Module Expr Str Import alias identifier Assign NameStore ListLoad Num Num Num Num Assign NameStore Num FunctionDef arguments args NameParam NameParam NameParam NameParam defaults NameLoad NameLoad NameLoad body Assign NameStore Call AttributeLoad NameLoad attr ListComp SubscriptLoad NameLoad Index Num comprehension NameStore Call AttributeLoad NameLoad attr Assign NameStore ListLoad Assign NameStore ListLoad Expr Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore BinOpAdd NameLoad ListLoad NameLoad Assign NameStore BinOpDiv Call NameLoad NameLoad Num Assign NameStore ListComp TupleLoad BinOpMult NameLoad NameLoad BinOpMult BinOpAdd NameLoad Num NameLoad comprehension NameStore Call NameLoad Num Assign NameStore ListComp Call NameLoad SubscriptLoad NameLoad Slice NameLoad NameLoad comprehension TupleStore NameStore NameStore NameLoad Assign NameStore BinOpAdd NameLoad NameLoad Assign NameStore NameLoad Assign NameStore ListComp Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Slice NameLoad NameLoad comprehension TupleStore NameStore NameStore NameLoad Assign NameStore BinOpAdd NameLoad NameLoad Assign NameStore ListComp Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Slice NameLoad NameLoad comprehension TupleStore NameStore NameStore NameLoad Assign NameStore BinOpAdd NameLoad NameLoad Assign NameStore BinOpDiv Call NameLoad NameLoad BinOpMult Num Num Assign NameStore ListComp TupleLoad BinOpMult NameLoad NameLoad BinOpMult BinOpAdd NameLoad Num NameLoad comprehension NameStore Call NameLoad BinOpMult Num Num Assign NameStore ListComp SubscriptLoad NameLoad Index BinOpMult Num NameLoad comprehension NameStore Call NameLoad BinOpDiv Call NameLoad NameLoad Num Assign NameStore Call NameLoad ListComp Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Slice NameLoad NameLoad comprehension TupleStore NameStore NameStore NameLoad Assign NameStore BinOpAdd NameLoad ListLoad NameLoad Assign NameStore ListComp SubscriptLoad NameLoad Index BinOpAdd BinOpMult Num NameLoad Num comprehension NameStore Call NameLoad BinOpDiv Call NameLoad NameLoad Num Assign NameStore Call NameLoad ListComp Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Slice NameLoad NameLoad comprehension TupleStore NameStore NameStore NameLoad Assign NameStore BinOpAdd NameLoad ListLoad NameLoad Expr Str Assign NameStore ListLoad Assign NameStore ListLoad For NameStore ListLoad Num body For NameStore NameLoad body Expr Call AttributeLoad NameLoad attr Num Expr Call AttributeLoad NameLoad attr Num For NameStore Call NameLoad BinOpSub Call NameLoad NameLoad NameLoad body Assign NameStore BinOpSub SubscriptLoad NameLoad Index NameLoad SubscriptLoad NameLoad Index BinOpAdd NameLoad NameLoad If CompareGt NameLoad NameLoad body AugAssignAdd SubscriptStore NameLoad Index Num Num If CompareLt NameLoad UnaryOpUSub NameLoad body AugAssignAdd SubscriptStore NameLoad Index Num Num Assign NameStore BinOpAdd BinOpAdd NameLoad NameLoad NameLoad Expr Str Assign NameStore Num Assign NameStore Num Assign NameStore Num Assign NameStore Num Assign NameStore Num Assign NameStore Num Assign NameStore Num Assign NameStore Num For NameStore Call NameLoad Call NameLoad NameLoad body If CompareLtE SubscriptLoad NameLoad Index NameLoad NameLoad body AugAssignAdd NameStore Num orelse Assign NameStore Num Assign NameStore Call NameLoad NameLoad NameLoad If CompareGtE SubscriptLoad NameLoad Index NameLoad BinOpSub NameLoad NameLoad body AugAssignAdd NameStore Num orelse Assign NameStore Num Assign NameStore Call NameLoad NameLoad NameLoad For NameStore Call NameLoad BinOpSub Call NameLoad NameLoad Num body If BoolOpOr BoolOpAnd CompareGt SubscriptLoad NameLoad Index NameLoad NameLoad CompareLt SubscriptLoad NameLoad Index BinOpAdd NameLoad Num NameLoad BoolOpAnd CompareLt SubscriptLoad NameLoad Index NameLoad NameLoad CompareGt SubscriptLoad NameLoad Index BinOpAdd NameLoad Num NameLoad body AugAssignAdd NameStore Num Assign NameStore Call AttributeLoad NameLoad attr BinOpDiv Num NameLoad For NameStore Call NameLoad Call NameLoad NameLoad body If CompareEq SubscriptLoad NameLoad Index NameLoad Num body AugAssignAdd SubscriptStore NameLoad Index Num Num orelse AugAssignAdd SubscriptStore NameLoad Index Call NameLoad BinOpDiv SubscriptLoad NameLoad Index NameLoad NameLoad Num AugAssignAdd NameStore BinOpAdd BinOpAdd BinOpAdd ListLoad NameLoad ListLoad NameLoad ListLoad NameLoad ListLoad NameLoad Return TupleLoad NameLoad NameLoad NameLoad NameLoad NameLoad decorator_list
N/A N/A 
Copyright (c) 2013,
Fabian Gieseke, Justin P. Heinermann, Oliver Kramer, Jendrik Poloczek,
Nils A. Treiber
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

    Redistributions of source code must retain the above copyright notice, this
    list of conditions and the following disclaimer.

    Redistributions in binary form must reproduce the above copyright notice,
    this list of conditions and the following disclaimer in the documentation
    and/or other materials provided with the distribution.

    Neither the name of the Computational Intelligence Group of the University
    of Oldenburg nor the names of its contributors may be used to endorse or
    promote products derived from this software without specific prior written
    permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
 N/A numpy np N/A rampheights N/A 10 15 20 25 N/A interval_width 5 compute_highlevel_features N/A N/A turbine power_features ramp_features stability_features N/A True True True N/A N/A X N/A N/A np array N/A N/A m N/A 1 N/A m N/A N/A turbine get_measurements N/A feat N/A N/A month_power N/A N/A 
    power features
     N/A x N/A N/A np sum X N/A feat N/A feat N/A x N/A l N/A N/A len X 12 N/A indices N/A N/A N/A i l N/A N/A i 1 l N/A i N/A range 12 N/A x N/A N/A sum N/A X N/A i j N/A N/A i j indices N/A feat N/A feat x N/A month_power x N/A x N/A N/A N/A np mean N/A N/A np array N/A X N/A i j N/A N/A i j indices N/A feat N/A feat x N/A x N/A N/A N/A np var N/A N/A np array N/A X N/A i j N/A N/A i j indices N/A feat N/A feat x N/A l N/A N/A len X N/A 365 2 N/A dayindices N/A N/A N/A i l N/A N/A i 1 l N/A i N/A range N/A 365 2 N/A indices N/A N/A dayindices N/A N/A 2 i N/A i N/A range N/A N/A len dayindices 2 N/A x N/A sum N/A N/A N/A np sum N/A N/A np array N/A X N/A i j N/A N/A i j indices N/A feat N/A feat N/A x N/A indices N/A N/A dayindices N/A N/A N/A 2 i 1 N/A i N/A range N/A N/A len dayindices 2 N/A x N/A sum N/A N/A N/A np sum N/A N/A np array N/A X N/A i j N/A N/A i j indices N/A feat N/A feat N/A x N/A 
    ramp features
     N/A ramps_up N/A N/A ramps_down N/A N/A step N/A 1 N/A N/A thresh rampheights N/A N/A N/A N/A ramps_up append 0 N/A N/A N/A ramps_down append 0 N/A i N/A xrange N/A N/A len X step N/A N/A diff N/A N/A X N/A i N/A X N/A N/A i step N/A N/A diff thresh N/A N/A N/A ramps_up N/A -1 1 N/A N/A diff N/A thresh N/A N/A N/A ramps_down N/A -1 1 N/A feat N/A N/A feat ramps_up ramps_down N/A 
    stability features
     N/A epsilon 1.0 N/A mid 15.0 N/A plateau_height 30.0 N/A d_min 0 N/A c_min 0 N/A d_max 0 N/A c_max 0 N/A transitions 0 N/A i N/A xrange N/A len X N/A N/A N/A N/A X N/A i epsilon N/A N/A c_min 1 N/A N/A c_min 0 N/A d_min N/A max d_min c_min N/A N/A N/A X N/A i N/A plateau_height epsilon N/A N/A c_max 1 N/A N/A c_max 0 N/A d_max N/A max d_max c_max N/A i N/A xrange N/A N/A len X 1 N/A N/A N/A N/A N/A N/A X N/A i mid N/A N/A X N/A N/A i 1 mid N/A N/A N/A X N/A i mid N/A N/A X N/A N/A i 1 mid N/A N/A transitions 1 N/A power_freq N/A N/A np zeros N/A 30.0 interval_width N/A i N/A xrange N/A len X N/A N/A N/A N/A X N/A i 30.0 N/A N/A N/A power_freq N/A -1 1 N/A N/A N/A power_freq N/A N/A int N/A N/A X N/A i interval_width 1 N/A feat N/A N/A N/A N/A epsilon N/A d_min N/A d_max N/A transitions N/A N/A feat month_power ramps_up ramps_down power_freq N/A