Module Expr Str ImportFrom alias ImportFrom alias ImportFrom alias Import alias identifier ImportFrom alias alias alias Import alias identifier Import alias identifier Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assign NameStore Call NameLoad AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Assign SubscriptStore NameLoad Index Str Num Assign NameStore Call NameLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr Expr Call NameLoad Call AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr Expr Call NameLoad Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Expr Call NameLoad Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad keyword Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assign NameStore Call AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr Expr Call NameLoad AttributeLoad NameLoad attr Expr Call NameLoad Call AttributeLoad NameLoad attr Import alias identifier ImportFrom alias Import alias identifier FunctionDef arguments args NameParam NameParam defaults Num body Expr Str ImportFrom alias Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index Str Assign SubscriptStore AttributeLoad NameLoad attr Index Str Num Expr Call AttributeLoad NameLoad attr keyword TupleLoad Num Num Assign NameStore Call AttributeLoad NameLoad attr BinOpAdd NameLoad Num Assign NameStore Call AttributeLoad NameLoad attr Lambda arguments args NameParam defaults Call NameLoad NameLoad keyword NameLoad Num NameLoad Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index Num For NameStore Call NameLoad NameLoad body Assign NameStore Call AttributeLoad NameLoad attr NameLoad Num BinOpAdd NameLoad Num Expr Call AttributeLoad NameLoad attr NameLoad ListLoad Num SubscriptLoad NameLoad ExtSlice Slice Index NameLoad Expr Call AttributeLoad NameLoad attr Num keyword Str Expr Call AttributeLoad NameLoad attr ListLoad Num Num Expr Call AttributeLoad NameLoad attr ListLoad Num BinOpAdd SubscriptLoad NameLoad Index Num Num Assign SubscriptStore AttributeLoad NameLoad attr Index Str NameLoad decorator_list Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr ListComp Call AttributeLoad NameLoad attr Call NameLoad Call NameLoad NameLoad BinOpMult Call NameLoad NameLoad Num Num comprehension TupleStore NameStore NameStore Call NameLoad Call AttributeLoad NameLoad attr Str Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr ExtSlice Slice Index ListLoad Str Str Str Expr Call AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr attr Expr Call NameLoad AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword Str Expr Call NameLoad Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Num Expr Call NameLoad Call AttributeLoad NameLoad attr Expr Call NameLoad Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Num Expr Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Expr Call NameLoad Call AttributeLoad NameLoad attr Str Str Expr Str Import alias identifier Import alias identifier ImportFrom alias Assign NameStore Call AttributeLoad NameLoad attr ListLoad Num Num Assign NameStore Call AttributeLoad NameLoad attr ListLoad Num Num Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index TupleLoad Num UnaryOpUSub NameLoad Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index TupleLoad Num NameLoad Assign NameStore Num Assign NameStore Call NameLoad NameLoad NameLoad NameLoad Expr Call AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad AttributeLoad AttributeLoad NameLoad attr attr attr Str keyword NameLoad Assign NameStore Call NameLoad NameLoad keyword NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad keyword Str Expr Call AttributeLoad NameLoad attr
N/A N/A Examples using Pandas

 __future__ print_function statsmodels.compat.python zip datetime datetime N/A numpy np pandas DataFrame Series datetools N/A statsmodels.api sm N/A statsmodels.tsa.api tsa N/A data N/A N/A N/A N/A sm datasets stackloss load N/A X N/A DataFrame N/A data exog columns N/A data exog_name N/A N/A X N/A intercept 1.0 N/A Y N/A Series N/A data endog N/A model N/A N/A sm OLS Y X N/A results N/A N/A model fit N/A N/A print N/A N/A results summary N/A N/A print N/A results params N/A N/A print N/A N/A results cov_params N/A infl N/A N/A results get_influence N/A N/A print N/A N/A infl summary_table N/A huber_t N/A N/A sm RLM Y X M N/A N/A N/A N/A sm robust norms HuberT N/A hub_results N/A N/A huber_t fit N/A N/A print N/A hub_results params N/A N/A print N/A hub_results bcov_scaled N/A N/A print N/A N/A hub_results summary N/A matplotlib.pyplot plt matplotlib cm N/A matplotlib mpl plot_acf_multiple N/A N/A ys lags N/A 20 N/A N/A statsmodels.tsa.stattools acf N/A old_size N/A N/A mpl rcParams N/A font.size N/A N/A N/A mpl rcParams N/A font.size 8 N/A N/A N/A plt figure figsize N/A 10 10 N/A xs N/A N/A np arange N/A lags 1 N/A acorr N/A N/A np apply_along_axis N/A N/A N/A x N/A N/A acf x nlags lags 0 ys N/A k N/A N/A acorr shape N/A 1 N/A i N/A range k N/A N/A ax N/A N/A plt subplot k 1 N/A i 1 N/A N/A N/A ax vlines xs N/A 0 N/A acorr N/A N/A N/A i N/A N/A N/A ax axhline 0 color k N/A N/A N/A ax set_ylim N/A -1 1 N/A N/A N/A ax set_xlim N/A -1 N/A N/A xs N/A -1 1 N/A N/A N/A mpl rcParams N/A font.size old_size N/A N/A data N/A N/A N/A N/A sm datasets macrodata load N/A mdata N/A data data N/A df N/A N/A DataFrame from_records mdata N/A quarter_end N/A N/A datetools BQuarterEnd N/A N/A df index N/A N/A N/A quarter_end rollforward N/A datetime N/A int y N/A N/A int q 3 1 N/A N/A y q N/A zip N/A N/A df pop year N/A N/A df pop quarter N/A logged N/A N/A np log N/A N/A df ix N/A N/A N/A N/A m1 realgdp cpi N/A N/A N/A logged plot subplots True N/A log_difference N/A N/A N/A N/A logged diff dropna N/A N/A plot_acf_multiple N/A log_difference values N/A model N/A N/A tsa VAR log_difference freq D N/A N/A print N/A N/A model select_order N/A res N/A N/A model fit 2 N/A N/A print N/A N/A res summary N/A N/A print N/A N/A res is_stable N/A irf N/A N/A res irf 20 N/A N/A N/A irf plot N/A fevd N/A N/A res fevd N/A N/A N/A fevd plot N/A N/A print N/A N/A res test_causality m1 realgdp N/A 
Traceback (most recent call last):
  File "E:\Josef\eclipsegworkspace\statsmodels-git\statsmodels-josef\scikits\statsmodels\examples\ex_pandas.py", line 100, in <module>
    print res.test_normality()
  File "e:\josef\eclipsegworkspace\statsmodels-git\statsmodels-all\scikits\statsmodels	saector_arar_model.py", line 1456, in test_normality
    summ = output.normality_summary(results)
  File "e:\josef\eclipsegworkspace\statsmodels-git\statsmodels-all\scikits\statsmodels	saector_ar\output.py", line 182, in normality_summary
    return hypothesis_test_table(results, title, null_hyp)
  File "e:\josef\eclipsegworkspace\statsmodels-git\statsmodels-all\scikits\statsmodels	saector_ar\output.py", line 190, in hypothesis_test_table
    results['crit_value'],
KeyError: 'crit_value'
 N/A numpy np N/A statsmodels.api sm statsmodels.tsa.arima_process arma_generate_sample N/A arparams N/A N/A np array N/A 0.75 -0.25 N/A maparams N/A N/A np array N/A 0.65 0.35 N/A arparams N/A N/A np r_ N/A N/A 1 N/A arparams N/A maparam N/A N/A np r_ N/A N/A 1 maparams N/A nobs 250 N/A y N/A arma_generate_sample arparams maparams nobs N/A N/A N/A plt figure N/A N/A N/A plt plot y N/A dates N/A N/A N/A N/A sm tsa datetools dates_from_range 1980m1 length nobs N/A y N/A Series y index dates N/A arma_mod N/A N/A N/A sm tsa ARMA y freq M N/A N/A N/A plt show