diff --git a/stat_tests/stat_test.py b/stat_tests/stat_test.py new file mode 100644 index 0000000..552fb2a --- /dev/null +++ b/stat_tests/stat_test.py @@ -0,0 +1,122 @@ +import pandas as pd +import argparse +import seaborn as sns +import stat_test_utils as stu +import os + +defaultbaseline ="../test_data/V2_500Agents_125StepsSeed1.csv" +defaultpovertythreshold = 1. + +def parse_args(): + """ + The tests can be run using + python stat_test.py + """ + parser = argparse.ArgumentParser() + + parser.add_argument( "--simulation","-s",help="path to simulation output to be evaluated for similarity ", type=str, required=True) + parser.add_argument( "--baseline", "-b", help="Optional. Path to simulation output to be used as baseline", type=str, default=defaultbaseline) + parser.add_argument( "--povertythreshold", "-pt", help="Value for poverty threshold used", type=float,default=defaultpovertythreshold) + + args=parser.parse_args() + return args + + +def load_sim_file(path,*kwargs): + data=[] + if os.path.isfile(path): + try: + data = pd.read_csv(path,*kwargs) + except: + print(f"failed to read {path}") + + else: + print(f"{path} is not a file") + return data + + +def print_stat_test_output(pvalues,properties): + if len(pvalues) != len(properties): + print('mismatch in properties and p values') + else: + for pv, prop in zip(pvalues,properties): + if pv > 0.05: + print(f"Null hypothesis of same parent distribution accepted for {prop} at p = {pv} \n") + else: + print(f"Null hypothesis of same parent distribution rejected for {prop} at p = {pv} \n") + + +def perform_stat_test(simulation_file, baseline_file, povertythreshold): + + print('loading data ...\n') + sim_data = load_sim_file(simulation_file) + base_data = load_sim_file(baseline_file) + + """ + calculate derived properties + (i) poverty + """ + + print("calculating derived properties ...\n") + sim_data["InPoverty"] = sim_data["k_t"] < povertythreshold + base_data["InPoverty"] = base_data["k_t"] < povertythreshold + + + sim_total_steps_in_poverty = sim_data.groupby("AgentID").sum("InPoverty")[["InPoverty"]] + sim_max_consec_steps = sim_data.groupby("AgentID").apply(stu.max_consec) + + base_total_steps_in_poverty = base_data.groupby("AgentID").sum("InPoverty")[["InPoverty"]] + base_max_consec_steps = base_data.groupby("AgentID").apply(stu.max_consec) + + """ + (ii) Technology regime switches + """ + + sim_switches=sim_data.groupby("AgentID").apply(stu.tally_switches) + + base_switches=base_data.groupby("AgentID").apply(stu.tally_switches) + + """ + join derived properties for further analysis + """ + + sim_derived = sim_total_steps_in_poverty.join(sim_max_consec_steps, on="AgentID").join(sim_switches, on="AgentID") + base_derived = base_total_steps_in_poverty.join(base_max_consec_steps, on="AgentID").join(base_switches, on="AgentID") + + + """ + Perform two sample statistical distribution tests on final distributions of simulated properties + """ + print("performing Cramer von Mises wo sample tests ...\n") + #Cramer von mises + cvm_kt_p, cvm_kt_s = stu.CramerVonMises(sim_data,base_data,'k_t',collateSteps=True) + + cvm_total_poverty_p, cvm_total_poverty_s = stu.CramerVonMises(sim_derived,base_derived,'InPoverty') + cvm_consec_poverty_p, cvm_consec_poverty_s = stu.CramerVonMises(sim_derived,base_derived,'MaxConsec') + + cvm_LtoH_p, cvm_LtoH_statistic = stu.CramerVonMises(sim_derived,base_derived,'LtoH') + cvm_HtoL_p, cvm_HtoL_statistic = stu.CramerVonMises(sim_derived,base_derived,'HtoL') + + + """ + Print results. + + TODO: Tie into CI + """ + print_stat_test_output([cvm_kt_p,cvm_total_poverty_p,cvm_consec_poverty_p,cvm_LtoH_p,cvm_HtoL_p],['k_t','total steps in poverty','max consecutive steps in poverty','switches from L to H technology','switches from H to L technology']) + + +def main(): + args = parse_args() + + simulation_file = args.simulation + baseline_file = args.baseline + povertythreshold = args.povertythreshold + + perform_stat_test(simulation_file, baseline_file, povertythreshold) + + +if __name__ == "__main__": + main() + + diff --git a/stat_tests/stat_test_utils.py b/stat_tests/stat_test_utils.py new file mode 100644 index 0000000..663e47a --- /dev/null +++ b/stat_tests/stat_test_utils.py @@ -0,0 +1,65 @@ +# From agent data calculates maximum consecutive number and total number of time steps +# spent below a set threshold for each agent at t_final + +import pandas as pd +import scipy.stats as st + + +def max_consec(values): +# Compare poverty bool of step and previous step; if both are true, raise the consecutive day tally. +# If the running tally is greater than the current maximum, set a new maximum. +# If there were no consecutive days, return 0, otherwise return the maximum (plus one day). + + values.set_index("Step") + tally,maximum=0,0 + for i in range(1,len(values)): + if(values.iloc[i]["InPoverty"] == True) & (values.iloc[i-1]["InPoverty"] == True): + tally+=1 + else: + if tally > maximum: + maximum=tally + tally=0 + #Incase some one was in proverty till the end, do a check at the end for maximum days (niche case) + if tally > maximum: + maximum=tally + if maximum > 0: + return pd.Series({"MaxConsec":maximum+1}) + return pd.Series({"MaxConsec":0}) + + + +def tally_switches(values): +# Compare technology of step and previous step; if equal, pass to the next step. +# If unequal, add 1 to the Low to High tally if the previous value was "L" or +# 1 to the High to Low tally if the previous value was not "L". Return the tallies. + values.set_index("Step") + LtoHtally,HtoLtally=0,0 + for i in range(1,len(values)): + if values.iloc[i]["technology"]==values.iloc[i-1]["technology"]: + pass + elif values.iloc[i-1]["technology"]=="L": + LtoHtally+=1 + else: + HtoLtally+=1 + + return pd.Series({"LtoH":LtoHtally,"HtoL":HtoLtally}) + + + +def CramerVonMises(sim,base,prop,collateSteps=False): + if collateSteps == True: + maxStepSim = max(sim["Step"]) + maxStepBase = max(base["Step"]) + simProp = sim[sim['Step']==maxStepSim][prop] + baseProp = base[base['Step']==maxStepBase][prop] + else: + simProp = sim[prop] + baseProp = base[prop] + + cvm = st.cramervonmises_2samp(simProp,baseProp) + return cvm.pvalue, cvm.statistic + + + + + diff --git a/test_data/V2_500Agents_125Steps.csv b/test_data/V2_500Agents_125Steps.csv new file mode 100644 index 0000000..8b2ff0f --- /dev/null +++ b/test_data/V2_500Agents_125Steps.csv @@ -0,0 +1,63001 @@ +Step,AgentID,k_t,income,H,consumption,lamda,alpha,technology 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