Module Import alias Import alias Import alias identifier Import alias identifier Import alias FunctionDef arguments args NameParam NameParam defaults body Expr Str Expr Str Assign NameStore Call NameLoad NameLoad Assign TupleStore NameStore NameStore TupleLoad AttributeLoad NameLoad attr NameLoad Assign NameStore BinOpMult ListLoad NameLoad NameLoad For NameStore Call NameLoad NameLoad body Assign NameStore Call NameLoad BinOpMult Call NameLoad NameLoad Assign SubscriptStore NameLoad Index NameLoad SubscriptLoad NameLoad Index NameLoad Return NameLoad decorator_list Print Str Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad Str Str Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad Str Str Assign NameStore Call AttributeLoad NameLoad attr Call NameLoad Str Str Assign NameStore Num Assign NameStore Call AttributeLoad NameLoad attr TupleLoad Num NameLoad Print Str For NameStore Call NameLoad NameLoad body Print BinOpAdd BinOpAdd BinOpAdd Str Call NameLoad NameLoad Str Call NameLoad NameLoad Assign NameStore DictComp NameLoad Call NameLoad Call NameLoad NameLoad Call NameLoad SubscriptLoad NameLoad Index NameLoad comprehension NameStore NameLoad Assign NameStore Call NameLoad GeneratorExp SubscriptLoad NameLoad Index NameLoad comprehension NameStore NameLoad Assign NameStore ListComp Call AttributeLoad NameLoad attr NameLoad NameLoad comprehension NameStore Call NameLoad Num Assign NameStore DictComp NameLoad Call AttributeLoad NameLoad attr NameLoad SubscriptLoad NameLoad Index NameLoad comprehension NameStore NameLoad Assign NameStore Call AttributeLoad NameLoad attr TupleLoad Num Num Assign NameStore Call AttributeLoad NameLoad attr TupleLoad Num Num For NameStore NameLoad body AugAssignAdd SubscriptStore NameLoad Index BinOpSub SubscriptLoad NameLoad Index NameLoad Num SubscriptLoad NameLoad Index NameLoad AugAssignAdd SubscriptStore NameLoad Index BinOpSub SubscriptLoad NameLoad Index NameLoad Num Num Assign NameStore BinOpDiv NameLoad NameLoad Assign SubscriptStore NameLoad ExtSlice Slice Index NameLoad Call AttributeLoad NameLoad attr Num Num Print Str Expr Call AttributeLoad NameLoad attr NameLoad Call NameLoad Str Str
N/A N/A random N/A pickle N/A scipy.stats.mstats ssm N/A numpy np N/A bisect sample_wr N/A N/A population k N/A N/A N/A Chooses k random elements (with replacement) from a population N/A from http://code.activestate.com/recipes/273085-sample-with-replacement N/A n N/A len population N/A N/A _random _int N/A N/A random random int N/A result N/A N/A None k N/A i N/A xrange k N/A N/A j N/A _int N/A N/A _random n N/A N/A result N/A i N/A population N/A j N/A result N/A N/A Loading N/A big N/A N/A pickle load N/A open save_a4_1_big.p rb N/A a N/A N/A pickle load N/A open save_a4_1_a.p rb N/A timespread N/A N/A pickle load N/A open save_a4_1_timespread.p rb N/A boot_n 2000 N/A bootdata N/A N/A np zeros N/A 100 boot_n N/A Starting bootstrap calculations N/A n N/A range boot_n N/A N/A N/A N/A N/A iteration  N/A str n  of  N/A str boot_n N/A maxscore_boot N/A key N/A max N/A sample_wr a N/A len N/A big N/A key N/A key big N/A ranked_maxscore_boot N/A sorted N/A N/A maxscore_boot N/A key N/A key maxscore_boot N/A prcentiles_boot N/A N/A N/A ssm scoreatpercentile ranked_maxscore_boot p N/A p N/A range 100 N/A decile_boot N/A key N/A N/A bisect bisect prcentiles_boot N/A maxscore_boot N/A key N/A key big N/A spreads_b N/A N/A np zeros N/A 100 1 N/A counts_b N/A N/A np zeros N/A 100 1 N/A key decile_boot N/A N/A N/A spreads_b N/A N/A N/A decile_boot N/A key 1 N/A timespread N/A key N/A N/A counts_b N/A N/A N/A decile_boot N/A key 1 1 N/A t N/A spreads_b counts_b N/A N/A bootdata N/A N/A N/A n N/A N/A t reshape 1 100 N/A Saving bootstrap data N/A N/A N/A pickle dump bootdata N/A open save_a4_2boot_bootdata.p wb