Module Import alias ImportFrom alias Import alias ImportFrom alias Import alias identifier ImportFrom alias alias FunctionDef arguments args NameParam defaults body Expr Str Assign NameStore Call AttributeLoad BinOpAdd AttributeLoad NameLoad attr Str attr keyword Str AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore UnaryOpUSub AttributeLoad Call AttributeLoad NameLoad attr ListComp SubscriptLoad AttributeLoad NameLoad attr Index NameLoad comprehension NameStore NameLoad attr Print NameLoad Print NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore BinOpMult ListLoad Str Str Str Str Str Num Expr ListComp Call AttributeLoad NameLoad attr NameLoad keyword NameLoad comprehension TupleStore NameStore NameStore Call NameLoad NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad keyword Str Assign NameStore Call AttributeLoad NameLoad attr keyword NameLoad Expr Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr TupleLoad Num Num Expr Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr NameLoad Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Str decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Call AttributeLoad BinOpAdd AttributeLoad NameLoad attr Str attr keyword Str AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr BinOpMod Str AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr ListComp UnaryOpUSub NameLoad comprehension NameStore AttributeLoad NameLoad attr keyword Str Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Str If Call NameLoad NameLoad Str body Expr Call AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr BinOpMod Str AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call NameLoad Call NameLoad AttributeLoad NameLoad attr ListComp UnaryOpUSub NameLoad comprehension NameStore AttributeLoad NameLoad attr keyword Str keyword Str Expr Call AttributeLoad NameLoad attr Call NameLoad Call NameLoad AttributeLoad NameLoad attr BinOpAdd Call NameLoad AttributeLoad NameLoad attr Call NameLoad AttributeLoad NameLoad attr ListComp UnaryOpUSub NameLoad comprehension NameStore AttributeLoad NameLoad attr keyword Str Expr Call AttributeLoad NameLoad attr keyword Str Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr Call AttributeLoad BinOpAdd AttributeLoad NameLoad attr Str attr keyword Str AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Str decorator_list FunctionDef arguments args NameParam defaults body Expr Str Assign NameStore Call AttributeLoad BinOpAdd AttributeLoad NameLoad attr Str attr keyword Str AttributeLoad NameLoad attr Print NameLoad Assign TupleStore NameStore NameStore NameStore AttributeLoad AttributeLoad NameLoad attr attr Assign TupleStore NameStore NameStore NameStore AttributeLoad AttributeLoad NameLoad attr attr Assign TupleStore NameStore NameStore Call AttributeLoad NameLoad attr BinOpAdd NameLoad Num Num keyword NameLoad keyword NameLoad keyword NameLoad For NameStore Call NameLoad NameLoad body Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad Num attr SubscriptLoad AttributeLoad NameLoad attr ExtSlice Index NameLoad Slice Slice Assign NameStore AttributeLoad Call AttributeLoad AttributeLoad NameLoad attr attr keyword Num attr Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad Num attr BinOpDiv NameLoad Call NameLoad NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad Str attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Str keyword Num keyword Num Expr Call AttributeLoad NameLoad attr Str keyword Num keyword Num keyword Str keyword Num Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr Str decorator_list FunctionDef arguments args NameParam defaults body Expr Str Assign NameStore Call AttributeLoad BinOpAdd AttributeLoad NameLoad attr Str attr keyword Str AttributeLoad NameLoad attr Assign TupleStore NameStore NameStore Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Num keyword NameLoad keyword NameLoad keyword NameLoad Expr Call AttributeLoad NameLoad attr Num Num Assign TupleStore NameStore NameStore NameStore AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore ListLoad Num NameLoad Num NameLoad For NameStore Call NameLoad AttributeLoad NameLoad attr body Assign NameStore Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad Num attr Call AttributeLoad NameLoad attr AttributeLoad SubscriptLoad AttributeLoad NameLoad attr ExtSlice Index NameLoad Slice Slice attr keyword Str keyword Num keyword Num keyword NameLoad keyword Str Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad Num attr BinOpAdd Call AttributeLoad NameLoad attr Num NameLoad NameLoad keyword NameLoad Num Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad Num attr SubscriptLoad NameLoad Slice NameLoad Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad Num attr BinOpDiv NameLoad Num BinOpAdd NameLoad Num SubscriptLoad NameLoad Index NameLoad keyword Str keyword Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr NameLoad keyword Num Expr Call AttributeLoad NameLoad attr Str decorator_list FunctionDef arguments args NameParam defaults body Expr Str Assign NameStore Call AttributeLoad NameLoad attr keyword Str Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index Str Assign TupleStore NameStore NameStore IfExp UnaryOpNot AttributeLoad NameLoad attr AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad AttributeLoad NameLoad attr attr Expr Call AttributeLoad NameLoad attr Assign TupleStore NameStore NameStore NameStore Call AttributeLoad NameLoad attr ListLoad Num NameLoad ListLoad Num NameLoad keyword ListLoad NameLoad NameLoad Assign NameStore ListLoad SubscriptLoad NameLoad Index Num SubscriptLoad NameLoad Index Num SubscriptLoad NameLoad Index Num SubscriptLoad NameLoad Index Num Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr keyword NameLoad keyword Str keyword Num keyword Num keyword Str keyword Str Expr Call AttributeLoad NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num Expr Call AttributeLoad Call AttributeLoad NameLoad attr attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Expr Call AttributeLoad NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num Expr Call AttributeLoad Call AttributeLoad NameLoad attr attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Expr Call AttributeLoad NameLoad attr keyword Str keyword Num For NameStore BinOpAdd BinOpAdd BinOpAdd Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr keyword NameLoad Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr keyword NameLoad body Expr Call AttributeLoad NameLoad attr Num Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad Str attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr keyword Num Expr Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad BinOpAdd AttributeLoad NameLoad attr Str attr keyword Str AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr NameLoad keyword Num Expr Call AttributeLoad NameLoad attr Assign TupleStore NameStore NameStore NameStore Call AttributeLoad NameLoad attr ListLoad Num NameLoad ListLoad Num NameLoad keyword ListLoad NameLoad NameLoad Assign NameStore ListLoad SubscriptLoad NameLoad Index Num SubscriptLoad NameLoad Index Num SubscriptLoad NameLoad Index Num SubscriptLoad NameLoad Index Num Expr Call AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr keyword NameLoad keyword Str keyword Num keyword Num keyword Str keyword Str Expr Call AttributeLoad NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num Expr Call AttributeLoad Call AttributeLoad NameLoad attr attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Expr Call AttributeLoad NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num Expr Call AttributeLoad Call AttributeLoad NameLoad attr attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Expr Call AttributeLoad NameLoad attr keyword Str keyword Num For NameStore BinOpAdd BinOpAdd BinOpAdd Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr keyword NameLoad Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr keyword NameLoad body Expr Call AttributeLoad NameLoad attr Num Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad Str attr keyword AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr keyword Num Expr Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad BinOpAdd AttributeLoad NameLoad attr Str attr keyword Str AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr NameLoad keyword Num If AttributeLoad NameLoad attr body Assign NameStore AttributeLoad NameLoad attr For NameStore Call NameLoad SubscriptLoad AttributeLoad AttributeLoad NameLoad attr attr Index Num body Expr Call NameLoad NameLoad BinOpMod Str BinOpAdd NameLoad Num SubscriptLoad AttributeLoad NameLoad attr ExtSlice Index NameLoad Slice Slice Slice For NameStore BinOpAdd ListLoad Str ListComp BinOpMod Str NameLoad comprehension NameStore Call NameLoad Num body If UnaryOpNot Call NameLoad NameLoad NameLoad body Continue Assign TupleStore NameStore NameStore NameStore Call AttributeLoad NameLoad attr ListLoad Num NameLoad ListLoad Num NameLoad keyword ListLoad NameLoad NameLoad Assign NameStore ListLoad SubscriptLoad NameLoad Index Num SubscriptLoad NameLoad Index Num SubscriptLoad NameLoad Index Num SubscriptLoad NameLoad Index Num If CompareEq NameLoad Num body Assign NameStore Num Assign NameStore Num orelse If CompareEq NameLoad Num body Assign NameStore Num Assign NameStore Num orelse Assign NameStore Call NameLoad Call NameLoad Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad Call NameLoad Call AttributeLoad NameLoad attr NameLoad Assign SubscriptStore AttributeLoad NameLoad attr Index Str Num Assign TupleStore NameStore NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad keyword NameLoad keyword NameLoad keyword TupleLoad BinOpMult NameLoad Num BinOpMult NameLoad Num For NameStore Call NameLoad NameLoad body Assign TupleStore NameStore NameStore TupleLoad BinOpFloorDiv NameLoad NameLoad BinOpMod NameLoad NameLoad Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr Call AttributeLoad SubscriptLoad Call NameLoad NameLoad NameLoad ExtSlice Slice Index NameLoad Slice attr AttributeLoad NameLoad attr keyword NameLoad keyword Str keyword Num keyword Num keyword Str keyword Str keyword Str Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr BinOpAdd Num Num BinOpSub NameLoad Num BinOpMod Str BinOpAdd NameLoad Num keyword Str keyword Str keyword Num Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num For NameStore BinOpAdd BinOpAdd BinOpAdd Call AttributeLoad AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr attr Call AttributeLoad AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr attr Call AttributeLoad AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr attr keyword NameLoad Call AttributeLoad AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr attr keyword NameLoad body Expr Call AttributeLoad NameLoad attr Num Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr NameLoad keyword Str keyword Num Expr Call AttributeLoad NameLoad attr Str keyword Num keyword Num keyword Str Expr Call AttributeLoad NameLoad attr Str keyword Num keyword Num keyword Num keyword Str keyword Num Assign SubscriptStore AttributeLoad NameLoad attr Index Str Num Expr Call AttributeLoad NameLoad attr keyword Num keyword Num keyword Num keyword Num Assign NameStore Call AttributeLoad BinOpAdd AttributeLoad NameLoad attr Str attr keyword NameLoad AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr NameLoad keyword Num Assign TupleStore NameStore NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad keyword NameLoad keyword NameLoad keyword TupleLoad BinOpMult NameLoad Num BinOpMult NameLoad Num For NameStore Call NameLoad NameLoad body Assign TupleStore NameStore NameStore TupleLoad BinOpFloorDiv NameLoad NameLoad BinOpMod NameLoad NameLoad Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr Call AttributeLoad SubscriptLoad Call NameLoad NameLoad NameLoad ExtSlice Index NameLoad Slice Slice attr AttributeLoad NameLoad attr keyword NameLoad keyword Str keyword Num keyword Num keyword Str keyword Str keyword Str Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr BinOpAdd Num Num BinOpSub NameLoad Num BinOpMod Str BinOpAdd NameLoad Num keyword Str keyword Str keyword Num Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num For NameStore BinOpAdd BinOpAdd BinOpAdd Call AttributeLoad AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr attr Call AttributeLoad AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr attr Call AttributeLoad AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr attr keyword NameLoad Call AttributeLoad AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr attr keyword NameLoad body Expr Call AttributeLoad NameLoad attr Num Expr Call AttributeLoad SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad attr NameLoad keyword Str keyword Num Expr Call AttributeLoad NameLoad attr Str keyword Num keyword Num keyword Str Expr Call AttributeLoad NameLoad attr Str keyword Num keyword Num keyword Num keyword Str keyword Num Assign SubscriptStore AttributeLoad NameLoad attr Index Str Num Expr Call AttributeLoad NameLoad attr keyword Num keyword Num keyword Num keyword Num Assign NameStore Call AttributeLoad BinOpAdd AttributeLoad NameLoad attr Str attr keyword NameLoad AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr NameLoad keyword Num If AttributeLoad NameLoad attr body Assign SubscriptStore AttributeLoad NameLoad attr Index Str Num Expr Call AttributeLoad NameLoad attr keyword TupleLoad Call NameLoad Num Call NameLoad BinOpDiv NameLoad Num Call NameLoad Num Call NameLoad BinOpDiv NameLoad Num Print TupleLoad Call NameLoad Num Call NameLoad BinOpDiv NameLoad Num Call NameLoad Num Call NameLoad BinOpDiv NameLoad Num Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr keyword Str keyword Str keyword Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr keyword Str keyword Str For NameStore Call NameLoad NameLoad body For NameStore Call NameLoad NameLoad body Expr Call AttributeLoad NameLoad attr NameLoad NameLoad BinOpMod Str SubscriptLoad AttributeLoad NameLoad attr Index TupleLoad NameLoad NameLoad keyword Str keyword Str keyword Num Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num Expr Call AttributeLoad Call AttributeLoad NameLoad attr attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad NameLoad keyword Num keyword Str Expr Call AttributeLoad Call AttributeLoad NameLoad attr attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Expr Call AttributeLoad NameLoad attr keyword Str keyword Num For NameStore BinOpAdd BinOpAdd BinOpAdd Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr keyword NameLoad Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr keyword NameLoad body Expr Call AttributeLoad NameLoad attr Num Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad BinOpAdd AttributeLoad NameLoad attr Str attr keyword Str AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr NameLoad keyword Num Expr Call AttributeLoad NameLoad attr keyword TupleLoad Call NameLoad Num Call NameLoad BinOpDiv NameLoad Num Call NameLoad Num Call NameLoad BinOpDiv NameLoad Num Print TupleLoad BinOpDiv NameLoad Num BinOpDiv NameLoad Num Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr keyword Str keyword Str keyword Num keyword Call AttributeLoad AttributeLoad NameLoad attr attr keyword Str keyword Str For NameStore Call NameLoad NameLoad body For NameStore Call NameLoad NameLoad body Expr Call AttributeLoad NameLoad attr NameLoad NameLoad BinOpMod Str SubscriptLoad AttributeLoad NameLoad attr Index TupleLoad NameLoad NameLoad keyword Str keyword Str keyword Num Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num Expr Call AttributeLoad Call AttributeLoad NameLoad attr attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad NameLoad keyword Num keyword Str Expr Call AttributeLoad Call AttributeLoad NameLoad attr attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Expr Call AttributeLoad NameLoad attr keyword Str keyword Num For NameStore BinOpAdd BinOpAdd BinOpAdd Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr keyword NameLoad Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr keyword NameLoad body Expr Call AttributeLoad NameLoad attr Num Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad BinOpAdd AttributeLoad NameLoad attr Str attr keyword Str AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr NameLoad keyword Num orelse Assign SubscriptStore AttributeLoad NameLoad attr Index Str Num Expr Call AttributeLoad NameLoad attr keyword TupleLoad Call NameLoad Num Call NameLoad BinOpDiv NameLoad Num Call NameLoad Num Call NameLoad BinOpDiv NameLoad Num Print TupleLoad BinOpDiv NameLoad Num BinOpDiv NameLoad Num Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr keyword Str keyword Str keyword Num keyword Num keyword Str keyword Str For NameStore Call NameLoad NameLoad body For NameStore Call NameLoad NameLoad body Expr Call AttributeLoad NameLoad attr NameLoad NameLoad BinOpMod Str BinOpMult SubscriptLoad AttributeLoad NameLoad attr Index TupleLoad NameLoad NameLoad Num keyword Str keyword Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num Expr Call AttributeLoad Call AttributeLoad NameLoad attr attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad NameLoad keyword Num keyword Str Expr Call AttributeLoad Call AttributeLoad NameLoad attr attr BinOpAdd Call AttributeLoad NameLoad attr NameLoad Num keyword NameLoad Expr Call AttributeLoad NameLoad attr keyword Str keyword Num For NameStore BinOpAdd BinOpAdd BinOpAdd Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr keyword NameLoad Call AttributeLoad AttributeLoad Call AttributeLoad NameLoad attr attr attr keyword NameLoad body Expr Call AttributeLoad NameLoad attr Num Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad BinOpAdd AttributeLoad NameLoad attr Str attr keyword Str AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr AttributeLoad NameLoad attr NameLoad keyword Num Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr NameLoad Assign SubscriptStore AttributeLoad NameLoad attr Index Str NameLoad decorator_list
N/A N/A os math ceil N/A matplotlib matplotlib pyplot N/A scipy sp treehmm.static valid_species valid_marks plot_energy_comparison N/A N/A args N/A N/A N/A Plot energy trajectories for comparison N/A outfile N/A N/A N/A N/A args out_params .png format param cmp_free_energy N/A args __dict__ N/A N/A N/A pyplot figure N/A names N/A N/A N/A args cmp_energy keys N/A vals N/A N/A N/A N/A sp array N/A N/A N/A args cmp_energy N/A n N/A n names T N/A names N/A vals N/A lines N/A N/A pyplot plot vals N/A line_types N/A N/A -- -. : - steps 3 N/A N/A N/A N/A pyplot setp l linestyle t N/A N/A l t N/A zip lines line_types N/A N/A N/A pyplot legend names loc lower right N/A formatter N/A N/A pyplot ScalarFormatter useMathText True N/A N/A N/A formatter set_scientific True N/A N/A N/A formatter set_powerlimits N/A -3 3 N/A N/A N/A N/A N/A N/A pyplot gca yaxis set_major_formatter formatter N/A N/A N/A pyplot xlabel Iteration N/A N/A N/A pyplot ylabel -Free Energy N/A N/A N/A pyplot savefig N/A N/A N/A os path join N/A args out_dir outfile N/A N/A N/A pyplot close all N/A plot_energy N/A N/A args N/A N/A N/A outfile N/A N/A N/A N/A args out_params .png format param free_energy N/A args __dict__ N/A N/A N/A pyplot savefig N/A N/A N/A os path join N/A args out_dir outfile N/A N/A N/A pyplot figure N/A N/A N/A pyplot title N/A Free energy for %s N/A args approx N/A N/A N/A pyplot plot N/A N/A f N/A f N/A args free_energy label Current run N/A N/A N/A pyplot xlabel iteration N/A N/A N/A pyplot ylabel -Free Energy N/A N/A N/A pyplot savefig N/A N/A N/A os path join N/A args out_dir outfile N/A N/A N/A pyplot close all N/A N/A hasattr args prev_free_energy N/A N/A N/A N/A pyplot figure N/A N/A N/A pyplot title N/A Free energy for %s N/A args approx N/A N/A N/A pyplot plot N/A range N/A len N/A args prev_free_energy N/A N/A f N/A f N/A args prev_free_energy linestyle - label Previous run N/A N/A N/A pyplot plot N/A range N/A len N/A args prev_free_energy N/A N/A len N/A args free_energy N/A len N/A args prev_free_energy N/A N/A f N/A f N/A args free_energy label Current run N/A N/A N/A pyplot legend loc lower left N/A N/A N/A pyplot xlabel iteration N/A N/A N/A pyplot ylabel -Free Energy N/A N/A N/A pyplot savefig N/A N/A N/A os path join N/A args out_dir N/A N/A N/A N/A args out_params vs_previous.png format param free_energy N/A args __dict__ N/A N/A N/A pyplot close all N/A plot_Q N/A N/A args N/A N/A N/A Plot Q distribution N/A outfile N/A N/A N/A N/A args out_params _it{iteration}.png format param Q N/A args __dict__ N/A outfile N/A N/A I T K N/A N/A args Q shape N/A N/A I T L N/A N/A args X shape N/A N/A fig axs N/A N/A pyplot subplots N/A I 1 1 sharex True sharey True squeeze False N/A i N/A xrange I N/A N/A N/A N/A N/A axs N/A N/A i 0 plot N/A N/A args Q N/A N/A i N/A N/A N/A mark_total N/A N/A N/A N/A args X sum axis 2 T N/A N/A N/A N/A axs N/A N/A I 0 plot N/A mark_total N/A float L N/A N/A N/A fig suptitle N/A N/A Q distribution for {approx} at iteration {iteration} format approx N/A args approx iteration N/A args iteration N/A N/A N/A fig suptitle chromosome bin x 0.5 y 0.02 N/A N/A N/A fig suptitle species x 0.02 y 0.5 verticalalignment center rotation 90 N/A N/A N/A fig savefig N/A N/A N/A os path join N/A args out_dir outfile N/A N/A N/A pyplot close all N/A plot_data N/A N/A args N/A N/A N/A Plot X as an interpolated image N/A outfile N/A N/A N/A N/A args out_params .png format param X_colors N/A args __dict__ N/A N/A fig axs N/A N/A pyplot subplots N/A args I 1 sharex True sharey True squeeze False N/A N/A N/A fig set_size_inches 24 20 N/A N/A I T L N/A N/A args X shape N/A extent N/A 0 T 0 L N/A i N/A xrange N/A args I N/A N/A im N/A N/A N/A axs N/A N/A i 0 imshow N/A N/A sp flipud N/A N/A N/A args X N/A N/A i N/A N/A T interpolation sinc vmin 0 vmax 1 extent extent aspect auto N/A N/A N/A im set_cmap spectral N/A N/A N/A N/A axs N/A N/A i 0 set_yticks N/A N/A N/A sp linspace 0 L L endpoint False 0.5 N/A N/A N/A N/A axs N/A N/A i 0 set_yticklabels N/A valid_marks N/A L N/A N/A N/A N/A axs N/A N/A i 0 text N/A T 2 N/A L 1 N/A valid_species N/A i horizontalalignment center verticalalignment top N/A N/A N/A fig savefig N/A N/A N/A os path join N/A args out_dir outfile dpi 120 N/A N/A N/A pyplot close all N/A plot_params N/A N/A args N/A N/A N/A Plot alpha, theta, and the emission probabilities N/A old_err N/A N/A sp seterr under ignore N/A oldsize N/A N/A matplotlib rcParams N/A font.size N/A N/A K L N/A N/A N/A args continuous_observations N/A N/A args emit_probs shape N/A N/A args means shape N/A N/A N/A pyplot figure N/A N/A _ xedges yedges N/A N/A sp histogram2d N/A 0 K N/A 0 K bins N/A K K N/A extent N/A N/A xedges N/A 0 N/A xedges N/A -1 N/A yedges N/A 0 N/A yedges N/A -1 N/A N/A N/A pyplot imshow N/A N/A N/A args alpha astype N/A sp float64 extent extent interpolation nearest vmin 0 vmax 1 cmap OrRd origin lower N/A N/A N/A pyplot xticks N/A N/A N/A sp arange K 0.5 N/A N/A N/A sp arange K 1 N/A N/A N/A N/A N/A pyplot gca set_xticks N/A N/A N/A sp arange K 1 minor True N/A N/A N/A pyplot yticks N/A N/A N/A sp arange K 0.5 N/A N/A N/A sp arange K 1 N/A N/A N/A N/A N/A pyplot gca set_yticks N/A N/A N/A sp arange K 1 minor True N/A N/A N/A pyplot grid which minor alpha 0.2 N/A line N/A N/A N/A N/A N/A N/A N/A N/A pyplot gca yaxis get_ticklines N/A N/A N/A N/A N/A pyplot gca xaxis get_ticklines N/A N/A N/A N/A N/A pyplot gca xaxis get_ticklines minor True N/A N/A N/A N/A N/A pyplot gca yaxis get_ticklines minor True N/A N/A N/A N/A line set_markersize 0 N/A N/A N/A pyplot ylabel Horizontal parent state N/A N/A N/A pyplot xlabel Node state N/A N/A N/A pyplot title N/A N/A Top root transition ($\alpha$) for {approx} iteration {iteration} format approx N/A args approx iteration N/A args iteration N/A b N/A N/A pyplot colorbar shrink 0.9 N/A N/A N/A b set_label Probability N/A outfile N/A N/A N/A N/A args out_params _it{iteration}.png format param alpha N/A args __dict__ N/A N/A N/A pyplot savefig N/A N/A N/A os path join N/A args out_dir outfile dpi 240 N/A N/A N/A pyplot figure N/A N/A _ xedges yedges N/A N/A sp histogram2d N/A 0 K N/A 0 K bins N/A K K N/A extent N/A N/A xedges N/A 0 N/A xedges N/A -1 N/A yedges N/A 0 N/A yedges N/A -1 N/A N/A N/A pyplot clf N/A N/A N/A pyplot imshow N/A N/A N/A args beta astype N/A sp float64 extent extent interpolation nearest vmin 0 vmax 1 cmap OrRd origin lower N/A N/A N/A pyplot xticks N/A N/A N/A sp arange K 0.5 N/A N/A N/A sp arange K 1 N/A N/A N/A N/A N/A pyplot gca set_xticks N/A N/A N/A sp arange K 1 minor True N/A N/A N/A pyplot yticks N/A N/A N/A sp arange K 0.5 N/A N/A N/A sp arange K 1 N/A N/A N/A N/A N/A pyplot gca set_yticks N/A N/A N/A sp arange K 1 minor True N/A N/A N/A pyplot grid which minor alpha 0.2 N/A line N/A N/A N/A N/A N/A N/A N/A N/A pyplot gca yaxis get_ticklines N/A N/A N/A N/A N/A pyplot gca xaxis get_ticklines N/A N/A N/A N/A N/A pyplot gca xaxis get_ticklines minor True N/A N/A N/A N/A N/A pyplot gca yaxis get_ticklines minor True N/A N/A N/A N/A line set_markersize 0 N/A N/A N/A pyplot ylabel Vertical parent state N/A N/A N/A pyplot xlabel Node state N/A N/A N/A pyplot title N/A N/A Left root transition ($\beta$) for {approx} iteration {iteration} format approx N/A args approx iteration N/A args iteration N/A b N/A N/A pyplot colorbar shrink 0.9 N/A N/A N/A b set_label Probability N/A outfile N/A N/A N/A N/A args out_params _it{iteration}.png format param beta N/A args __dict__ N/A N/A N/A pyplot savefig N/A N/A N/A os path join N/A args out_dir outfile dpi 240 N/A N/A args separate_theta N/A N/A theta_tmp N/A args theta N/A i N/A range N/A N/A N/A args theta shape N/A 0 N/A N/A N/A setattr args N/A theta_%s N/A i 1 N/A N/A args theta N/A N/A i N/A N/A N/A N/A theta_name N/A N/A theta N/A N/A theta_%s i N/A i N/A range 20 N/A N/A N/A N/A hasattr args theta_name N/A N/A N/A N/A _ xedges yedges N/A N/A sp histogram2d N/A 0 K N/A 0 K bins N/A K K N/A extent N/A N/A xedges N/A 0 N/A xedges N/A -1 N/A yedges N/A 0 N/A yedges N/A -1 N/A N/A K 18 N/A N/A numx_plots 6 N/A numy_plots 3 N/A N/A N/A K 15 N/A N/A numx_plots 5 N/A numy_plots 3 N/A N/A numx_plots N/A int N/A ceil N/A N/A sp sqrt K N/A numy_plots N/A int N/A ceil N/A N/A sp sqrt K N/A N/A N/A matplotlib rcParams N/A font.size 8 N/A N/A fig axs N/A N/A pyplot subplots numy_plots numx_plots sharex True sharey True figsize N/A N/A numx_plots 2.5 N/A numy_plots 2.5 N/A k N/A xrange K N/A N/A N/A pltx plty N/A N/A k numx_plots N/A k numx_plots N/A N/A N/A N/A axs N/A N/A pltx plty imshow N/A N/A N/A N/A getattr args theta_name N/A N/A N/A k N/A astype N/A sp float64 extent extent interpolation nearest vmin 0 vmax 1 cmap OrRd aspect auto origin lower N/A N/A N/A N/A axs N/A N/A pltx plty text N/A 0 0.5 N/A K 0.5 N/A hp=%s N/A k 1 horizontalalignment left verticalalignment top fontsize 10 N/A N/A N/A N/A axs N/A N/A pltx plty set_xticks N/A N/A N/A sp arange K 0.5 N/A N/A N/A N/A axs N/A N/A pltx plty set_xticks N/A N/A N/A sp arange K 1 minor True N/A N/A N/A N/A axs N/A N/A pltx plty set_xticklabels N/A N/A N/A sp arange K 1 N/A N/A N/A N/A axs N/A N/A pltx plty set_yticks N/A N/A N/A sp arange K 0.5 N/A N/A N/A N/A axs N/A N/A pltx plty set_yticks N/A N/A N/A sp arange K 1 minor True N/A N/A N/A N/A axs N/A N/A pltx plty set_yticklabels N/A N/A N/A sp arange K 1 N/A line N/A N/A N/A N/A N/A N/A N/A axs N/A N/A pltx plty yaxis get_ticklines N/A N/A N/A N/A axs N/A N/A pltx plty xaxis get_ticklines N/A N/A N/A N/A axs N/A N/A pltx plty yaxis get_ticklines minor True N/A N/A N/A N/A axs N/A N/A pltx plty xaxis get_ticklines minor True N/A N/A N/A N/A line set_markersize 0 N/A N/A N/A N/A axs N/A N/A pltx plty grid True which minor alpha 0.2 N/A N/A N/A fig suptitle Node state y 0.03 fontsize 14 verticalalignment center N/A N/A N/A fig suptitle Vertical parent state y 0.5 x 0.02 rotation 90 verticalalignment center fontsize 14 N/A N/A N/A matplotlib rcParams N/A font.size 6.5 N/A N/A N/A fig subplots_adjust wspace 0.05 hspace 0.05 left 0.05 right 0.95 N/A outfile N/A N/A N/A N/A args out_params _vertparent_it{iteration}.png format param theta_name N/A args __dict__ N/A N/A N/A pyplot savefig N/A N/A N/A os path join N/A args out_dir outfile dpi 240 N/A N/A fig axs N/A N/A pyplot subplots numy_plots numx_plots sharex True sharey True figsize N/A N/A numx_plots 2.5 N/A numy_plots 2.5 N/A k N/A xrange K N/A N/A N/A pltx plty N/A N/A k numx_plots N/A k numx_plots N/A N/A N/A N/A axs N/A N/A pltx plty imshow N/A N/A N/A N/A getattr args theta_name N/A N/A k N/A N/A astype N/A sp float64 extent extent interpolation nearest vmin 0 vmax 1 cmap OrRd aspect auto origin lower N/A N/A N/A N/A axs N/A N/A pltx plty text N/A 0 0.5 N/A K 0.5 N/A vp=%s N/A k 1 horizontalalignment left verticalalignment top fontsize 10 N/A N/A N/A N/A axs N/A N/A pltx plty set_xticks N/A N/A N/A sp arange K 0.5 N/A N/A N/A N/A axs N/A N/A pltx plty set_xticks N/A N/A N/A sp arange K 1 minor True N/A N/A N/A N/A axs N/A N/A pltx plty set_xticklabels N/A N/A N/A sp arange K 1 N/A N/A N/A N/A axs N/A N/A pltx plty set_yticks N/A N/A N/A sp arange K 0.5 N/A N/A N/A N/A axs N/A N/A pltx plty set_yticks N/A N/A N/A sp arange K 1 minor True N/A N/A N/A N/A axs N/A N/A pltx plty set_yticklabels N/A N/A N/A sp arange K 1 N/A line N/A N/A N/A N/A N/A N/A N/A axs N/A N/A pltx plty yaxis get_ticklines N/A N/A N/A N/A axs N/A N/A pltx plty xaxis get_ticklines N/A N/A N/A N/A axs N/A N/A pltx plty yaxis get_ticklines minor True N/A N/A N/A N/A axs N/A N/A pltx plty xaxis get_ticklines minor True N/A N/A N/A N/A line set_markersize 0 N/A N/A N/A N/A axs N/A N/A pltx plty grid True which minor alpha 0.2 N/A N/A N/A fig suptitle Node state y 0.03 fontsize 14 verticalalignment center N/A N/A N/A fig suptitle Horizontal parent state y 0.5 x 0.02 rotation 90 verticalalignment center fontsize 14 N/A N/A N/A matplotlib rcParams N/A font.size 6.5 N/A N/A N/A fig subplots_adjust wspace 0.05 hspace 0.05 left 0.05 right 0.95 N/A outfile N/A N/A N/A N/A args out_params _it{iteration}.png format param theta_name N/A args __dict__ N/A N/A N/A pyplot savefig N/A N/A N/A os path join N/A args out_dir outfile dpi 240 N/A N/A args continuous_observations N/A N/A N/A N/A matplotlib rcParams N/A font.size 8 N/A N/A N/A pyplot figure figsize N/A N/A max 1 N/A round N/A L 3.0 N/A max 1 N/A round N/A K 3.0 N/A N/A N/A max 1 N/A round N/A L 3.0 N/A max 1 N/A round N/A K 3.0 N/A N/A N/A pyplot imshow N/A N/A N/A args means astype N/A sp float64 interpolation nearest aspect auto vmin 0 vmax N/A N/A N/A args means max cmap OrRd origin lower N/A k N/A range K N/A N/A l N/A range L N/A N/A N/A N/A pyplot text l k N/A %.1f N/A N/A args means N/A N/A k l horizontalalignment center verticalalignment center fontsize 5 N/A N/A N/A pyplot yticks N/A N/A sp arange K N/A N/A N/A sp arange K 1 N/A N/A N/A N/A N/A pyplot gca set_yticks N/A N/A N/A sp arange K 0.5 minor True N/A N/A N/A pyplot xticks N/A N/A sp arange L valid_marks rotation 30 horizontalalignment right N/A N/A N/A N/A N/A pyplot gca set_xticks N/A N/A N/A sp arange L 0.5 minor True N/A N/A N/A pyplot grid which minor alpha 0.2 N/A line N/A N/A N/A N/A N/A N/A N/A N/A pyplot gca yaxis get_ticklines N/A N/A N/A N/A N/A pyplot gca xaxis get_ticklines N/A N/A N/A N/A N/A pyplot gca xaxis get_ticklines minor True N/A N/A N/A N/A N/A pyplot gca yaxis get_ticklines minor True N/A N/A N/A N/A line set_markersize 0 N/A N/A N/A pyplot ylabel Hidden State N/A N/A N/A pyplot title Emission Mean N/A outfile N/A N/A N/A N/A args out_params _it{iteration}.png format param emission_means N/A args __dict__ N/A N/A N/A pyplot savefig N/A N/A N/A os path join N/A args out_dir outfile dpi 240 N/A N/A N/A pyplot figure figsize N/A N/A max 1 N/A round N/A L 3.0 N/A max 1 N/A round N/A K 3.0 N/A N/A N/A L 3 N/A K 3.0 N/A N/A N/A pyplot imshow N/A N/A N/A args variances astype N/A sp float64 interpolation nearest aspect auto vmin 0 vmax N/A N/A N/A args variances max cmap OrRd origin lower N/A k N/A range K N/A N/A l N/A range L N/A N/A N/A N/A pyplot text l k N/A %.1f N/A N/A args variances N/A N/A k l horizontalalignment center verticalalignment center fontsize 5 N/A N/A N/A pyplot yticks N/A N/A sp arange K N/A N/A N/A sp arange K 1 N/A N/A N/A N/A N/A pyplot gca set_yticks N/A N/A N/A sp arange K 0.5 minor True N/A N/A N/A pyplot xticks N/A N/A sp arange L valid_marks rotation 30 horizontalalignment right N/A N/A N/A N/A N/A pyplot gca set_xticks N/A N/A N/A sp arange L 0.5 minor True N/A N/A N/A pyplot grid which minor alpha 0.2 N/A line N/A N/A N/A N/A N/A N/A N/A N/A pyplot gca yaxis get_ticklines N/A N/A N/A N/A N/A pyplot gca xaxis get_ticklines N/A N/A N/A N/A N/A pyplot gca xaxis get_ticklines minor True N/A N/A N/A N/A N/A pyplot gca yaxis get_ticklines minor True N/A N/A N/A N/A line set_markersize 0 N/A N/A N/A pyplot ylabel Hidden State N/A N/A N/A pyplot title Emission Variance N/A outfile N/A N/A N/A N/A args out_params _it{iteration}.png format param emission_variances N/A args __dict__ N/A N/A N/A pyplot savefig N/A N/A N/A os path join N/A args out_dir outfile dpi 240 N/A N/A N/A N/A matplotlib rcParams N/A font.size 8 N/A N/A N/A pyplot figure figsize N/A N/A max 1 N/A round N/A L 3.0 N/A max 1 N/A round N/A K 3.0 N/A N/A N/A L 3 N/A K 3.0 N/A N/A N/A pyplot imshow N/A N/A N/A args emit_probs astype N/A sp float64 interpolation nearest aspect auto vmin 0 vmax 1 cmap OrRd origin lower N/A k N/A range K N/A N/A l N/A range L N/A N/A N/A N/A pyplot text l k N/A %2.0f N/A N/A N/A args emit_probs N/A N/A k l 100 horizontalalignment center verticalalignment center N/A N/A N/A pyplot yticks N/A N/A sp arange K N/A N/A N/A sp arange K 1 N/A N/A N/A N/A N/A pyplot gca set_yticks N/A N/A N/A sp arange K 0.5 minor True N/A N/A N/A pyplot xticks N/A N/A sp arange L valid_marks rotation 30 horizontalalignment right N/A N/A N/A N/A N/A pyplot gca set_xticks N/A N/A N/A sp arange L 0.5 minor True N/A N/A N/A pyplot grid which minor alpha 0.2 N/A line N/A N/A N/A N/A N/A N/A N/A N/A pyplot gca yaxis get_ticklines N/A N/A N/A N/A N/A pyplot gca xaxis get_ticklines N/A N/A N/A N/A N/A pyplot gca xaxis get_ticklines minor True N/A N/A N/A N/A N/A pyplot gca yaxis get_ticklines minor True N/A N/A N/A N/A line set_markersize 0 N/A N/A N/A pyplot ylabel Hidden State N/A N/A N/A pyplot title Emission probabilities N/A outfile N/A N/A N/A N/A args out_params _it{iteration}.png format param emission N/A args __dict__ N/A N/A N/A pyplot savefig N/A N/A N/A os path join N/A args out_dir outfile dpi 240 N/A N/A N/A pyplot close all N/A N/A N/A sp seterr old_err N/A N/A N/A matplotlib rcParams N/A font.size oldsize N/A