Module Expr Str ImportFrom alias alias alias alias ImportFrom alias ImportFrom alias ImportFrom alias alias alias alias alias ImportFrom alias alias alias alias Import alias ImportFrom alias Import alias ClassDef bases NameLoad body FunctionDef arguments args NameParam NameParam NameParam NameParam defaults Num Num NameLoad body If CompareIsNot NameLoad NameLoad body Expr Call NameLoad NameLoad Assign NameStore Call NameLoad Num BinOpDiv NameLoad Num NameLoad Assign NameStore BinOpMult Call NameLoad NameLoad BinOpAdd Num BinOpMult Call NameLoad NameLoad NameLoad Assign NameStore BinOpMult Call NameLoad NameLoad BinOpAdd Num BinOpMult Call NameLoad NameLoad NameLoad Assign NameStore BinOpSub BinOpMult Call NameLoad Num Num NameLoad Num Num Assign NameStore CompareGt NameLoad Num Assign NameStore CompareLt NameLoad Num AugAssignMult SubscriptStore NameLoad Index NameLoad BinOpAdd Num NameLoad AugAssignMult SubscriptStore NameLoad Index NameLoad BinOpAdd Num NameLoad AugAssignMult SubscriptStore NameLoad Index NameLoad BinOpSub Num NameLoad AugAssignMult SubscriptStore NameLoad Index NameLoad BinOpSub Num NameLoad Return TupleLoad Call NameLoad Call NameLoad NameLoad NameLoad NameLoad decorator_list NameLoad FunctionDef arguments args NameParam NameParam NameParam NameParam defaults Num Num NameLoad body If CompareIsNot NameLoad NameLoad body Expr Call NameLoad NameLoad Assign NameStore BinOpMult Call NameLoad BinOpDiv NameLoad Num BinOpSub Num NameLoad Assign NameStore BinOpMult Call NameLoad BinOpDiv NameLoad Num BinOpSub Num NameLoad Assign NameStore Call NameLoad TupleLoad NameLoad Num Assign NameStore Call NameLoad NameLoad For NameStore Call NameLoad Call NameLoad NameLoad body Assign SubscriptStore NameLoad Index NameLoad IfExp CompareGt Call NameLoad Num Num Num Assign SubscriptStore NameLoad Index TupleLoad NameLoad Num SubscriptLoad NameLoad Index NameLoad AugAssignAdd SubscriptStore NameLoad Index TupleLoad NameLoad Num BinOpAdd BinOpMult SubscriptLoad NameLoad Index NameLoad NameLoad BinOpMult Call NameLoad NameLoad For NameStore Call NameLoad Call NameLoad NameLoad body Assign NameStore BinOpAdd NameLoad Call NameLoad NameLoad Assign SubscriptStore NameLoad Index NameLoad IfExp CompareGt Call NameLoad Num Num Num Assign SubscriptStore NameLoad Index TupleLoad NameLoad Num SubscriptLoad NameLoad Index NameLoad AugAssignAdd SubscriptStore NameLoad Index TupleLoad NameLoad Num BinOpAdd BinOpMult SubscriptLoad NameLoad Index NameLoad NameLoad BinOpMult Call NameLoad NameLoad Return TupleLoad NameLoad NameLoad decorator_list NameLoad FunctionDef arguments args defaults body Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr BinOpAdd SubscriptLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Slice Num ListLoad Str Assign NameStore BinOpAdd BinOpAdd NameLoad AttributeLoad NameLoad attr Str Assign NameStore Call NameLoad NameLoad keyword Str Assign NameStore SubscriptLoad NameLoad ExtSlice Slice Index Num Assign NameStore Call NameLoad ListComp IfExp CompareEq NameLoad Num Num Num comprehension NameStore NameLoad Assign NameStore SubscriptLoad NameLoad ExtSlice Slice Slice Num Return TupleLoad NameLoad NameLoad decorator_list NameLoad FunctionDef arguments args defaults body Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr BinOpAdd SubscriptLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Slice Num ListLoad Str Assign NameStore BinOpAdd BinOpAdd NameLoad AttributeLoad NameLoad attr Str Assign NameStore Call NameLoad NameLoad keyword Str Assign NameStore SubscriptLoad NameLoad ExtSlice Slice Index Num Assign NameStore Call NameLoad ListComp IfExp CompareLtE NameLoad Num Num Num comprehension NameStore NameLoad Assign NameStore SubscriptLoad NameLoad ExtSlice Slice Slice Num Num Return TupleLoad NameLoad NameLoad decorator_list NameLoad FunctionDef arguments args defaults body Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr BinOpAdd SubscriptLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Slice Num ListLoad Str Assign NameStore BinOpAdd BinOpAdd NameLoad AttributeLoad NameLoad attr Str Assign NameStore BinOpAdd BinOpAdd NameLoad AttributeLoad NameLoad attr Str Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad NameLoad Return TupleLoad NameLoad NameLoad decorator_list NameLoad FunctionDef arguments args defaults body Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr BinOpAdd SubscriptLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Slice Num ListLoad Str Assign NameStore BinOpAdd BinOpAdd NameLoad AttributeLoad NameLoad attr Str Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign NameStore SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad ListComp Call NameLoad NameLoad comprehension NameStore SubscriptLoad SubscriptLoad NameLoad Index Str ExtSlice Slice Index Num Return TupleLoad NameLoad NameLoad decorator_list NameLoad FunctionDef arguments args defaults body Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr BinOpAdd SubscriptLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Slice Num ListLoad Str Assign NameStore BinOpAdd BinOpAdd NameLoad AttributeLoad NameLoad attr Str Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad ListComp Call AttributeLoad Str attr Call AttributeLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr attr Str comprehension NameStore Call AttributeLoad NameLoad attr keyword Str Expr Call AttributeLoad NameLoad attr Assign NameStore Call NameLoad ListComp IfExp CompareEq SubscriptLoad NameLoad Index TupleLoad NameLoad Num Str UnaryOpUAdd Num Num comprehension NameStore Call NameLoad Call NameLoad NameLoad Assign NameStore Num Assign NameStore Call NameLoad TupleLoad Call NameLoad NameLoad Call NameLoad BinOpAdd NameLoad Num SubscriptLoad AttributeLoad NameLoad attr Index Num Assign NameStore SubscriptLoad NameLoad ExtSlice Slice Index SubscriptLoad NameLoad Slice Num Assign NameStore Dict Assign NameStore Call NameLoad NameLoad For NameStore Call NameLoad Call NameLoad NameLoad body Assign SubscriptStore NameLoad Index SubscriptLoad NameLoad Index NameLoad NameLoad Assign NameStore AttributeLoad Call NameLoad ListComp ListComp SubscriptLoad NameLoad Index SubscriptLoad NameLoad Index TupleLoad NameLoad NameLoad comprehension NameStore Call NameLoad SubscriptLoad AttributeLoad NameLoad attr Index Num comprehension NameStore Call NameLoad SubscriptLoad AttributeLoad NameLoad attr Index Num attr Return TupleLoad Call NameLoad NameLoad keyword NameLoad NameLoad decorator_list NameLoad decorator_list
N/A N/A 
This program is free software; you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation; either version 3 of the License, or
(at your option) any later version.

Written (W) 2013 Heiko Strathmann
 numpy hstack arange unique float64 numpy.core.function_base linspace numpy.lib.npyio loadtxt numpy.ma.core sin cos asarray zeros array numpy.random randn randint seed rand N/A os scipy.constants.constants pi N/A scipy.io GPData N/A object N/A sample_circle_data N/A N/A n noise_level offset seed_init N/A 0.025 0.05 None N/A N/A N/A seed_init None N/A N/A N/A seed seed_init N/A thetas N/A linspace 0 N/A pi 2 n N/A X N/A N/A sin thetas N/A 1 N/A N/A randn n noise_level N/A Y N/A N/A cos thetas N/A 1 N/A N/A randn n noise_level N/A labels N/A N/A N/A randint 0 2 n 2 1 N/A idx_a N/A labels 0 N/A idx_b N/A labels 0 N/A N/A X N/A idx_a N/A 1.0 offset N/A N/A Y N/A idx_a N/A 1.0 offset N/A N/A X N/A idx_b N/A 1.0 offset N/A N/A Y N/A idx_b N/A 1.0 offset N/A N/A N/A asarray N/A zip X Y labels N/A staticmethod sample_rectangle_data N/A N/A n noise_level offset seed_init N/A 0.015 0.05 None N/A N/A N/A seed_init None N/A N/A N/A seed seed_init N/A a N/A N/A rand N/A n 2 N/A 1 offset N/A b N/A N/A rand N/A n 2 N/A 1 offset N/A data N/A zeros N/A n 2 N/A labels N/A zeros n N/A i N/A range N/A len a N/A N/A N/A labels N/A i N/A N/A N/A rand 0.5 1.0 -1.0 N/A N/A data N/A N/A i 0 N/A a N/A i N/A N/A data N/A N/A i 1 N/A N/A N/A labels N/A i offset N/A N/A randn noise_level N/A i N/A range N/A len b N/A N/A j N/A i N/A len b N/A N/A labels N/A j N/A N/A N/A rand 0.5 1.0 -1.0 N/A N/A data N/A N/A j 1 N/A b N/A i N/A N/A data N/A N/A j 0 N/A N/A N/A labels N/A j offset N/A N/A randn noise_level N/A N/A data labels N/A staticmethod get_pima_data N/A N/A N/A N/A N/A data_dir N/A N/A N/A os sep join N/A N/A N/A N/A __file__ split N/A os sep N/A -3 N/A data N/A filename N/A N/A data_dir N/A os sep pima-indians-diabetes.data N/A data N/A loadtxt filename delimiter , N/A lab N/A data N/A N/A N/A -1 N/A lab N/A array N/A N/A N/A x 1 1.0 -1.0 N/A x lab N/A data N/A data N/A N/A N/A -1 N/A N/A data lab N/A staticmethod get_glass_data N/A N/A N/A N/A N/A data_dir N/A N/A N/A os sep join N/A N/A N/A N/A __file__ split N/A os sep N/A -3 N/A data N/A filename N/A N/A data_dir N/A os sep glass.data N/A data N/A loadtxt filename delimiter , N/A lab N/A data N/A N/A N/A -1 N/A lab N/A array N/A N/A N/A x 4 1.0 -1.0 N/A x lab N/A data N/A data N/A N/A N/A 1 -1 N/A N/A data lab N/A staticmethod get_madelon_data N/A N/A N/A N/A N/A data_dir N/A N/A N/A os sep join N/A N/A N/A N/A __file__ split N/A os sep N/A -3 N/A data N/A filename_dat N/A N/A data_dir N/A os sep madelon_train.data N/A filename_lab N/A N/A data_dir N/A os sep madelon_train.labels N/A data N/A loadtxt filename_dat N/A lab N/A loadtxt filename_lab N/A N/A data lab N/A staticmethod get_usps_data N/A N/A N/A N/A N/A data_dir N/A N/A N/A os sep join N/A N/A N/A N/A __file__ split N/A os sep N/A -3 N/A data N/A filename N/A N/A data_dir N/A os sep usps3vs5.mat N/A mat N/A N/A N/A scipy io loadmat filename N/A data N/A mat N/A usps3vs5_data N/A lab N/A array N/A N/A float x N/A x N/A N/A mat N/A usps3vs5_labels N/A N/A N/A 0 N/A N/A data lab N/A staticmethod get_mushroom_data N/A N/A N/A N/A N/A data_dir N/A N/A N/A os sep join N/A N/A N/A N/A __file__ split N/A os sep N/A -3 N/A data N/A filename N/A N/A data_dir N/A os sep agaricus-lepiota.data N/A f N/A open filename N/A X N/A asarray N/A N/A N/A join N/A N/A N/A N/A x strip N/A os linesep split , N/A x N/A N/A f readlines dtype c N/A N/A N/A f close N/A labels N/A asarray N/A N/A N/A N/A X N/A N/A i 0 e N/A 1.0 -1.0 N/A i N/A range N/A len X N/A remove_idx 11 N/A indices N/A hstack N/A N/A arange remove_idx N/A arange N/A remove_idx 1 N/A N/A X shape N/A 1 N/A X N/A X N/A N/A N/A N/A indices N/A 1 N/A cat2num N/A N/A U N/A unique X N/A num N/A range N/A len U N/A N/A N/A cat2num N/A N/A U N/A num num N/A X_int N/A N/A asarray N/A N/A N/A cat2num N/A N/A X N/A N/A i j N/A i N/A range N/A N/A X shape N/A 0 N/A j N/A range N/A N/A X shape N/A 1 T N/A N/A N/A array X_int dtype float64 labels N/A staticmethod N/A