'NBG': naive_bayes.GaussianNB,
'NBB': naive_bayes.BernoulliNB,
"KNN": neighbors.KNeighborsClassifier,
'ABC': ensemble.AdaBoostClassifier,
'BGC': ensemble.BaggingClassifier,
'GBC': ensemble.GradientBoostingClassifier,
'RFC': ensemble.RandomForestClassifier,
'ETC': ensemble.ExtraTreesClassifier
}[model_id]()
models.append((model, data_set))
algorithms_list.append(model_id)
grid_search = True
## Set params
for model, feature_set in models:
model.set_params(**classifier_utils.find_params(model, feature_set, trainX,
trainY, grid_search))
dates = { #'Dates 1': [
#{'training': ['1993-08-19', '2011-07-08'], 'testing': ['2011-07-11', '2016-04-20']},
#{'training': ['1993-08-19', '2012-07-06'], 'testing': ['2012-07-09', '2016-04-20']},
#{'training': ['1993-08-19', '2013-07-08'], 'testing': ['2013-07-09', '2016-04-20']}]
'Dates 2': [
{
'training': ['1993-08-19', '2000-08-18'],
'testing':
['2000-08-21', '2000-09-21', '2000-08-21', '2001-08-20']
},
{
'training': ['1995-08-18', '2002-08-19'],
'testing':
['2002-08-20', '2002-09-20', '2002-08-20', '2003-08-20']
"KNN":neighbors.KNeighborsClassifier,
'ABC': ensemble.AdaBoostClassifier,
'BGC': ensemble.BaggingClassifier,
'GBC': ensemble.GradientBoostingClassifier,
'RFC': ensemble.RandomForestClassifier,
'ETC': ensemble.ExtraTreesClassifier
}[model_id]()
models.append((model, data_set))
algorithms_list.append(model_id)
grid_search = True
## Set params
for model, feature_set in models:
model.set_params(**classifier_utils.find_params(model, feature_set, trainX, trainY, grid_search))
dates = {#'Dates 1': [
#{'training': ['1993-08-19', '2011-07-08'], 'testing': ['2011-07-11', '2016-04-20']},
#{'training': ['1993-08-19', '2012-07-06'], 'testing': ['2012-07-09', '2016-04-20']},
#{'training': ['1993-08-19', '2013-07-08'], 'testing': ['2013-07-09', '2016-04-20']}]
'Dates 2': [
{'training': ['1993-08-19', '2000-08-18'], 'testing': ['2000-08-21', '2000-09-21', '2000-08-21', '2001-08-20']},
{'training': ['1995-08-18', '2002-08-19'], 'testing': ['2002-08-20', '2002-09-20', '2002-08-20', '2003-08-20']},
# {'training': ['1997-08-19', '2004-08-19'], 'testing': ['2004-08-20', '2004-09-20', '2004-08-20', '2005-08-19']},
# {'training': ['1999-08-19', '2006-08-18'], 'testing': ['2006-08-21', '2006-09-20', '2006-08-21', '2007-08-20']},
# {'training': ['2001-08-17', '2008-08-19'], 'testing': ['2008-08-20', '2008-09-22', '2008-08-20', '2009-08-20']},
# {'training': ['2003-08-19', '2010-08-19'], 'testing': ['2010-08-19', '2010-09-20', '2010-08-19', '2011-08-19']},
# {'training': ['2005-08-19', '2012-08-17'], 'testing': ['2012-08-20', '2012-09-20', '2012-08-20', '2013-08-20']},
{'training': ['2007-08-17', '2015-05-19'], 'testing': ['2015-08-19', '2015-09-21', '2015-05-19', '2016-04-20']}]