Class: Daru::DateTimeIndex

Inherits:
Index show all
Includes:
Enumerable
Defined in:
lib/daru/date_time/index.rb

Constant Summary collapse

Helper = 
DateTimeIndexHelper

Instance Attribute Summary collapse

Attributes inherited from Index

#name, #relation_hash

Class Method Summary collapse

Instance Method Summary collapse

Methods inherited from Index

#&, __new__, #add, #at, coerce, #conform, inherited, #is_values, #key, new, #reorder, #sort, #subset_slice, #to_df, #|

Constructor Details

#initialize(data, opts = {freq: nil}) ⇒ DateTimeIndex

Create a DateTimeIndex with or without a frequency in data. The constructor should be used for creating DateTimeIndex by directly passing in DateTime objects or date-like strings, typically in cases where values with frequency are not needed.

Examples:

Usage of DateTimeIndex constructor

index = Daru::DateTimeIndex.new(
  [DateTime.new(2012,4,5), DateTime.new(2012,4,6),
   DateTime.new(2012,4,7), DateTime.new(2012,4,8)])
#=>#<DateTimeIndex:84232240 offset=nil periods=4 data=[2012-04-05T00:00:00+00:00...2012-04-08T00:00:00+00:00]>

index = Daru::DateTimeIndex.new([
  DateTime.new(2012,4,5), DateTime.new(2012,4,6), DateTime.new(2012,4,7),
  DateTime.new(2012,4,8), DateTime.new(2012,4,9), DateTime.new(2012,4,10),
  DateTime.new(2012,4,11), DateTime.new(2012,4,12)], freq: :infer)
#=>#<DateTimeIndex:84198340 offset=D periods=8 data=[2012-04-05T00:00:00+00:00...2012-04-12T00:00:00+00:00]>

Parameters:

  • data (Array<String>, Array<DateTime>) —

    Array of date-like Strings or actual DateTime objects for creating the DateTimeIndex.

  • opts (Hash) (defaults to: {freq: nil}) —

    Hash of options for configuring index.

Options Hash (opts):

  • freq (Symbol, NilClass, String, Daru::DateOffset, Daru::Offsets::*) —

    Option for specifying the frequency of data, if applicable. If ‘:infer` is passed to this option, daru will try to infer the frequency of the data by itself.



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# File 'lib/daru/date_time/index.rb', line 256

def initialize data, opts={freq: nil}
  super data
  Helper.possibly_convert_to_date_time data

  @offset =
    case opts[:freq]
    when :infer then Helper.infer_offset(data)
    when  nil   then nil
    else  Helper.offset_from_frequency(opts[:freq])
    end

  @frequency = @offset ? @offset.freq_string : nil
  @data      = data.each_with_index.to_a.sort_by(&:first)

  @periods = data.size
end

Instance Attribute Details

#frequency ⇒ Object (readonly)

Returns the value of attribute frequency.



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# File 'lib/daru/date_time/index.rb', line 230

def frequency
  @frequency
end

#keys ⇒ Object (readonly)

Returns the value of attribute keys.



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# File 'lib/daru/date_time/index.rb', line 230

def keys
  @keys
end

#offset ⇒ Object (readonly)

Returns the value of attribute offset.



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# File 'lib/daru/date_time/index.rb', line 230

def offset
  @offset
end

#periods ⇒ Object (readonly)

Returns the value of attribute periods.



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# File 'lib/daru/date_time/index.rb', line 230

def periods
  @periods
end

Class Method Details

._load(data) ⇒ Object 



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# File 'lib/daru/date_time/index.rb', line 477

def self._load data
  h = Marshal.load data

  Daru::DateTimeIndex.new(h[:data], freq: h[:freq])
end

.date_range(opts = {}) ⇒ DateTimeIndex

Create a date range by specifying the start, end, periods and frequency of the data.

Notes

If you specify :start and :end options as strings, they can be complete or partial dates and daru will intelligently infer the date from the string directly. However, note that the date-like string must be in the format ‘YYYY-MM-DD HH:MM:SS`.

The string aliases supported by the :freq option are as follows:

  • ‘S’ - seconds

  • ‘M’ - minutes

  • ‘H’ - hours

  • ‘D’ - days

  • ‘W’ - Week (default) anchored on sunday

  • ‘W-SUN’ - Same as ‘W’

  • ‘W-MON’ - Week anchored on monday

  • ‘W-TUE’ - Week anchored on tuesday

  • ‘W-WED’ - Week anchored on wednesday

  • ‘W-THU’ - Week anchored on thursday

  • ‘W-FRI’ - Week anchored on friday

  • ‘W-SAT’ - Week anchored on saturday

  • ‘MONTH’ - Month

  • ‘YEAR’ - One year

  • ‘MB’ - month begin

  • ‘ME’ - month end

  • ‘YB’ - year begin

  • ‘YE’ - year end

Multiples of these can also be specified. For example ‘2S’ for 2 seconds or ‘2ME’ for two month end offsets.

Currently the precision of DateTimeIndex is upto seconds only, though this will improve in the future.

Examples:

Creating date ranges

Daru::DateTimeIndex.date_range(
  :start => DateTime.new(2014,5,1),
  :end   => DateTime.new(2014,5,2), :freq => '6H')
#=>#<DateTimeIndex:83600130 offset=H periods=5 data=[2014-05-01T00:00:00+00:00...2014-05-02T00:00:00+00:00]>

Daru::DateTimeIndex.date_range(
  :start => '2012-5-2', :periods => 50, :freq => 'ME')
#=> #<DateTimeIndex:83549940 offset=ME periods=50 data=[2012-05-31T00:00:00+00:00...2016-06-30T00:00:00+00:00]>

Parameters:

  • opts (Hash) (defaults to: {}) —

    Options hash to create the date range with

Options Hash (opts):

  • :start (String, DateTime) —

    A DateTime object or date-like string that defines the start of the date range.

  • :end (String, DateTime) —

    A DateTime object or date-like string that defines the end of the date range.

  • :freq (String, Daru::DateOffset, Daru::Offsets::*) — default: 'D' —

    The interval between each date in the index. This can either be a string specifying the frequency (i.e. one of the frequency aliases) or an offset object.

  • :periods (Integer) —

    The number of periods that should go into this index. Takes precedence over ‘:end`.

Returns:

  • (DateTimeIndex) —

    DateTimeIndex object of the specified parameters.



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# File 'lib/daru/date_time/index.rb', line 336

def self.date_range opts={}
  start  = Helper.coerce_date opts[:start]
  en     = Helper.coerce_date opts[:end]
  Helper.verify_start_and_end(start, en) unless en.nil?
  offset = Helper.offset_from_frequency opts[:freq]
  data   = Helper.generate_data start, en, offset, opts[:periods]

  DateTimeIndex.new(data, freq: offset)
end

.try_create(source) ⇒ Object 



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# File 'lib/daru/date_time/index.rb', line 218

def self.try_create(source)
  if source && ArrayHelper.array_of?(source, ::DateTime)
    new(source, freq: :infer)
  else
    nil
  end
end

Instance Method Details

#==(other) ⇒ Object 



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# File 'lib/daru/date_time/index.rb', line 418

def == other
  to_a == other.to_a
end

#[](*key) ⇒ Object

Retreive a slice or a an individual index number from the index.

Parameters:

  • key (String, DateTime) —

    Specify a date partially (as a String) or completely to retrieve.



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# File 'lib/daru/date_time/index.rb', line 350

def [] *key
  return slice(*key) if key.size != 1
  key = key[0]
  case key
  when Numeric
    key
  when DateTime
    Helper.find_index_of_date(@data, key)
  when Range
    # FIXME: get_by_range is suspiciously close to just #slice,
    #   but one of specs fails when replacing it with just slice
    get_by_range(key.first, key.last)
  else
    raise ArgumentError, "Key #{key} is out of bounds" if
      Helper.key_out_of_bounds?(key, @data)

    slice(*Helper.find_date_string_bounds(key))
  end
end

#_dump(_depth) ⇒ Object

:nocov:



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# File 'lib/daru/date_time/index.rb', line 473

def _dump(_depth)
  Marshal.dump(data: to_a, freq: @offset)
end

#day ⇒ Array<Integer>

Returns Array containing day of each index.

Returns:

  • (Array<Integer>) —

    Array containing day of each index.



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# File 'lib/daru/date_time/index.rb', line 496

%i[year month day hour min sec].each do |meth|
  define_method(meth) do
    each_with_object([]) do |d, arr|
      arr << d.send(meth)
    end
  end
end

#dup ⇒ Object

Custom dup method for DateTimeIndex



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# File 'lib/daru/date_time/index.rb', line 274

def dup
  Daru::DateTimeIndex.new(@data.transpose[0], freq: @offset)
end

#each(&block) ⇒ Object 



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# File 'lib/daru/date_time/index.rb', line 226

def each(&block)
  to_a.each(&block)
end

#empty? ⇒ Boolean

Return true if the DateTimeIndex is empty.

Returns:

  • (Boolean) 


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# File 'lib/daru/date_time/index.rb', line 519

def empty?
  @data.empty?
end

#hour ⇒ Array<Integer>

Returns Array containing hour of each index.

Returns:

  • (Array<Integer>) —

    Array containing hour of each index.



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# File 'lib/daru/date_time/index.rb', line 496

%i[year month day hour min sec].each do |meth|
  define_method(meth) do
    each_with_object([]) do |d, arr|
      arr << d.send(meth)
    end
  end
end

#include?(date_time) ⇒ Boolean

Check if a date exists in the index. Will be inferred from string in case you pass a string. Recommened specifying the full date as a DateTime object.

Returns:

  • (Boolean) 


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# File 'lib/daru/date_time/index.rb', line 506

def include? date_time
  return false unless date_time.is_a?(String) || date_time.is_a?(DateTime)

  if date_time.is_a?(String)
    date_precision = Helper.determine_date_precision_of date_time
    date_time = Helper.date_time_from date_time, date_precision
  end

  result, = @data.bsearch { |d| d[0] >= date_time }
  result && result == date_time
end

#inspect ⇒ Object 



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# File 'lib/daru/date_time/index.rb', line 422

def inspect
  meta = [@periods, @frequency ? "frequency=#{@frequency}" : nil].compact.join(', ')
  return "#<#{self.class}(#{meta})>" if @data.empty?
  "#<#{self.class}(#{meta}) " \
     "#{@data.first[0]}...#{@data.last[0]}>"
end

#lag(distance) ⇒ DateTimeIndex

Shift all dates in the index to the past. The dates are shifted by the same amount as that specified in the offset.

Parameters:

  • distance (Integer, Daru::DateOffset, Daru::Offsets::*) —

    Integer or Daru::DateOffset. Distance by which each date should be shifted. Passing an offset object to #lag will offset each data point by the offset value. Passing a positive integer will offset each data point by the same offset that it was created with.

Returns:



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# File 'lib/daru/date_time/index.rb', line 465

def lag distance
  distance.is_a?(Integer) && distance < 0 and
    raise IndexError, "Distance #{distance} cannot be negative"

  _shift(-distance)
end

#min ⇒ Array<Integer>

Returns Array containing minutes of each index.

Returns:

  • (Array<Integer>) —

    Array containing minutes of each index.



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# File 'lib/daru/date_time/index.rb', line 496

%i[year month day hour min sec].each do |meth|
  define_method(meth) do
    each_with_object([]) do |d, arr|
      arr << d.send(meth)
    end
  end
end

#month ⇒ Array<Integer>

Returns Array containing month of each index.

Returns:

  • (Array<Integer>) —

    Array containing month of each index.



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# File 'lib/daru/date_time/index.rb', line 496

%i[year month day hour min sec].each do |meth|
  define_method(meth) do
    each_with_object([]) do |d, arr|
      arr << d.send(meth)
    end
  end
end

#pos(*args) ⇒ Object 



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# File 'lib/daru/date_time/index.rb', line 370

def pos *args
  # to filled
  out = self[*args]
  return out if out.is_a? Numeric
  out.map { |date| self[date] }
end

#sec ⇒ Array<Integer>

Returns Array containing seconds of each index.

Returns:

  • (Array<Integer>) —

    Array containing seconds of each index.



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# File 'lib/daru/date_time/index.rb', line 496

%i[year month day hour min sec].each do |meth|
  define_method(meth) do
    each_with_object([]) do |d, arr|
      arr << d.send(meth)
    end
  end
end

#shift(distance) ⇒ DateTimeIndex

Shift all dates in the index by a positive number in the future. The dates are shifted by the same amount as that specified in the offset.

Examples:

Using the shift method

index = Daru::DateTimeIndex.date_range(
  :start => '2012', :periods => 10, :freq => 'YEAR')

# Passing a offset to shift
index.shift(Daru::Offsets::Hour.new(3))
#=>#<DateTimeIndex:84038960 offset=nil periods=10 data=[2012-01-01T03:00:00+00:00...2021-01-01T03:00:00+00:00]>

# Pass an integer to shift
index.shift(4)
#=>#<DateTimeIndex:83979630 offset=YEAR periods=10 data=[2016-01-01T00:00:00+00:00...2025-01-01T00:00:00+00:00]>

Parameters:

  • distance (Integer, Daru::DateOffset, Daru::Offsets::*) —

    Distance by which each date should be shifted. Passing an offset object to #shift will offset each data point by the offset value. Passing a positive integer will offset each data point by the same offset that it was created with.

Returns:

  • (DateTimeIndex) —

    Returns a new, shifted DateTimeIndex object.



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# File 'lib/daru/date_time/index.rb', line 449

def shift distance
  distance.is_a?(Integer) && distance < 0 and
    raise IndexError, "Distance #{distance} cannot be negative"

  _shift(distance)
end

#size ⇒ Object

Size of index.



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# File 'lib/daru/date_time/index.rb', line 414

def size
  @periods
end

#slice(first, last) ⇒ Object

Retrive a slice of the index by specifying first and last members of the slice.

Parameters:

  • first (String, DateTime) —

    Start of the slice as a string or DateTime.

  • last (String, DateTime) —

    End of the slice as a string or DateTime.



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# File 'lib/daru/date_time/index.rb', line 392

def slice first, last
  if first.is_a?(Integer) && last.is_a?(Integer)
    DateTimeIndex.new(to_a[first..last], freq: @offset)
  else
    first = Helper.find_date_string_bounds(first)[0] if first.is_a?(String)
    last  = Helper.find_date_string_bounds(last)[1] if last.is_a?(String)

    slice_between_dates first, last
  end
end

#subset(*args) ⇒ Object 



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# File 'lib/daru/date_time/index.rb', line 377

def subset *args
  self[*args]
end

#to_a ⇒ Array<DateTime>

Return the DateTimeIndex as an Array of DateTime objects.

Returns:

  • (Array<DateTime>) —

    Array of containing DateTimes.



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# File 'lib/daru/date_time/index.rb', line 405

def to_a
  if @offset
    @data
  else
    @data.sort_by(&:last)
  end.transpose.first || []
end

#valid?(*args) ⇒ Boolean

Returns:

  • (Boolean) 


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# File 'lib/daru/date_time/index.rb', line 381

def valid? *args
  self[*args]
  true
rescue IndexError
  false
end

#year ⇒ Array<Integer>

Returns Array containing year of each index.

Returns:

  • (Array<Integer>) —

    Array containing year of each index.



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# File 'lib/daru/date_time/index.rb', line 496

%i[year month day hour min sec].each do |meth|
  define_method(meth) do
    each_with_object([]) do |d, arr|
      arr << d.send(meth)
    end
  end
end