Created
April 28, 2020 00:44
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Sample for Tea API V1
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# Declare Variables, Design, Assumptions, and Hypothesis at the time of construction | |
import tea | |
file_path = "./datasets/UScrime.csv" | |
variables = [{ | |
'name': 'Class', | |
'data type': 'ordinal', | |
'categories': ['0', '1', '2'] | |
}, | |
{ | |
'name': 'Score', | |
'data type': 'numeric' | |
}] | |
design = { | |
'study type': 'experiment', | |
'independent variable': 'Class', | |
'dependent variable': 'Score' | |
} | |
tea_obj = tea.Tea(vars, design, hypothesis="Score~Class") # No Assumptions | |
tea_obj.load_data(file_path) | |
# Can also add Variables, Design, Assumptions, and Hypotheses incrementally | |
tea_obj = tea.Tea() | |
tea_obj.load_data(file_path) | |
vars_obj = tea.define_variables(variables) | |
design_obj = tea.define_study_design(design, variables) | |
hypo_obj = tea_obj.hypothesize("Score~Class") | |
# No Assumptions |
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