When you run an OpenFisca simulation to compute a variable, you need to define the period of interest for this variable.
OpenFisca gives you a convenient string syntax to define periods.
The general structure is unit:instant:quantity
(see the definition of a period). Some of the structure can be omitted.
The main valid period formats are referenced in this table:
Period format |
Period type |
Example |
Represents |
Disambiguation |
---|---|---|---|---|
|
Calendar year |
|
The year 2010. |
From the 1st of January 2010 to the 31st of December 2010, inclusive. |
|
Month |
|
The month of April 2010. |
From the 1st of April 2010 to the 30th of April 2010, inclusive. |
|
Day |
|
The day of April 6th 2010. |
The whole day of the 6th of April 2010. |
|
Rolling year |
|
The 1 year period starting in April 2010. |
From the 1st of April 2010 to the 31st of March 2011, inclusive |
|
N years |
|
The years 2010, 2011 and 2012. |
From the 1st of January 2010 to the 31st of December 2012, inclusive. |
|
N rolling years |
|
The three years period starting in April 2010. |
From the 1st of April 2010 to the 31st of March 2013, inclusive. |
|
N months |
|
The three months from April to June 2010. |
From the 1st of April 2010 to the 30th of June 2010, inclusive. |
|
N months |
|
The three months from mid April to mid July 2010. |
From the April 15th 2010 to the 14th of July 2010, inclusive. |
|
N days |
|
The first 15 days of April 2010. |
From the 1st of April 2010 to the 15th of April 2010, inclusive. |
|
Forever |
|
All of time. |
All past, present and future day, month or year. |
The starting instant can be shortened to a month or a year. Then, OpenFisca will implicitly use the first day of the first month.
Internally, periods come from
openfisca_core.periods
and are stored as:
a unit (
DAY
,MONTH
,YEAR
)a starting
Instant
a quantity of units.
As an example, here is how to calculate a housing_allowance
on a given month:
simulation.calculate('housing_allowance', '2019-05')
This is equivalent to this more precise variant:
simulation.calculate('housing_allowance', 'month:2019-05-01:1')
With OpenFisca you can calculate variables such as salary
that can change over time. You can also evaluate the impact of this salary
on the income_tax
.
These variables can evolve through time at a different periodicity. Here for example, salary
changes from month to month while the income_tax
is calculated on a yearly basis.
Therefore, all OpenFisca variables have a definition_period
attribute:
definition_period = DAY
: The variable may have a different value each day.
definition_period = MONTH
: The variable may have a different value each month. For example, the salary of a person. When formula
is executed, the parameter period
will always be a whole month. Trying to compute salary
with a period that is not a month will raise an error before entering formula
.
definition_period = YEAR
: The variable is defined for a year or it has always the same value every months of a year. For example, if taxes are to be paid yearly, the corresponding variable is yearly. When formula
is executed, the parameter period
will always be a whole year (from January 1st to December 31th).
definition_period = ETERNITY
: The value of the variable is constant. For example, the date of birth of a person never changes. period
is still the 2nd parameter of formula
. However when formula
is executed, the parameter period
can be anything and it should not be used.
...
class salary(Variable):
value_type = float
entity = Person
label = u"Salary for a month"
definition_period = MONTH
def formula(person, period):
...
Each formula calculates the value of a variable for a period the size of the given definition period. This period is always the second argument of the formulas.
definition_period
¶Calling a formula with a period that is incompatible with the attribute definition_period
will cause an error. For instance, if we assume that a person salary
is paid monthly:
class taxes(Variable):
value_type = float
entity = Person
label = u"Taxes for a whole year"
definition_period = YEAR
def formula(person, period): # period is a year because definition_period = YEAR
salary_past_year = person('salary', period) # salary is a monthly variable. This will cause an error.
...
However, sometimes, we do need to estimate a variable for a different period than the one it is defined for.
We may for example want to get the sum of the salaries perceived on the past year, or the past 3 months. The option ADD
tells OpenFisca to split the period into months, compute the variable for each month and sum up the results:
class taxes(Variable):
value_type = float
entity = Person
label = "Taxes for a whole year"
definition_period = YEAR
def formula(person, period): # period is a year because definition_period = YEAR
salary_last_year = person('salary', period, options = [ADD])
...
The option DIVIDE
allows you to do the opposite: evaluating a quantity for a month while the variable is defined for a year. OpenFisca computes the variable for the whole year that contains the specified month and then divides the result by 12.
class salary_net_of_taxes(Variable):
value_type = float
entity = Person
label = u"Monthly salary, net of taxes"
definition_period = MONTH
def formula(person, period): # period is a month because definition_period = MONTH
# The variable taxes is computed on a year, monthly_taxes equals the 12th of that result
monthly_taxes = person('taxes', period, options = [DIVIDE])
# salary is a monthly variable, period is a month: no option is required
salary = person('salary', period)
return salary - monthly_taxes
It happens that the formula to calculate a variable at a given period needs the value of another variable for another period. Usually, the second period is defined relatively to the first one (previous month, last three month, current year).
For instance, we want to compute an unemployment benefit that equals half of last year’s salary, if the person had no income for the past 3 months.
class unemployment_benefit(Variable):
value_type = float
entity = Person
label = u"Unemployment benefit"
definition_period = MONTH
def formula(person, period):
salary_last_3_months = person('salary', period.last_3_months)
salary_last_year = person('salary', period.last_year)
is_unemployed = (salary_last_3_months == 0)
return 0.5 * salary_last_year * is_unemployed
You can generate any period with the following properties and methods:
Period |
Meaning |
---|---|
|
First month-length period that includes the start of |
|
Month preceding |
|
First year-length period that includes the start of |
|
Year preceding |
|
2 years before |
|
The three-month period preceding |
|
|
|
|
|
Year-long period starting a the same time than |
|
Month-long period starting a the same time than |
|
n-year-long period starting a the same time than |
|
n-month-long period starting a the same time than |
You can find more information on the Period
object in the reference documentation.
definition_period
¶By default, when you provide a simulation input, you won’t be able to set a variable value for a period that doesn’t match its definition_period
.
For instance, if the definition_period
of salary
is MONTH
, and you input a value for salary
for 2015
or more than one month, an error will be raised.
It is however possible to define an automatic behaviour to cast yearly inputs into monthly values. To do this, add a set_input
class attribute to a variable.
set_input = set_input_divide_by_period
: the 12 months are set equal to 1/12th of the input value,
set_input = set_input_dispatch_by_period
: the 12 months are set equal to input value.
For instance, let’s slightly modify the code of salary
:
class salary(Variable):
value_type = float
entity = Person
label = u"Salary for a month"
definition_period = MONTH
set_input = set_input_divide_by_period
def formula(person, period):
...
We can now provide an input for 2015
for salary
: no error will be raised, and the value will be automatically split between the 12 months of 2015
.
This example sets 3 years salaries for two persons and calculates how much they get for one month:
# Each person earned 60,000 between 2014 and 2016
simulation.set_input('salary', 'year:2014:3', [60000.0, 60000.0])
one_month_salaries = simulation.calculate('salary', '2014-01')
print(one_month_salaries) # prints [1666.6666 1666.6666]
This syntax is also available in YAML tests:
- name: Income tax over time
period: 2016-01
input:
salary:
year:2014:3: 100000 # This person earned 100,000 between 2014 and 2016
output:
income_tax:
2014-01: 388.8889
2015-01: 416.6667 # The income tax rate changes in 2015
2016-01: 416.6667
2017-01: 0 # The salary is not set for this period and defaults to 0