Source code for statease.factor

[docs]class Factor: """Factor The Factor class holds information about an individual Factor in Stat-Ease 360. Instances of this class are typically created by :func:`statease.client.SEClient.get_factor` Attributes: name (str): the name of the factor units (str): the units of the factor values (tuple): the values of the factor, in run order low (str, **read only**): the actual low that corresponds to the *coded* low (this is usually, but not necessarily, the minimum observed value) high (str, **read only**): the actual high that corresponds to the *coded* high (this is usually, but not necessarily, the maximum observed value) coded_low (str, **read only**): the coded low value, typically -1 or 0 coded_high (str, **read only**): the coded high value, typically 1 """ def __init__(self, client, name): self._client = client self._name = name result = self._client.send_payload({ "method": "GET", "uri": "design/factor/" + self._name, }) # overwrite the user entered name with the properly capitalized one self._name = result['payload'].get('name', self.name) self._units = result['payload'].get('units', '') self._values = tuple(result['payload'].get('values', [])) self._coded_low = result['payload'].get('coded_low', -1) self._coded_high = result['payload'].get('coded_high', 1) self._actual_low = result['payload'].get('actual_low', -1) self._actual_high = result['payload'].get('actual_high', 1) self._is_categorical = result['payload'].get('is_categorical',None) self._coded_values = tuple(result['payload'].get('coded_values', [])) if (self._is_categorical): # Convert inner nested lists to tuples for efficiency self._coded_values = tuple([ tuple(sublist) if sublist is not None else None for sublist in self._coded_values]) def __str__(self): return 'name: "{}"\nunits: "{}"\ncoded low: {} <-> {}\ncoded high: {} <-> {}\nis_categorical: {}'.format( self._name, self._units, self._actual_low, self._coded_low, self._actual_high, self._coded_high, self._is_categorical ) @property def name(self): return self._name @property def units(self): return self._units @property def coded_high(self): return self._coded_high @property def coded_low(self): return self._coded_low @property def low(self): return self._actual_low @property def high(self): return self._actual_high @property def actual_low(self): return self._actual_low @property def actual_high(self): return self._actual_high @property def values(self): """Get or set the factor values. When setting the factor values, you may use either a list or a dictionary. If fewer values are assigned than there are rows in the design, they will be filled in starting with first row. If a dictionary is used, it must use integers as keys, and it will fill factor values in rows indexed by the dictionary keys. The indices are 0-based, so the first row is index 0, the second index 1, and so on. :Example: >>> # sets the first 4 rows to a list of values >>> factor.values = [.1, .2, .3, .4] >>> # sets the 7th through 10th rows to specific values >>> factor.values = { 6: .1, 7: .2, 8: .3, 9: .4 } >>> # sets the 6th run to a specific value >>> factor.values = { 5: .8 } """ return self._values @values.setter def values(self, factor_values): result = self.post("set", {"factor_values": factor_values }) self._values = tuple(result['payload']['values']) self._coded_values = tuple(result['payload']['coded_values']) self._coded_high = result['payload'].get('coded_high', 1) self._coded_low = result['payload'].get('coded_low', -1) self._actual_low = result['payload'].get('actual_low', -1) self._actual_high = result['payload'].get('actual_high', 1) @property def coded_values(self): """Get the coded factor values in the current coding. :Example: >>> # get a list of the coded values >>> xc = factor.coded_values """ return self._coded_values
[docs] def is_categorical(self): """Test for categorical factor type. :Example: >>> # get a list of the coded values >>> # values if the factor is categorical >>> x = [] >>> if (factor.is_categorical): >>> x = factor.coded_values >>> else: # Factor is not categorical >>> x = factor.values """ return self._is_categorical
def post(self, endpoint, payload): return self._client.send_payload({ "method": "POST", "uri": "design/factor/{}/{}".format(self._name, endpoint), **payload, })