�
l7�Xc @ sX d d l Z d d d � Z d � Z d � Z d d � Z d � Z d
� Z d � Z d S( i����Ni����i c C s� d } g } x� t d t | � d � D]� } | r� | | | k r� | | | | d k r� | | | | d k r� d } | j | | � q& | t k r& | | | k r& d } q& q& W| S( Ni i ( t ranget lent appendt False( t timet vrect
V_min_peakt V_max_valleyt valley_reachedt sptimet j( ( s- /Users/makimar2/pytfiles/haymod3e2/mytools.pyt spike_times s F
c C s t | � } g t | d | d !| d | d !� D] \ } } | | ^ q2 } g t | d | d !| d | d !� D] \ } } | | ^ qt } g t | | � D] \ } } | | ^ q� } g t | d | d !| d | d !� D] \ } } d | | ^ q� S( Ni i i i g �?( R t zip( R R t Nt xt yt tdifft vdifft mderiv( ( s- /Users/makimar2/pytfiles/haymod3e2/mytools.pyt
membpotderivs s
BB,c C s� t t | � t | � � } t t | � t | � � } t t | � t | � � } t t | � t | � � } d | | | | S( Ng �?( t maxt min( t v1t dv1t v2t dv2t maxvt minvt maxdvt mindv( ( s- /Users/makimar2/pytfiles/haymod3e2/mytools.pyt limitcyclescaledv s
g�������?c C s t | � } t | � } g | D] } | | ^ q } g | D] } | | ^ q< } | d g } xn t d | � D]] } t j t g t | | � D]. \ } }
| | | d |
| | d ^ q� � � | | <qo Wg t | d | !| d | d !� D] \ } }
| |
^ q� } g t | d | !| d | d !� D] \ } }
| |
^ q0} g t | | � D]' \ } }
t j | d |
d � ^ q\}
g t | d | !| d | d !� D] \ } }
| |
d ^ q�} d t t |
� � GHt g t | |
� D] \ } }
| |
^ q�� S( Ni i i g @s hsum=( R R t matht sqrtR R t strt sum( R R R R t dvcoefft N1t N2R t Dmint iR R t dvdifft ht Dminmean( ( s- /Users/makimar2/pytfiles/haymod3e2/mytools.pyt limitcyclediff s
[>>=Bc C sJ t | � d g } t } | d | d k sU | t | � d | t | � d k rk d GHt | � d g Sd } x� t d t | � � D]� } xh | | d | | k r� | d } | t | � d k r� | | g t | � | | | t | � +| Sq� W| | d | | | | | | d | | | | d | | | | <q� W| S( Ng i i s Extrapolation needed!i����g �?( R R R ( t treft vreft tintt vintt addedOnet
indvrecnowR
( ( s- /Users/makimar2/pytfiles/haymod3e2/mytools.pyt interpolate1 s <
(Nc C sC g } t | d � t k s2 t | d � t k r� x
t d t | � � D]M } xD t d t | � � D]- } d GH| | GH| j | | | | � qd WqH Wn� t | d d � t k s� t | d d � t k r?xl t d t | � � D]R } xI t d t | � � D]2 } | j g | | D] } | | | ^ q� qWq� Wn | S( Ni t asdf( t typet intt floatR R R ( t At Bt CR' R
R ( ( s- /Users/makimar2/pytfiles/haymod3e2/mytools.pyt kronH s , $4 7c C s_ t | � d g } | d | d <x7 t d t | � � D] } | | d | | | | <q7 W| S( Ni i ( R R ( R7 R8 R
( ( s- /Users/makimar2/pytfiles/haymod3e2/mytools.pyt cumprodV s
( R R R R R+ R2 R: R; ( ( ( s- /Users/makimar2/pytfiles/haymod3e2/mytools.pyt <module> s
| 
