director (Texas Municipal Police Association), Austin, TX Rolater, John Assistant District Attorney (Dallas County District Attorney's Office), Dallas, TX On: Edmonds, Shannon (Texas District and County Attorney's Association), Austin, TX SB 177 FOR: (Childers) Brown, Elizabeth (Self), Trophy Club, TX Pyryt, Chris Secretary (Texas Municipal Police Association), Austin, TX Simmons, Tony Detective Sergeant (Trophy Club Police Department), Trophy Club, TX AGAINST: Heikkala, Karen Legislative Liaison (American Civil Liberties Union), Austin, TX Wooldridge, Howard Retired Police Officer (Self), Austin, TX Registering, but not testifying: For: Boswell, Shirley (Self), Elgin, TX Gaylor, Tom Deputy Executive Director (Texas Municipal Police Association), Austin, TX Macha, Barry Wichita County District Attorney (Self), Wichita Falls, TX Mann, Tom Assistant Chief (Texas Police Chiefs Association), Elgin, TX Rolater, John Assistant District Attorney (Dallas County District Attorney), Dallas, TX Watson, Rick A. Sergeant (Dallas Police Department), Dallas, TX On: Duvall, Bobby (Texas Department of Public Safety - Narcotics Service), Austin, TX Weizenbaum, Jon Director of Governmental Relations (Texas Commission on Alcohol and Drug Abuse), Austin, TX SB 515 FOR: Blackburn, Jeff Attorney at Law, Director (Tulia Legal Defense Project), Amarillo, TX SB 686 FOR: Nelson, Dana Assistant District Attorney (Self), Austin, TX Registering, but not testifying: For: Flores, Nancy Public Policy Specialist (Texas Council on Family Violence), Austin, TX Gaylor, Tom Deputy Executive Director (Texas Municipal Police Association), Austin, TX Hopson, Ken Detective (Austin Police Department), Austin, TX Pyryt, Chris Secretary (Texas Municipal Police Association), Austin, TX SB 782 FOR: Giamboi, Thomas President (Municipal Services Bureau), Austin, TX Sydhoff, Barbara Director and Chief Clerk (City of Houston), Houston, TX Registering, but not testifying: For: Bray, Jimmy Sr. Assistant City Attorney (City of Corpus Christi), Corpus Christi, TX Campbell, Jim Director, Exteranal Relations (City of San Antonio), San Antonio, TX Dahill, John B. 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Sergeant (Dallas Police Department), Dallas, TX Against: Del Llano, Ann (American Civil Liberties Union of Texas), Austin, TX SB 1044 FOR: Smith, Mike Senior Trooper (Department of Public Safety Officer's Association), McKinney, TX Registering, but not testifying: For: Dickson II, Donald W. Attorney at Law (Texas State Troopers Association), Austin, TX Gaylor, Tom Deputy Executive Director (Texas Municipal Police Association), Austin, TX Harrell, Will Lawyer (ACLU, NAACP and LULAC), Austin, TX Harrell, Will Lawyer (ACLU, NAACP and LULAC), Austin, TX Hawthorne, Brian Leg. Chairman and President Elect (Department of Public Safety Officers Association), Baytown, TX Ingersoll, Deborah C. Lobbyist (Texas State Troopers Association), Austin, TX Jones, Chris Director Information Services (Combined Law Enforcement Association of Texas), Austin, TX Wilkison, Charley Political Legislative Director (Combined Law Enforcement Associations of Texas), Austin, TX On: Logan, Paula Human Resources Director (Texas Department of Public Safety - HR), Austin, TX Logan, Paula Human Resources Director (Texas DPS - HR), Austin, TX SB 1054 FOR: Esparza, Jaime District Attorney (34th Judicial District), El Paso, TX Registering, but not testifying: For: Epstein, Ruth Board of Directors (American Civil Liberties Union of Texas), Austin, TX Macha, Barry Wichita County District Attorney (Self), Wichita Falls, TX On: Taylor, Allison Executive Director (Council on Sex Offender Treatment), Austin, TX SB 1179 Registering, but not testifying: For: Del Llano, Ann Lawyer (ACLU, NAACP, and LULAC), Austin, TX SB 1188 FOR: Smith, Mike Senior Trooper (Department of Public Safety Officers Association), McKinney, TX Registering, but not testifying: For: Dickson II, Donald W. Attorney at Law (Texas State Troopers Association), Austin, TX Harrell, Will Lawyer (ACLU, NAACP and LULAC), Austin, TX Harrell, Will Lawyer (ACLU, NAACP, and LULAC), Austin, TX Hawthorne, Brian Leg Chairman and Pres Elect (Department of Public Safety Officers Association), Baytown, TX Ingersoll, Deborah C. Lobbyist (Texas State Troopers Association), Austin, TX Jones, Chris Director, Information Services (Combined Law Enforcement Association of Texas), Austin, TX Wilkison, Charley Political Director (Combined Law Enforcement Associations of Texas), Austin, TX On: Logan, Paula Human Resources Director (Department of Public Safety - HR), Austin, TX Logan, Paula Human Resources Director (Texas DPS - HR), Austin, TX SB 1336 FOR: Moore, Roger (Bail Agents of Int Fid Ins Co), Austin, TX Registering, but not testifying: Against: Dahill, John B. General Counsel (Texas Conference of Urban Counties), Austin, TX SB 1465 Registering, but not testifying: On: Cosper, Caprice Judge, 339th District Court (Harris County Judiciary), Houston, TX Noll, Chuck Assistant District Attorney (Harris County District Attorney's Office), Houston, TX SB 1794 Registering, but not testifying: For: Bacon, April Chief, Assistant County Auditor (Travis County Commissioners Court), Austin, TX Denton, Mike (Self), Austin, TX SB 1896 FOR: Noll, Chuck Assistant District Attorney (Harris County District Attorney Office), Houston, TX Wilson, Ted Assistant District Attorney (Harris County District Attorney Office), Houston, TX Registering, but not testifying: For: Gaylor, Tom Deputy Executive Director (Texas Municipal Police Association), Austin, TX Healey, John District Attorney Ft Bend County (Self), Richmond, TX Lyons, Steve Lieutenant (Houston Police Department), Houston, TX Macha, Barry Wichita County District Attorney (Self), Wichita Falls, TX McLaughlin, James General Counsel (Texas Police Chiefs Association), Elgin, TX Rolater, John Assistant District Attorney (Dallas County District Attorney), Dallas, TX Watson, Rick A. Sergeant (Dallas Police Department), Dallas, TX Yarborough, Sylvia Assistant District Attorney (Montgomery County District Attorney's Office), Conroe, TX


Curly and Floppy Twistytail, the Funny Piggie Boys
by Howard R. Garis
Chapter 18: “Mother Twistytail’s New Bonnet”
Additional Information
- Year Published: 1918
- Language: English
- Country of Origin: United States of America
- Source: Garis, H. R. (1918). Curly and Floppy Twistytail, the Funny Piggie Boys. New York, NY: A. L. Burt Co.
-
Readability:
- Flesch–Kincaid Level: 4.9
- Word Count: 1,447
- Genre: Fantasy
- ✎ Cite This
Downloads
“Archibald,” said Mrs. Twistytail, the lady pig, to her husband at the breakfast table one morning, “I think I shall have to have some money today.”
“Money? What for?” he asked. “Do the children need new shoes, or have we no more coal left?”
“No, I want the money for myself,” said the pig lady. “I need a new bonnet, and I am going down town this morning and get it at the five and ten dollar store.”
“Very well,” said Mr. Twistytail, good-naturedly, so he put his foot in his pocket and took out a lot of money, which he gave to his wife. Then he kissed Baby Pinky, and Curly and Flop good-bye and went to work in the phonograph factory where he put the squeaks in the wheels.
“Oh, if you are going shopping for a new bonnet, mamma!” exclaimed Flop, “may I come with you?”
“Yes, and may I?” asked Curly, as he spun around on his front paws like a top under a Christmas tree. “And if you have any money left, mamma, after getting your bonnet, maybe you will buy us each a hot ice cream soda.”
“Oh you boys!” cried Mrs. Twistytail with a laugh. “No, I am afraid I can’t take you two with me, for it is Baby Pinky’s turn.  I’ll take her shopping with me.”
“Oh goodie!” cried Baby Pinky, and she jumped into her go-cart and out again, making the springs jounce up and down like anything.
“But I’ll give you and Flop each a penny,” said Mrs. Twistytail to Curly, “and you can buy some corn candy with sour milk on top.”
That pleased the boy piggies very much, and they ran off to school with their pennies, while Mrs. Twistytail got ready to go shopping after her bonnet with Baby Pinky. Pretty soon they went down town and in the five and ten dollar bonnet store.
“Have you any bonnets?” asked Mrs. Twistytail.
“Indeed I have,” said the nice lady frog who kept the store. “I have all kinds of bonnets,” and then she sang a little song that went something like this, to the tune “High diddle-diddle”:
“I’ve bonnets of ribbon, and bonnets of paper,
I’ve bonnets both red, white and blue.
Some bonnets of leather, for cold stormy weather,
And bonnets of feathers and glue.
“I’ve bonnets becoming, and some that are stunning;
I’ve bonnets to wear upside down.
And if you will try one, I’m sure you will buy one,
To go with your new party gown.”
“I’m sure I will, too,” said Mrs. Twistytail, as the frog lady finished and made a little bow to the looking-glass. “You may show me the blue one,” she went on, and frog lady did.
“Oh, mamma! That is lovely!” cried Baby Pinky. “But I think one with more flowers on would be nicer.”
“I think so, too,” spoke the pig lady, and so she bought a bonnet with a lot of flowers on it that looked as real as those which grow in the woods and fields. Then Pinky and her mamma started for home, Mrs. Twistytail wearing her new bonnet.
“We’ll take the short cut through the woods,” said the pig lady when they had alighted from the trolley car on which a nice toad gentleman was the conductor, because he could hop on and off so quickly, and not step on any one’s toes.
So through the woods went Mrs. Twistytail and Pinky, and they had not gone very far when, just as they got to the wolf’s hollow log den out of which Mr. Twistytail’s hat rolled that day, up sprang the bad, impolite old animal himself and grabbed the pig lady and her little daughter.
“Ah, ha! Now I have you!” cried the wolf. “Your husband got away from me, Mrs. Twistytail, but I have you, and you can’t get away, and I have Pinky, too!” and he held them both tightly, in his paws.
“Oh, please let us go!” begged Pinky.
“No,” growled the wolf, sticking out his red tongue because he was so hungry.
“Oh, do!” pleaded Mrs. Twistytail. “I’ll give you all the money I have left from shopping if you’ll let us go.”
“No! No!” answered the wolf, more growlier than before. “You have none left. Besides money is no good to me—I can’t eat money!”
“Oh, mercy!” cried Pinky. “Are you going to eat us?”
“Indeed I am,” said the wolf, smacking his jaws, and then Pinky and her mamma tried as hard as they could to get away from the wolf, but they could not. Holding them tightly in his paws, the wolf started for his den, and, seeing Mrs. Twistytail’s new bonnet, he took it off her head, roughly like, and said:
“And I can’t eat this! I guess I’ll throw that away, as I did your husband’s hat. But no one will see it and come to rescue you as they did him.”
“Oh, my lovely new bonnet!” cried Mrs. Twistytail, and Pinky felt so badly that she cried. But you just wait a minute and see what happens to that bad old wolf.
The wolf was just going to toss the bonnet, all covered with almost real flowers as it was, away up in a tree and just about to carry the pig lady and Pinky down into his den, when, all at once, there was a buzzing sound in the air and a voice cried:
“Ah, ha! Here are some flowers. Now we can get some honey!”
“Indeed we can,” said another voice up in the air. “It is rather late for such blossoms, but I am glad we saw them in time. Come on, now, everybody, get the honey!”
And with that a whole swarm of stingery honey bees flew down from the sky toward Mrs. Twistytail’s flowered bonnet that the wolf held in his paw. You see, the bees thought the flowers were real and that they could gather honey from them.
And then, just as Pinky saw the bees, she had an idea and she cried out:
“Oh, dear little bees! That is my mamma’s new bonnet, and the wolf has caught us. Please sting him and make him let us go!”
“Don’t you dare sting me!” growled the wolf. “Take the bonnet if you wish, but don’t touch me,” and he threw the bonnet to one side.
Some of the bees alighted on the bonnet, and as soon as they found that the flowers were not real they got quite angry. And they thought the wolf had played a trick on them, so they flew at him, and stung him on his nose and tail and eyes and lips and even on his tongue, until he cried out with pain and fright. Then he let go of Pinky and her mamma and ran down into his den, and the pig lady was safe. The bees never stung them once, but were very kind to them, and with their wings brushed the dirt off Mrs. Twistytail’s bonnet so that it was as good as new.
Then the bees flew away, Mrs. Twistytail and Pinkey went safely home, and the wolf had to stay in his den for a week and put witch hazel on his stings.
So that’s all tonight, if you please, but next, in case the kitchen stove doesn’t go out on the porch and play hide-and-seek with the hammock, I’ll tell you about Curly and the sour milk.


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WITNESS LIST Judicial Affairs Committee March 5, 1997-2:00P HB 359 For: Jdg Shay Gebhardt (self & profession) Rep. Robert Puente (self) HB 367 For: Rep. Paul Moreno (self) Against: Patricia Ott/JP (JP & Constable Assn) HB 411 For: Charles Kirkham, Jr. (self & Merrill Lynch) Debra Perelman (Nat'l Conf Uniform Laws) Hugh Shine (self &securities/invest) Against: Alvin Golden (Tx Acdmy Prob/Trust Lwy) HB 480 For: Al Schorre, DA (self & profession) Cty Cmsnr James Brezina (self & profession) Rep. Tom Craddick (self) HB 1143 For: Rep. Pete Patterson (self) HB 1157 For: Prob Jdg Guy Herman (self,profsn & prob jdgs) Prob Jdg Nikki DeShazo (self,profsn & prob jdgs) HB 1403 For: Rep. Bob Glaze (self) Rep. Ted Kamel (self) On: Jdg Cynthia Kent 114th (self &Smith Cty Dist Ct) Jdg Louis Gohmert,Jr. (self&Smith Cty Cncl Jdg) HB 1492 For: Jonathan Bernstein (self&antidefamation lge) Rep. Scott Hochberg (self) HJR 55 For: Rep. Harold Dutton (self) SB 415 For: Jdg Larry Wagenbach (self,profsn&Ft.Bend Cty) Rep. Charlie Howard (self) Rep. Dora Olivo (self)


All Marines are now allowed to use umbrellas
by CNN NewsourceAll Marines now have the right to bear umbrellas, for the first time in their more than 200-year history .
Prior to the recent updates in uniform regulations, women in the Marines were allowed to use umbrellas, but the men were not. That rule changes now.
Umbrellas were not allowed in part due to their hindrance in saluting. The rule for women stipulated that umbrellas -- which had to be all-black -- must be carried in the left hand "so that the hand salute can be properly rendered," the regulations state .
That part isn't changing. The small umbrellas will still have to be all black and carried in their left hand to allow for a proper salute.
Marines carrying umbrellas has been a scarce sight.
In 2013, two held umbrellas above then-President Barack Obama and Recep Tayyip Erdogan, Turkey's prime minister, as storm clouds unleashed a shower of rain on the two leaders.
Speaking to CNN at the time of the incident, Marine Corps spokesman Capt. Greg Wolf called the incident "extremely rare," only happening because the President needed it.
The umbrella rule isn't the only one that's changing. The Marines will also now allow women to wear silver stud earrings.


Chapter 6 Capturing relationships with linear regression
In many data science problems, we wish to use information about some variables to help predict the outcome of another variable. For example, in banking, we might wish to use a persons financial history to predict the likelihood of them defaulting on a mortgage. The idea of using past data to predict future events is central to data science and statistics.
The simplest relationship between two variables is linear. The correlation coefficient will provide a single number summary of this relationship. To use the linear interaction for prediction, we need to use linear regression techniques. In our final chapter, we will look at standard modelling techniques.
We’ll start with the simplest measure, correlation, before moving onto linear regression models.
6.1 Capturing linear relationships
The easiest way to quantify the relationship between two variables is to calculate the correlation coefficient. This is a measure of the linear association. The sample correlation coefficient is defined as \[ r=\frac {\sum _{i=1}^{n}(x_{i}-{\bar {x}})(y_{i}-{\bar {y}})}{{\sqrt {\sum _{i=1}^{n}(x_{i}-{\bar {x}})^{2}}}{\sqrt {\sum _{i=1}^{n}(y_{i}-{\bar {y}})^{2}}}} \] where
- \(n\) is the sample size;.
- \(x_{i},y_{i}\) are the single samples indexed with \(i\).
- \(\bar {x} = \frac {1}{n} \sum _{i=1}^{n} x_{i}\) is the (the sample mean).
The value of \(r\) lies between \(-1\) and \(1\). A value of \(1\) implies that all data points lie on a line as \(X\) and \(Y\) increase. A values of \(-1\) implies that all data points lie on a line where \(Y\) decreases as \(X\) increases. A value of 0 implies that there is no linear correlation between the variables.
Figure 6.1 (shamelessly stolen from wikipedia) gives a very useful overview of the correlation coefficient. The top row of plot shows how data changes as we move from a coefficient of \(+1\) to \(-1\). When \(r = 0\), we just have random scatter.
Something that is often forgotten, is that correlation does not measure the strength of the linear association. This is clear from the second row of figure 6.1 where it is clear that the correlation does not depend on the gradient.
The final row of figure 6.1 shows figures where the correlation cofficient is 0. However, in each example there is clearly a relationship; it’s just not linear.
Calculating the correlation is a useful first step when you first come across a data set. My typical first step is to run image(cor(data_set))
. This produces a very ugly, but informative heatmap of the correlation cofficients.
6.1.1 Example: Starbucks calorie content
The Starbucks data set contains nutritional value of 113 items. For each item on the menu we have the number of calories, and the carbohydrate, fat, fiber and protein amount.
We can quickly get an overview in R,
head(starbucks)
#> Product Calories Fat Carb Fiber Protein
#> 1 Chonga Bagel 300 5 50 3 12
#> 2 8-Grain Roll 380 6 70 7 10
#> 3 Almond Croissant 410 22 45 3 10
#> 4 Apple Fritter 460 23 56 2 7
#> 5 Banana Nut Bread 420 22 52 2 6
#> 6 Blueberry Muffin with Yogurt and Honey 380 16 53 1 6
The scatter plots show a clear linear trend. To work out the sample pairwise correlations we use the cor()
function
## Drop the first column since it's the food names
cor(starbucks[, -1])
#> Calories Fat Carb Fiber Protein
#> Calories 1.000 0.829 0.708 0.471 0.619
#> Fat 0.829 1.000 0.281 0.276 0.423
#> Carb 0.708 0.281 1.000 0.408 0.204
#> Fiber 0.471 0.276 0.408 1.000 0.472
#> Protein 0.619 0.423 0.204 0.472 1.000
The R output returns all pairwise correlations between the 5 variables:
- There is a diagonal of 1, since the correlation of a variable with itself is 1.
- The matrix is symmetric since the correlation between \(X\) and \(Y\) is the same as the correlation between \(Y\) and \(X\).
Out of the four component parts, Fat
is very highly correlated with Calories
.
6.2 Linear Regression
The next step is use information about one variable to inform you about another. If you recall back to your school days, you’ll hopefully remember that the equation of a straight line is \[ Y = \beta_0 + \beta_1 x \] where
- \(\beta_0\) is the \(y\)-intercept (in the UK, we used \(c\) instead of \(\beta_0\));
- \(\beta_1\) is the gradient (in the UK, we used \(m\) instead of \(\beta_1\)).
In statistics, we usually call \(Y\) the response variable (the thing we want to predict) and \(x\) the predictor (or covariate). The aim of the model is to estimate the values of \(\beta_0\) and \(\beta_1\). However, since we only have a sample, there is uncertainity surrounding our estimate.
To fit the model in R, we use the lm()
11 function
# This is an R formula
# Read as: Calories is modeled by Fat
(m = lm(Calories ~ Fat, data = starbucks))
#>
#> Call:
#> lm(formula = Calories ~ Fat, data = starbucks)
#>
#> Coefficients:
#> (Intercept) Fat
#> 148.0 12.8
The output from R gives estimates of \(\beta_0 = 148.0\) and \(\beta_1 = 12.8\).
6.2.1 Prediction and Interpretation
The estimated model, \[ \text{Calories} = 148 + 12.8 \times \text{Fat} \] allows us to predict the calorie content based on the fat. For example, if the fat content was 10, then the estimated calorie content would be 276. However this simple example also highlights the potential dangers of using the model for prediction. If we wished to predict the calorie content of fat-free food, i.e. \(\text{Fat} = 0\), then our model would estimate the calorie content as \(148\). This seems a bit high for a glass of water! The obvious reason for this poor fit is that our model isn’t capturing our aspects of the relationship or is missing other significant covariates.
6.2.2 How do we estimate the model coefficients?
We estimate the model parameters by “minimising the sum of squared residuals”. A residual is the difference between the observed value and the predicted value. In figure 6.3, the observed values, i.e. the data, are the black dots and the residuals are the solid lines. The line of best fit is the dashed line. In figure 6.3 we have five data points, so we must have five residuals.
The classical statistics interpretation of a linear regression model is to assume the underlying model is actually \[ Y = \beta_0 + \beta_1 x + \epsilon \] where \(\epsilon\) is normally distributed. If assume that the errors (\(\epsilon\)) follow a normal distribution, then to estimate the parameter values we minimise the sum of squared residuals.
The machine learning interpretation is that we have a cost function that we wish to minimise. It just so happens that in this particular case, that the cost function corresponds to assuming normality. But we could have used any cost function. To assess model fit, we would typically use Cross validation or a similar method.
One approach isn’t better than the other. The statistics approach gives more insight into the mechanisms, but the machine learning approach leads to a better predictive model. As in most cases, a combination of both methods is the optimal approach.
6.3 Multiple linear regression models
A multiple linear regression model is the natural extension of the simple linear regression model. If we have two predictors, e.g. \[ Y = \beta_0 + \beta_1 \text{Fat} + \beta_2 \text{Carb} \] This is equivalent to fitting a plane (a sheet of paper) through the points (figure 6.4).
When we have more than two predictor variables, the geometric interpretation gets messy, but it’s still the same idea.
The parameter estimating procedure is identical to simple linear regression - we wish to minimise the sum of squared residuals. Furthermore, we still have the two views of the model: the statistical and machine learning.
Fitting the model in R is a simple extension
(m = lm(Calories ~ Fat + Carb, data = starbucks))
#>
#> Call:
#> lm(formula = Calories ~ Fat + Carb, data = starbucks)
#>
#> Coefficients:
#> (Intercept) Fat Carb
#> 11.36 10.52 4.17
Notice that the coefficient for Fat
has decreased from 12.8 to 10.52 due to the influence of the Carbohydrate component.
lm
is short of linear model; this model is linear in the model coefficients.↩


CopyXMLNode()
Syntax
Result = CopyXMLNode(Node, ParentNode [, PreviousNode])Description
Copies the given XML node and all its contained text and children to a new location. This function can even be used to copy nodes into a different XML tree. For moving a complete node to a new location MoveXMLNode() can be used.
Parameters
Node The node to copy. ParentNode The node into which to insert the new node. To insert the new node at the root of the tree, RootXMLNode() can be used here. PreviousNode (optional) A childnode of 'ParentNode' after which the new node should be inserted. If this value is 0 or not specified, the new node is inserted as the first child of its parent. If this value is -1, the node is inserted as the last child of its parent.
Return value
The new XML node if it was copied successfully or zero if copying was not possible.
Remarks
The following rules must be followed for a successful copying:
- The root node of a tree cannot be copied
- ParentNode may not be of type #PB_XML_Comment or #PB_XML_CData
- PreviousNode must be a direct child of ParentNode (if it is specified)
- If the XML tree already has a main node, only nodes other than #PB_XML_Normal and #PB_XML_CData can be inserted at the root level
See Also
DeleteXMLNode(), MoveXMLNode()
Supported OS
All


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CodePax - Hooks
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