From b3fec5e5319212629b3c58be1f29daaeebc829ac Mon Sep 17 00:00:00 2001
From: JCGoran <JCGoran@users.noreply.github.com>
Date: Wed, 12 Jun 2024 12:57:27 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20BlueBrai?=
 =?UTF-8?q?n/nmodl@fd2cd161ca6dc90fc55129db213105b3554be8a0=20=F0=9F=9A=80?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .doctrees/environment.pickle                  | Bin 140104 -> 140104 bytes
 .../notebooks/nmodl-kinetic-schemes.ipynb     |  56 +++---
 .../notebooks/nmodl-python-tutorial.ipynb     | 160 +++++++++---------
 .../notebooks/nmodl-sympy-conductance.ipynb   |  72 ++++----
 .../notebooks/nmodl-sympy-solver-cnexp.ipynb  |  72 ++++----
 .../nmodl-sympy-solver-derivimplicit.ipynb    |  32 ++--
 .../notebooks/nmodl-sympy-solver-sparse.ipynb |  32 ++--
 notebooks/nmodl-kinetic-schemes.ipynb         |  56 +++---
 notebooks/nmodl-python-tutorial.ipynb         | 160 +++++++++---------
 notebooks/nmodl-sympy-conductance.ipynb       |  72 ++++----
 notebooks/nmodl-sympy-solver-cnexp.ipynb      |  72 ++++----
 .../nmodl-sympy-solver-derivimplicit.ipynb    |  32 ++--
 notebooks/nmodl-sympy-solver-sparse.ipynb     |  32 ++--
 13 files changed, 430 insertions(+), 418 deletions(-)

diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
index d8d49dad93110543332596e53d74b166d86ac53e..5d100a5697904be40caaf0bcddd59e7ddf1a59a8 100644
GIT binary patch
delta 9383
zcmY+Kc|es_`p13Hz+HAiabZi`Komh1Sri4s1vMwvluh6jxX4oCc5w~zn#e&<xvwqO
zD00m!8lqv=G*&v3GgH~mYJOQ+j#lPWw#@UK=e|ez=RVK(bGGL_=XuY2?tAas7dpRv
zp>v~0xTkxGr6MoeVp&`sF@1bW>g4ea;_~`n7u#U5FTAgOe;4%V(qMBdw&Ye8<%ymV
zp*|0lpeSmvb<eSsRFoBFS5_33<cr<mgFFgLa`Top*t+N*MPx+ZG}p4ctlZ)}?4+=y
zydtXzn|3bBD#@?R%17uyz2uctlt+|W3ehVoe~>*{SYB9RAr>e<+X{i+4;JQBmX%RU
zaVsJS`pR>gps(mPypM}5NS=Ehf;u+X`pX3yp}&35@V*_bj*cBVq@{egebF1SrP0P2
zt>U`eHqL1k550}k_f@)=@%nvrqt&o$HRk1m#vAw5)icIxS|!eNGn%zZ`ewFq%Bp2*
zhb*J<zDmAfG-;I$KN~0Rs~HyK&sycgT{6y_sxAFQh|y}Q^Yh;DHjZeucmHbRtX6ln
zb~BE3oaVgxH{U<~gVACZUU)6j-Doq_+s4>(<EW|rGCE?Baokkzc<jGuoYcyzZlTy3
z6%P(^IV#nSW^;2xm>4~(p9mNg(4|hzD3KMT{KbM%eY@4Ei$r2e7kfty7OSHNh<!1U
zU9!q6!b__fZ1G5ki=Ht(AWnH*qPt`HXwf@nir5#OAbg@zsJ^%~%1wM2GY`j&9(_rC
z9~UeJ#r{b&B?pTelRd@p*krLHHCXt?WeeBX5V0$6ruc4LusEC_DJH}xi*T&>a{NrO
z0NLPbe-W3E49%iCHc0GBC=z#KgT>G>h6qdw7R_Vki7R7+#puNOVp&44*#3_};<LnL
z@q2u*Nc<>N6ecB$4d`D?$`&tU{ad#JMOkvP=rSf)TuIIqRTx?8-GO3lO0t-N{ajBe
z7Td-I%m4I({$lIcWMRd@TJO4vKgKQ;u_?iF#|VfJ$HpZKpTuC9kpN*LAvIaFr38yT
zsbwm84gXFZI;g}oMvzBIYb23J32RIukCN4xO&%qxv4}iMQlp$aN>HPkJW5Vu6M3h|
z+fE+kr12tol#j-7@+cRLbDgaCNr`B@N05@x_?SFOK;tX&DEW*Z$)m(GTpq%YW90QB
zkMhk3Adhm*7(^cBnGsDM<(M&!JjyR46TM1XrwU6>dBe(vFavK~d#?%oKy>?Oh?tgk
zLB!`<aMgXq&h&J#u+T%a+Pv(YCq4`)yzNnsCXnN4Uz71Oh_T;UFfrzc_wI1Df+_xh
z!qYCM#<6oPGm)K$=@u7N)c9C5lb>e(%8u)-6(HA-2MZ=vknoz5E~_5}?$A1?H<0qQ
zzcP0T2*31FOgbO2Z+^NM@F-X5@x)L-;c3rUU}NX&g;U7!wr6DLGdZ7A%+9#HpFm!X
z$Dt1ASIN@}5Moa&@CWid>`Mx>o!<W&c}{Omk;UnKRGjAYMp%|Py_V9sPH#}zCKvAI
zt%@Wk^Lx@PUHeqAlR?!gr&qVE)aiMwxC3JKtrEO<d_>KvbTR98h`6)rf*d*mw_Nva
zkBK4G3uRIa&xtr%-2$)Ki&t*|G<Vj#LT2x}^Db!eo*qSNN6iQqs_!YTJ@YNzfz$4m
z;2k(rEW+JkSXzkvZ#G<}VQC)rUpM8kQ?@ymoiFR6*cn<so1Jaq3wCT<N3(NfTRb~~
z&)s8Z*!D_x>^q)jCu5htiyESG&k80k`>H^!nH??Mb4KGnFj#mUNEdVGgb3?_3*yp;
z(PDUJoH#Y6kGOO&UA*#9h)6ip2#xlehh70`4O9~`Lv(&APr8RXlVi(EIG3nA?SY3K
z?1|R%on>V%c-viHecxI5<)3dm3*9ew7C#>IvAZ^2xlimr9$VnT-7GqO+1X~|iQk;w
ztdp_I^A>Ykdf1zqtDQXcbVt?7+dj8NI$5XIYfkUSv)#B<wF+#rIeF{(FPz?q3!gc?
zm*4K>9KZFQ!A|eqMK`DC{r(MSJ@?B#P8Rd`5+`$fPyynv8!fnjE)nj}@f{KI&j3K-
zX`lbEauBDieMRPyX}GNxi+7(<HN^WLT@VkgqA8EXEjCCzay4CCS`}iizuE`T@vxuy
zWHCE&*GkxF{&XcfX`ioQ=c9j@vNQLKh02kcG0@lk_4Qt?hW7(EyZcuetZv6bZ~KO?
zF@>;yNoBHUZ}75zed7USkNwtJT{Yf$6H{;N$I+s?Bv#zMRUk^PhKLonFNo#)Irb~b
zA>zt+m_`Re>?z;-0XiP`!XGfH$+>n1w~T=K7JLv`#Mkpf?9>1I0*KfJp7yRk-(|=1
z-goTy{PqJoz5iH>`PK_}i0diCWH>;&9PY;n=hzP53nV=qZ@56E)1BA}Hagww55Z)o
zJKhZno$lGrfVaPDmedtoUD$oRJJdVry&kX*#Q1|2dVb}LhYy7~s@!oX^gJAUJs?|o
zazPXXJEFZHjSHUj2E0(LqUPNZ=nFXUBx&x1`&V9$xqg6?ONeIQapqxDQVj=AKTfu8
z5c{o{V_lyIYlxjUy&PW#IFSPzO}}5?vAsXw>MWm3(@W3U0n#T3(#7t_REjxP2f@RD
z%2O_kf*{Ac!7xrqM^GqWZef9A&m(}l4tnC<>j93)Fp8hlr5mm){KbQ4XeW_-$AOpQ
zy}|d9zaw(!edQ|X0vd)rNGSgQhCe_YX~QY#%)1sk5Ij|Xk7JD<iLut-^K@XSh2+T1
z-Vo;K7!3)eRCvWP7#;~Tx)(=d$4<b(b&Z3+fq3pky5Ici-lBs>X?+_HaxH-dX>-oU
zkVITYQfj1ElW3$i9?3U_MnYkZlsT40V&K4O_yV@pV}9;Q4U|3;Fh3hzocXzW0{8$)
zPsdAX@Pu-`9la;QA}6hX6!4*=DtJ$VHD=w(u-xg6nhNur?tx6*tj}~<;-tH0K$+7G
znh7>gN2d%>=cbH~>d=(orcO*5F6y|H;i}F`89miO32V|R3Crk+gpkfh2<dQyhE7Hq
z536GlR-q#iLOKs+^iYQ(RCE%;f#?{N@sM#Wm~0ny0?O#Fjz1aQ)Y%8erGpQelQQ#h
zOupA-!{c}vjnZ`%46#xab;hl(>R_#6sx!W8r+RgJu*{>K@@l7i+9|(wYD7B~Wh(l*
zQfEY)QmN7HR9rii&`u?`Q_1br*mf$lom!yPAR2y|mZVm+QxQG+>Kh%iX2Y*Ag}&a+
zZ&1sOhR()l=wOV7PQ_^GNQ{Qg!)R!N(a<uZp=Cxx%Z#SUv41Xn>N<svzbI*)(a<`h
zp+hekT4yx0&S>bYi-r!mXy}xShK{&sXqnNRl$Ww$lFG*#6=$sqvsOh}tAeamG1jUO
zYgL4`D!^J5U#$wSRwZGr%E4L{TCIw#Mg>-*;;K<$)u^ayR8Tc4rW)gDcMPURg;awP
zy_f?Np-Fz11CeNgb0G%J+*}xiW=k&K^G))-Tu4OIBTt!0c`(dXeLv_S8}q<hiahYc
z;#cxu2%3N9!C)@-rQ$x_bIXewj5+-~bO<w=WcVT&$)y3@c=;mekF9nrQjOnQq{jVi
z5hQS}Fs?NtANnyE!eC=QOkfbs;G29%#eRktsECUTAQ{z>0tiR*NdXK(<5sAyEvXRt
zqMFZUIh*I%IFxZ*DTI#!9P-#=NJsO_Vu*k<a&Qp_cSbH`v#khbqWZQ7Cc!xwTZ}`T
zlX!-YM6<ORA6w_-XT>nhmGaQ$Eh4A;$jK!bz&W|T1jeFyy96Ja=j0FzK6y{e=Ph{u
zpO&9ka34J_eM=z|UYGf$IO6MaS1C+%r3}W`8i`vVSoT^1xh9yp1i{WFs{YL-@F%RF
zS_TWz94dnXu*;t1xJlY&WjPE-^Flc;w_V<56ITJVQ8iTHPHdMyR6vd^-6FOCakjLt
ztg3`LtOI3ZB?QTPl`sSAO??t(p?T>^7=z~elQ_0r#yo|)u3a8}3Lltu*=s4p!y7VV
zDGWqYz7!t8&F!20*vIQjp$Gc!EX6FM8_?z{K6}PXx>vyjXqJyx!Q*I-R>4p-SF3RT
zn`P)S7>{Q0GR(hbd3YI4O0)cQ8II5_1C~PynkSayoHomS%V92>-<IPgH_O}=_!w`N
zmsY?wH2Eu`2+ap8)d)jZ;k2KU+gHJ3Xl|{-^lOxTthhjpa)uS7Zj#HbFc{4XRtQCN
z(W<h)TeV8CbT;d&AqmUgtj5J_l3i9~EKM?FwaT-#t04~6nboSnJvO7)s65YIgV%@m
z7n?I{RMy{F15pSEtyRsl)?y|!$?a=lB%1fu;)ONI!Rv6nn&i55s;p(5>iU;;xDF@e
z==HcbC!}pXj6l=69<p6&*RuJ^l=a{*lQ%$AHv$E_jex)o9k$iL5P5h59^uZ*a~ohj
zn*LAYbf1?6PlJKx?@vPsnz1!tb)$XH7C2SzsewTGbqyG<iuj99{@q)a*J3)HmltdC
zxqMz8-3I}3{4;pRoR>@XfUn%h{^cF$BOlsnB<`aU&!gk9MjD$<8(|u>%4-|(@>*rA
z4W_^mS!2T+<cR#nhBc4K$W4%iMr^`$J1gN?JXoHU`Oo6ApOuH7#r!=hyKKh1KP!#R
zI9F%oh0Rb7$7EccGDqrQoIJG^LZ$B(nB+>EHQr4bo$%(_xJA|YV+(A+`WxyocaF)M
z^>_?9CZ7<n8qKEyUP4pb09&9%_SuSIw#dq@7+8xuy%h&<k@ud5FgbP`?mI2={p}DX
z9ouj@TX;S?OWYS)cs?@OSM%{4`#2fC@>BLbpTkpEi=4w|KbsrR;oP>#wCBO-Mo$)8
z!;f$c<=&0pBO7<%^4@qJ+_45mk%uO0JI+!Y#ZibxEy>Ism=|pv!fy64gmgq|^x->I
zan4SKUS;#+PP}D~%IsZu4m&Ep*o8OxQNGY8cH=g3lrQw^Zp^=<JWBK)O!}iV3RP9t
z_^&<K<#8Ff7ehKOH}A!U$GH>OhpTs-J6XC9qS41tr=n4b<Fg-A|2TKD0JjcTdN*YA
zk||aA(Alvc@6nU8jScQBV^9q`fJ2>>We0G5PRff1Fi%yRfwIRzT%Fv5IQB_-<e;kj
z?Ll0tlXBQ0+~k}+@121??>nUU=ZBz%U%K7IXV-=X<2D+46NQtH>U&c3($n~Xi|?91
z75`)^<7Y1ZRfFFcbQpkb)eAg84}0un0@Z;lDXS`X<MOU%xzUY5PYrr8@YKMIfv*OB
z40>zOhe1CA>g8d720<pED6B?^DUDDr4<n%7F%Dud)C4N*a8nr(Ts%U9kqn|Wh+z<?
zK|F&*4XjB_#u8DlGsiKQU;;I0x~YtbTs%pG$qX_zn8x5S4Q4W!rNL|l^Uzp%(D_Uj
z>MB_bay7_fP@q8}gCY%z8I)?Ugh7P{l?;|@P&L4+5@Q7s^$K?-SE)9Ey81Pw=t*j<
z<>Cz{P{lQ-GHSWlMu6Y`GN?0ws$Xv^LpaCZritVR+cnt1V7CT)80^>J0D~7ac#*+j
z4PIezM1!LYng(>RIs>&cIiagK7@X4JG=no5v@&=@gEj^iG<b`_I|S4#@V_#6&jba#
zt$15rBB@@CU*_@;OrWOgAEeZ2_?LcawLUa~D*o71##QvNyK5SF^;h6?4g48=p+S(9
z$yb`hG5AJ<F%15r!S5W!Z4H2He6K+#26r@YV{li4t_*&n_2+Br!Q>ZR#ht;g8u&8!
zU4sAy9q=*5ee`GGqCqHwP8x(UaMi#%gh^*j!WnecAd*3M4WbzI)F6g|I|21$h6j4M
z65b|I3*~Dn!;g!5qp|W&9(|bfqbhuY!sY`=(J9CX<l+z$sQw-?l`)Wu2Wv2dLAVAH
z3`S@$l0mdplNcs(8pJb5)F6q$SPjN8n4m!#gGV*UU@%34sSKu@z-r83@+Ttdr=G_d
z%rSww*m<PX??3aoc%cbYaki<994=m@K|TY6fcn{JF@q8X=oN(Op;VVI;qnR%Dj6)*
zpo+l?4OTL!CZK+hTFqdc3Dgi9Ol3UH#m@xN{-YXfWb&-8vYA1>27<vh4J3o@8th=O
zTZ26e_G@r}!3zY`&t)&t`eUjcHi-)KRZ|&%=Hf;Tjxji{!D|doYS7H!bq!h=oYmkQ
zgYyKeDvURoysfMJg~3G)-eqt}gUbv)(BKM#e-ThW0Dj2estMGk{hz6fYpU34e6GpA
z6)~=B@FjyA8hpdxKN{R(@Vy2<Fu1G1e;NFu!951QGq7T`e=u<gG9&MZ9xjS20rd-}
z8-uPUP?yr(R7MXjcGtjzfwu-e3?A0NpFx0ClfFy_5Kups1~LdSfg1D?QyBxfc(4XT
z7=&vO!C-_2BN;?%5EF#gk5?K;MEx!s&s7plpaxAgm65{5sTz!DkgmZ*29q?H%pg;P
zX$&4yAeFY)nM`KsDzh2P(_lV>g&Jfr$W=i4HQ{%Bhb(G>P&Yci*V%l;r%}G1cxm@g
z;y)79LB0;((xi;?kw==K8@|~2tO){!{O&BLb9kMtSD~e3K{@^z1^>1ZUjAf$1NQKT
zSwn`|A+UE`Fh(3sA5ru%gg#>EBhry$hmIZjdvhrLDJ8TszeuzNi^lbR<!~Ex#_zYS
zCtw(UdA)f8-=e86siCs5Ue%?0(Ke9&12Yg?(oJLwqkp-Cp`tvr4LAR;<AdLtt~y{+
zEIpo9@+fF%gGNK!EE?(@4fTqKx<f<#pgHcyItd}J(B#-~27Dg!q4SNcdyyq8cR}9L
ztm4w5JbFRe*ak<Qz_$?#f?WLkRh4e^_nrK*tctu5Iaq^Qjg*0Zg^?JdQjrqAgvgGl
m<nP!@y}`42%Pj@q>qiwT@t;HV*P?JsZeBx0LuF-l`2PUd#<ouY

delta 9396
zcmY+Kd0>p!`o}#9i9LHF#FDL+5MoIr$YPBS6;-uMA{mial8G#u*e13#sZr#FL+n)b
zYLS@8ASAZBe!XhxtuCq;?T=Q~Ev2dy_c`a8_mF?)`#hhsJ?EU~ecv<h%-J(d&z@;o
z=@#nQBt0wDSWs?hnvtB9mY<wvEVs1hCssmxC}*yrp6tz@K@h-CY=8jAa!Vk;VS~UH
z<(4K{nWof?a!WT+(w<+~46S_1Ezap#xp~PM$eU%E@{BV~rrEjW?D(<(b}!V=;Fe;_
z$}?u=<@U@rrK6RTTW)d6F(#*G;+QWBQ}T0iL@n$N$H>nxqSaC~%}Jk;pO>DMR&MFY
z6IVb-uUA{mP0vlwGhvtP((*v|kDl)A`101imR4%abW@h-GSyU2m}bnfcJ0;P(R|pk
zQKJ!Y-&Q0&OiG-p9ewFN`&2unyyVBl+7ac=h%M5Nzw~a_Yjw&?{Uk>_{nEQJMcb=9
zWAY2FMtL*u|D^3RD|fbsvv%yIH|42Tt-O_E!!+AV@1v7irSjfiXVB_(?~k0V#o9^b
z9p}~B3Eg|t^!!F`zw!*V7qml;W9_s5GkDxwtx7L^+_B#}?SSt6b?4?c+CklWax~dr
zv+CZ{Rqr0wYL&NUVLP_A?*KT=F7+MiELL+>c^4Md&yV@_>(FeqTv0&^`n6|?{d|##
zNeZ$pB9bMAN3*1eIJUK)fdxejWP#z)@H$J5=*L<`_^|B}VUEeUd2CZeIJ*$;%)X77
zisOX$zsL%sf>^i6@$B;8K=#XMcUB!4%bE=eWIj<dSY%uv+Z6RSbBYXPd(y(#@By*x
zA2FC71I9Cd)NVz-ENWmZTN@q7HV@2T2Vw(R_dyyPhkYF$G?m>S63F^TPXik(iVR>C
zUv*_SqGQ=Q>^=HQFiVe#Wue&OT+9qsJRp$$_M1P;iH&7u9PM&!Doe!H^^ZEUrE#%r
z!O%c<D=w3riVNibb%Bm-?ciAEg~QfAa%L|EC$Z-P0{O<?(34dSiDkb>1#-hc=)wjL
zjb#t9yRAcWWU^|$jT<$RiK_J$mPk@9Mpz<2wNb(n$*D~emPkx(rm#d(YPrG^38@tc
zOC+PVQds+hRUs^qgW7IkiLKG9g(Y%NJJHyTpCa+J^8$*b)4mgyNI30hVTokZ{t%W(
zG|iz2ejE~(i?Bp~X@0^Ixuta#mdGnDTv#Hfv?0P0`J^SFm2YXBXG+N}Us&En!wc2w
zGQ0yY*Y$3!-r~W=jyS{ore)*Kd$CRN@$B}rAZyc+ZGc54x?6j{9!<s)!(YJ7{$Rq)
zn9N;+K{mF|dczll=Wb<VqU_eSglN0f^G%Zjl~%qLZfB3j|82LNCN2Ore@8g$l@N(J
z7Qj3v$FnIrgRJJsZ2=88>z*k&z!DyrF!Q|G_G$5DPifRv)4N02Q+KN&(IWMB(i>7o
z&PbPfIwe!;5aVNDKJg~Z*h1Fnb!t3fmM@^=Y0XPd6o$L?rj|;^l#DDgzRMgAEZg8|
z?Pq$2NL}`1GP>nh9AvArdAKy9d7HWRqGj)75OFA6NXD9ZCNkU?JOH-#yKv^3(jTuG
zFIKWBo@HGPVh<OcVHdw`&s^8N#X^db*vD6b*#4qpu-BToxEN3#F8Nr<wq>UsP>k>P
z6W+#>-VRvRjs54nyDa1@6JB!N*-T43Yw>lE^$QD5(D04B_1Q|CmoRcyrI7LS>ON%j
zD4R$IXa7&e%C!+>e6=o$jDYn|$Ox^-Bcpm_F&U#aw{eg?&)qtoh~xGGV1w_|1iKIF
z#yob$v-1xr#mqa;aI*{M&f!6R?BWOUyq6E<4;#3v5{_B#?)n(`)d3)uVH|7vk&)L9
zgdpphj~0Qj+^n7U93qR=oo>eSQ^C{f^vMN#;jO**?S(Fvnz28sysS=@mtPX=A61DC
z)Qz$F3wxXRn&)<F!XeCCF$kM@%+-3}aFLx4scmd;HSt)5ojKNDw_6X7x1>_p%Kwzb
z&g)L!vRenw{9v~}I@`qFQ{87FcI(NxrgqEY!X0}(mrLGu7XELOoz;Aq4|vZU`zQ<V
znR8f=5kc0TU;6<XZq}*a;I<6=fR;S^N+xTwD~MgVa)vGbjjpM4F#+tgtMP2&y&!AZ
z)pme}o3-xy*<?gr!(<oa@O8{qVT|};2^m*@%qC;X%_M2?ga~MFy?x7tyj~r^+3NbU
zfxLT>(AHXfyZ_5F-nuP#Sa1LG3bIE2YOgLEZ@POESd&Frc&ATi7Z(Mw1^3Rd`J+vE
zw+~{M@5i$(Z_(8n_qz|E<8IX+U@{Bi`onDC-Fss;)ju-vm<UXdm_HALu-vW9|9WJ%
z+@E4rNapqIf!%8Rq5$~vVc7ImTn`=!5YLNVr%bd}0C<CN-EAiwAm46|Yz!;x=B*|$
z+HMYWhIG4myeVYb&6wuk<Ul=4XbEL@`m_}+gSBN~5)Z31Ug=;Tuh3PDhi-4%2{(w7
zraMpS3jwxp4;VqdZIvgalF2^5<!AHv1{b?~@fRoN`m={^iVyUEiTJi5;9;w4^9u8|
z`L}(=bz+gfdf1k=Yk)T0^|1Zq_bReQbO6K4er**U0e5Wu?)EHUj<399)8n=i_X>dc
zvQu)mY>NY+4V0a-&*Sqz7=oUsEhre*3$bnMYd9S=<YdCS;ADiOPi1yjjKB_PBImm)
z;%f`*t{j>~d5>3sn8Kf-FM(}DFA?z(vx-<83f^I#zek~l_rXxnbGPA|r%Q|DYIm_Y
zhQmPV${;f%Fi25NMY+2_4x$qZvw0MJ0c=2;NgOq@SyDO;ac!U&A}QUI?+t`bwvcGt
zR&?EIoKIrJIOxi8yyL_;!qZnHVXzp-PHecZIGZJtOn89t=U&4BAC;4XY>S737d|T|
zyV-V+0DPPY%V(sRkFeIf4s*!z7zIo1^+p3ec13C5F))p+9SM*|R@*lLAGxA*^Ek*Q
z%YQtq1bJpMfIKi69OY@r;4F_y1_yagGC0XYlA*OcAz@8%Ji;<@HbN*4MhL~J2t^!;
z3~l6j2&;&*5JGVfGPIJXAoRo$2nQ19A43!EP@vFe^5|n|DbGEI7V^-8<BAgxN-a;A
zfC;ykmruZHALC9FA;c`ASgrlmT%L|)Oslo~4Lp|?ua>zr@H`rLUJX2-243$5USHi4
z-%D0&;kqlm{tdjS2HwC1UUUO5wt+Xefj6{)m#Dn1V)%K=72bjdUeDGv`(w6=li+W7
zLwt{$RxY<0MI4Gz#EBS19EVZFSr|negi*u-qlj%r5!;L+wi%_`wqpuhcX~sdd(jp9
zj3V|KMVxj~#6F{leMS+7ToiG_MG?na6mhmi5!;MX%P-D=Q8FJ(WSpfk%u*R;sSL7I
z##kytER_+K$^c7ce5EqHQkjIMG6zd#Xr(f;5*b*DjH^V3RU)G*kwKNnm`b#REisr9
z8Bz&Gv^xbxLN&ji0%0hDsStrOB^COitVzY|yqcd+g=mykMk%9=(8Ec7F=)jrjo`_d
z5qz-tV<Uv1d~JkoRO~H^+qF#1%_!F<cWl(Ci&o7;XF?w;^`pk~XF^A8wQ;6w{Lh(k
z+-EakAl2$ZwZ^4E2Ld4kR;0mj0-*%%q`^?^r`IeQapo+DMQ`6M2u1mR7IZ~%PM33w
zNyoPu)qEPse3A_$HYv8t>F^!EVO}*G;!&Q=hMsVgcgw)wj`Adubr~=oy<an66rAFb
znK;BLj)(U!l(m`o06N8QWWrb{k%tyf7WSqWADx8(oZ`!~U@*$rESP~3V#25J5x&8M
z*Z&dzy$SD}N4R%3B*1Z=mW?AG=bN)(q?5>CO8}2v1A*LS4y5W}%p3%p=E(YY=fK-o
ze`pRQq3p_mSy0DY=fX^s{9NdT@?kD+cOAb+5|sy&&@0b_=_n8KAjL^sA{IY(Ji9$F
z%!kS3`}4|teE;(_AI4$5F>_%e%13iy5X!B&ICdS6cn5F4b$rh|_?WEYE(I_EPIE&6
zbVkW7fY<Qmc4r6nakKzhq5W9_W|6o6E$-~bdmh}i5QakypHK)BQ1%x>ca*Dzxc)Uf
zcpeNxnLQ8luZHiLhl^6fug}8~YPjEgJb={j>GN?-Yxws0Fa_n=e4KI(Ph9}BQ7$fk
zbtq{IAp_;hg>r=Mi*VWZ@rp(87RqmnF#V44c4pk5V|<($qps%j&Cm_yLo)=UoHNVp
zZ&4%@ES_X}5yW8Gr$xAV)x6najHQ|z7Rx+ax)`F+t6MA^JSFMBMCN(w5}Y4iUnF%)
zWY#}i0(}v7T`HR=FU3r#<`qk!56bzaII(KpZ5i%YHD9(&mK|FryMD3^_rb>dFUQTX
zam#Y(jZ(iHW;ltvmc@t1EeBs7TMT_$2rz4l=I7t2(Yg`{;d_elBv;Q*6yxKxo_Bl~
zm%E<NdKWa5f4>V^D1%GD>@4nk7XLAPYYF)C+a;hmN#e`C|FJF4EyZ-G=jTdcD$4%t
z;Kzr(hgVEJpR*Ob`3kZxZA2S+_r`tjKFaZIIt*)!AX&Kr#==Q{Z3Ry6B#*Sf8*qY`
zSnvWl!S7hG<_R9Q5|UBaO5C^o9Nq^bO4|Fl?fdzj_c4F>^Jc3s@Aq?U6|U8Oer6S(
z0uJ%0)l&AY#w|L;Yu7>$_g({|oW$)KuO~xeynI%yk#%0IfnuyvT!z_mh~F)PY?SE?
z7NcBe@DWOBIjn&y-fk@hTE+9%!Z3b+H3ai(YjLxy_|py0g%4hbH=ingp#u7H+dACS
zDq57L9B&R)v?vK=%SBmFHm-;_zfQLMdOUAc@yR4RNPbz53w(f&*Z^7!@p!?Fyn-9a
zx2*s#UbzwX_?HdfiZw6_BT8}wF4X}MM>>k!m+>1hISx<=Tgb)`;t|Qwdu@`%DVrqv
zgyfG+c-<W2Gd9B#l$)FJYClL5oxTO{B?oDuSGQmi9;8vix8h<P6r+f$a*p3@#V)Pf
ze;bBm<*T+~Lo0Ox+i?r6)Jeg12uB-39fKmX$7=`Xzm+;k#QTSncr#@2;Bkfc<k`3b
zFVtFoiUe;jgV5``6NjqhIXiKSYWcaHn5?o*XWr@q+?~`9aO_&X?*m!+*AH;7YI%=c
zc&D@XylouzynUDCKkR}MdgXQ(A7I7h+C3EU9tsy9z2Ai=UU6y<sQ8f%WbtF&)Bd93
zzZG~!piw7mD_`FMTG(S_9mo!xglCrJ&Q#u9FV|WSXsv(?0e1yF2zV>tL!hk!?Fe)b
zK)yQcNFYE5A_}t>q`O)$m3I+9zG3W2pt}xa*rB?o^`zq73iKfmu0RBVC<O)(h*rQH
zLu9ZZ@@3`_0>gD62aVS~Z6p<sQeZTJ1O>(tcuRrt1STpliNI78GYvY8NRq0OOdwSO
zBY{~8q!Y+cAd^700&@uDDUeT~K!L(eW|<fZ1d%Ur7gCiX9mv@)5uSLQYD=lOSO>DW
zMEA5(Dz*qf?|uoa)`6^Frh6K*kH1b4P7Nv)*hpZD0$T~}P+%v44;9!=V2=VH6WFJ~
zegX$NH8R@+wGydORcr)~C{RnFPJwy?ClxqF;EV$QB=DI4@&)+62%Oi!tSx4|EH4UI
zz81ek<zMPRF4tGWlSkqw9pr9(s{>j5o$hH@(ZcSoDd5pjf*%y{C2&)L05g%F6^SBn
zM}a{E{;R-qisGIEKsA0>pfQ1m3OEyZq(E~5kH!Ae+*%QNqN=zO_*(&Q0?!rjBhUyR
zQ`ARC0uBlU6KJeJ7XnTSm_vv(RV0)^a|OZ(v{axkfz}E{5O5Vh{*>W{7Vd<n4&+98
z>z?LA#cff{^n*t`A{|5(I!0mhPQnvMA<dtPgLEMKdrkMW&Q#n@fe-?r3iKq<TY)|V
z!p(|A5Q$P?0D)))Vh9XYU<iTX3XCA|x&j6QZzwQ^z?(WSYvYK#Er|S~X99uAI*^l{
zDm?k?&onAd(t#|Vp?g{i70*;4jesVA{LyGOfh-BkxV*B5Y*jvo%JUS+Cs3e3A%O)7
zEF@4Qfc!aXF@a?|kV6#fp7t&kzvnORKeE9JBJZmzs|b`SzzD2UfD@=tU?YJo3T!2?
zLxG(HJ`_OyShid2Kc?Cqoyb5x(LHT16;~=yMW9-Ng9HvKaG1bR1&$FouD}Tbrv)&}
zFg_)6R#o{w0_PO?oWMl|E)n=rfy)HG5kUU@_bq{|I*?QQkM3#LWU*QML6ILN(QYa5
z6M<h8xI^H-3j9XkcLg30c%;Ce1fD4Hl)!TWW{ma)5r+Uha!0gqQ=9~lzh62NXs!b}
zm6p1vwW4BI1>6XDD&R$+jRL*|{LG59C(=m(`BSMsfgl~oL0{87tuqyOQy_#ur~*9+
z^j4q`fp7&P0&xB~(<njYud)NEO0*8-ps~8A#ZmE41%?rbS70Q8Q3{MEkf6X=0&ht$
zRNP+26Pc*0Od>E<foTMi6i6nJDgpO7fM4_v^Na%!>@3djt1VvadSCCBIJLjg#s42@
zNBNNh(4pB=<=!{|eqk@{t~iCSwz%LQND_1LFDCdGnb6$1Y311dd4n1rY;iwN|Kjp|
z(Pc;=#vUa;Ld8df_y`jpeQhaLaCD@v(ZS-6EWu6by`m+MRW5JOds(0<e%-CFfgbo>
z_HGTnRFmIWgL!3{tShccOJ{y#Ep*0~;&QTd5r4z!f}Y4oOE2}O954I=b=3x=BE^$x
zAq|5f?$s#bj*B9CM-knki2hJSM<`ZX@*xOvf@)iF9e6eI5=R|N%M4R;YND|qIWs%M
zC|;OWo`QYT@$E!nfP;^(tkOdK!6z*zInUTT1#5^_eYpR>pby3<y)X_xL6{?Y{5iIg
iZ}cple9bKI_7N5G@h?Q;FGiuJRAYHwd4B$k(EkBimFgJ)

diff --git a/.doctrees/nbsphinx/notebooks/nmodl-kinetic-schemes.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-kinetic-schemes.ipynb
index dafa11d3c..278daf71c 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-kinetic-schemes.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-kinetic-schemes.ipynb
@@ -152,10 +152,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:39.447965Z",
-     "iopub.status.busy": "2024-06-12T11:17:39.447764Z",
-     "iopub.status.idle": "2024-06-12T11:17:40.761496Z",
-     "shell.execute_reply": "2024-06-12T11:17:40.760652Z"
+     "iopub.execute_input": "2024-06-12T12:56:42.810587Z",
+     "iopub.status.busy": "2024-06-12T12:56:42.810398Z",
+     "iopub.status.idle": "2024-06-12T12:56:44.111947Z",
+     "shell.execute_reply": "2024-06-12T12:56:44.111049Z"
     }
    },
    "outputs": [],
@@ -169,10 +169,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:40.764385Z",
-     "iopub.status.busy": "2024-06-12T11:17:40.764169Z",
-     "iopub.status.idle": "2024-06-12T11:17:40.790658Z",
-     "shell.execute_reply": "2024-06-12T11:17:40.790038Z"
+     "iopub.execute_input": "2024-06-12T12:56:44.115282Z",
+     "iopub.status.busy": "2024-06-12T12:56:44.115019Z",
+     "iopub.status.idle": "2024-06-12T12:56:44.142083Z",
+     "shell.execute_reply": "2024-06-12T12:56:44.141499Z"
     }
    },
    "outputs": [],
@@ -277,10 +277,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:40.793346Z",
-     "iopub.status.busy": "2024-06-12T11:17:40.793112Z",
-     "iopub.status.idle": "2024-06-12T11:17:40.797846Z",
-     "shell.execute_reply": "2024-06-12T11:17:40.797112Z"
+     "iopub.execute_input": "2024-06-12T12:56:44.144763Z",
+     "iopub.status.busy": "2024-06-12T12:56:44.144385Z",
+     "iopub.status.idle": "2024-06-12T12:56:44.148990Z",
+     "shell.execute_reply": "2024-06-12T12:56:44.148336Z"
     }
    },
    "outputs": [
@@ -323,10 +323,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:40.826450Z",
-     "iopub.status.busy": "2024-06-12T11:17:40.826015Z",
-     "iopub.status.idle": "2024-06-12T11:17:40.830128Z",
-     "shell.execute_reply": "2024-06-12T11:17:40.829429Z"
+     "iopub.execute_input": "2024-06-12T12:56:44.177697Z",
+     "iopub.status.busy": "2024-06-12T12:56:44.177262Z",
+     "iopub.status.idle": "2024-06-12T12:56:44.180942Z",
+     "shell.execute_reply": "2024-06-12T12:56:44.180284Z"
     }
    },
    "outputs": [
@@ -367,10 +367,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:40.832647Z",
-     "iopub.status.busy": "2024-06-12T11:17:40.832285Z",
-     "iopub.status.idle": "2024-06-12T11:17:40.835813Z",
-     "shell.execute_reply": "2024-06-12T11:17:40.835198Z"
+     "iopub.execute_input": "2024-06-12T12:56:44.183337Z",
+     "iopub.status.busy": "2024-06-12T12:56:44.182984Z",
+     "iopub.status.idle": "2024-06-12T12:56:44.186453Z",
+     "shell.execute_reply": "2024-06-12T12:56:44.185839Z"
     },
     "scrolled": true
    },
@@ -412,10 +412,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:40.838207Z",
-     "iopub.status.busy": "2024-06-12T11:17:40.837912Z",
-     "iopub.status.idle": "2024-06-12T11:17:40.841454Z",
-     "shell.execute_reply": "2024-06-12T11:17:40.840772Z"
+     "iopub.execute_input": "2024-06-12T12:56:44.188730Z",
+     "iopub.status.busy": "2024-06-12T12:56:44.188538Z",
+     "iopub.status.idle": "2024-06-12T12:56:44.192055Z",
+     "shell.execute_reply": "2024-06-12T12:56:44.191361Z"
     },
     "scrolled": true
    },
@@ -459,10 +459,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:40.843941Z",
-     "iopub.status.busy": "2024-06-12T11:17:40.843593Z",
-     "iopub.status.idle": "2024-06-12T11:17:40.847272Z",
-     "shell.execute_reply": "2024-06-12T11:17:40.846629Z"
+     "iopub.execute_input": "2024-06-12T12:56:44.194416Z",
+     "iopub.status.busy": "2024-06-12T12:56:44.194224Z",
+     "iopub.status.idle": "2024-06-12T12:56:44.197869Z",
+     "shell.execute_reply": "2024-06-12T12:56:44.197226Z"
     }
    },
    "outputs": [
diff --git a/.doctrees/nbsphinx/notebooks/nmodl-python-tutorial.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-python-tutorial.ipynb
index 563b70c33..c67225959 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-python-tutorial.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-python-tutorial.ipynb
@@ -30,10 +30,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:45.783871Z",
-     "iopub.status.busy": "2024-06-12T11:17:45.783671Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.093439Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.092587Z"
+     "iopub.execute_input": "2024-06-12T12:56:52.477178Z",
+     "iopub.status.busy": "2024-06-12T12:56:52.476991Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.761866Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.761033Z"
     }
    },
    "outputs": [],
@@ -63,10 +63,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.096519Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.096298Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.121939Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.121198Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.765279Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.765016Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.790169Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.789474Z"
     }
    },
    "outputs": [],
@@ -86,10 +86,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.124736Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.124483Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.127940Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.127354Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.792880Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.792635Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.796081Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.795458Z"
     }
    },
    "outputs": [],
@@ -152,10 +152,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.130269Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.130077Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.133224Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.132659Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.798620Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.798259Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.801415Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.800844Z"
     }
    },
    "outputs": [],
@@ -183,10 +183,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.135596Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.135401Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.139365Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.138677Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.803773Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.803425Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.806921Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.806297Z"
     }
    },
    "outputs": [
@@ -235,10 +235,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.141663Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.141475Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.145395Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.144756Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.809248Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.808962Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.813008Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.812506Z"
     }
    },
    "outputs": [],
@@ -260,10 +260,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.147802Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.147612Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.151126Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.150480Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.815281Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.814930Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.818451Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.817839Z"
     }
    },
    "outputs": [
@@ -297,10 +297,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.153539Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.153346Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.160413Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.159739Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.820917Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.820541Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.827630Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.826938Z"
     }
    },
    "outputs": [
@@ -365,10 +365,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.162701Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.162508Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.166710Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.166052Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.829896Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.829702Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.833735Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.833094Z"
     }
    },
    "outputs": [
@@ -416,10 +416,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.169081Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.168890Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.172183Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.171560Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.836080Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.835884Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.839247Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.838708Z"
     }
    },
    "outputs": [],
@@ -441,10 +441,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.174684Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.174490Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.178078Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.177427Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.841509Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.841317Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.845093Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.844448Z"
     }
    },
    "outputs": [
@@ -510,10 +510,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.180486Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.180292Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.183679Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.183045Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.847456Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.847090Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.850312Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.849666Z"
     }
    },
    "outputs": [
@@ -548,10 +548,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.186004Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.185668Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.189130Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.188508Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.852811Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.852371Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.856139Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.855481Z"
     }
    },
    "outputs": [
@@ -584,10 +584,10 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.191853Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.191237Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.195051Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.194432Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.858610Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.858154Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.861999Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.861347Z"
     }
    },
    "outputs": [
@@ -622,10 +622,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.197521Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.197070Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.201137Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.200506Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.864438Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.863993Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.868060Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.867436Z"
     }
    },
    "outputs": [
@@ -669,10 +669,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.203595Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.203122Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.208307Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.207691Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.870445Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.870106Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.875248Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.874575Z"
     }
    },
    "outputs": [
@@ -733,10 +733,10 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.210839Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.210472Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.213964Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.213198Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.877712Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.877283Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.880690Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.880079Z"
     }
    },
    "outputs": [],
@@ -761,10 +761,10 @@
    "execution_count": 18,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.216455Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.216095Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.225921Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.225350Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.883268Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.882815Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.893085Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.892541Z"
     }
    },
    "outputs": [],
@@ -857,10 +857,10 @@
    "execution_count": 19,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.228349Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.227991Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.231414Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.230776Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.895439Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.894974Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.898535Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.897915Z"
     }
    },
    "outputs": [
@@ -897,10 +897,10 @@
    "execution_count": 20,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.233919Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.233553Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.239101Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.238462Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.901024Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.900550Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.905924Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.905305Z"
     }
    },
    "outputs": [
diff --git a/.doctrees/nbsphinx/notebooks/nmodl-sympy-conductance.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-sympy-conductance.ipynb
index 92ba770e1..4188a653c 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-sympy-conductance.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-sympy-conductance.ipynb
@@ -86,10 +86,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:49.427445Z",
-     "iopub.status.busy": "2024-06-12T11:17:49.427263Z",
-     "iopub.status.idle": "2024-06-12T11:17:50.750718Z",
-     "shell.execute_reply": "2024-06-12T11:17:50.749961Z"
+     "iopub.execute_input": "2024-06-12T12:56:55.840876Z",
+     "iopub.status.busy": "2024-06-12T12:56:55.840680Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.135957Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.135112Z"
     }
    },
    "outputs": [],
@@ -103,10 +103,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:50.753851Z",
-     "iopub.status.busy": "2024-06-12T11:17:50.753431Z",
-     "iopub.status.idle": "2024-06-12T11:17:50.779808Z",
-     "shell.execute_reply": "2024-06-12T11:17:50.779200Z"
+     "iopub.execute_input": "2024-06-12T12:56:57.139448Z",
+     "iopub.status.busy": "2024-06-12T12:56:57.139037Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.167116Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.166407Z"
     }
    },
    "outputs": [],
@@ -149,10 +149,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:50.782661Z",
-     "iopub.status.busy": "2024-06-12T11:17:50.782417Z",
-     "iopub.status.idle": "2024-06-12T11:17:51.041476Z",
-     "shell.execute_reply": "2024-06-12T11:17:51.040795Z"
+     "iopub.execute_input": "2024-06-12T12:56:57.170190Z",
+     "iopub.status.busy": "2024-06-12T12:56:57.169769Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.419039Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.418331Z"
     }
    },
    "outputs": [
@@ -196,10 +196,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:51.044265Z",
-     "iopub.status.busy": "2024-06-12T11:17:51.043982Z",
-     "iopub.status.idle": "2024-06-12T11:17:51.188354Z",
-     "shell.execute_reply": "2024-06-12T11:17:51.187657Z"
+     "iopub.execute_input": "2024-06-12T12:56:57.421534Z",
+     "iopub.status.busy": "2024-06-12T12:56:57.421309Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.564807Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.564125Z"
     }
    },
    "outputs": [
@@ -243,10 +243,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:51.190929Z",
-     "iopub.status.busy": "2024-06-12T11:17:51.190715Z",
-     "iopub.status.idle": "2024-06-12T11:17:51.198778Z",
-     "shell.execute_reply": "2024-06-12T11:17:51.198167Z"
+     "iopub.execute_input": "2024-06-12T12:56:57.567647Z",
+     "iopub.status.busy": "2024-06-12T12:56:57.567158Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.574718Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.574066Z"
     }
    },
    "outputs": [
@@ -290,10 +290,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:51.201305Z",
-     "iopub.status.busy": "2024-06-12T11:17:51.200920Z",
-     "iopub.status.idle": "2024-06-12T11:17:51.218019Z",
-     "shell.execute_reply": "2024-06-12T11:17:51.217333Z"
+     "iopub.execute_input": "2024-06-12T12:56:57.577194Z",
+     "iopub.status.busy": "2024-06-12T12:56:57.576707Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.593956Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.593429Z"
     }
    },
    "outputs": [
@@ -337,10 +337,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:51.220451Z",
-     "iopub.status.busy": "2024-06-12T11:17:51.220086Z",
-     "iopub.status.idle": "2024-06-12T11:17:51.342814Z",
-     "shell.execute_reply": "2024-06-12T11:17:51.342205Z"
+     "iopub.execute_input": "2024-06-12T12:56:57.596510Z",
+     "iopub.status.busy": "2024-06-12T12:56:57.596151Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.717515Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.716967Z"
     }
    },
    "outputs": [
@@ -400,10 +400,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:51.345502Z",
-     "iopub.status.busy": "2024-06-12T11:17:51.345096Z",
-     "iopub.status.idle": "2024-06-12T11:17:51.441851Z",
-     "shell.execute_reply": "2024-06-12T11:17:51.441164Z"
+     "iopub.execute_input": "2024-06-12T12:56:57.719939Z",
+     "iopub.status.busy": "2024-06-12T12:56:57.719568Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.815005Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.814478Z"
     }
    },
    "outputs": [
@@ -456,10 +456,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:51.444537Z",
-     "iopub.status.busy": "2024-06-12T11:17:51.444161Z",
-     "iopub.status.idle": "2024-06-12T11:17:51.515899Z",
-     "shell.execute_reply": "2024-06-12T11:17:51.515245Z"
+     "iopub.execute_input": "2024-06-12T12:56:57.817318Z",
+     "iopub.status.busy": "2024-06-12T12:56:57.817049Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.887756Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.887152Z"
     }
    },
    "outputs": [
diff --git a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-cnexp.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-cnexp.ipynb
index b675d84c4..ecc5903b7 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-cnexp.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-cnexp.ipynb
@@ -62,10 +62,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:53.307128Z",
-     "iopub.status.busy": "2024-06-12T11:17:53.306666Z",
-     "iopub.status.idle": "2024-06-12T11:17:54.611305Z",
-     "shell.execute_reply": "2024-06-12T11:17:54.610519Z"
+     "iopub.execute_input": "2024-06-12T12:56:59.429011Z",
+     "iopub.status.busy": "2024-06-12T12:56:59.428820Z",
+     "iopub.status.idle": "2024-06-12T12:57:00.725951Z",
+     "shell.execute_reply": "2024-06-12T12:57:00.725245Z"
     }
    },
    "outputs": [],
@@ -79,10 +79,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:54.614457Z",
-     "iopub.status.busy": "2024-06-12T11:17:54.614009Z",
-     "iopub.status.idle": "2024-06-12T11:17:54.641683Z",
-     "shell.execute_reply": "2024-06-12T11:17:54.641034Z"
+     "iopub.execute_input": "2024-06-12T12:57:00.729200Z",
+     "iopub.status.busy": "2024-06-12T12:57:00.728793Z",
+     "iopub.status.idle": "2024-06-12T12:57:00.755646Z",
+     "shell.execute_reply": "2024-06-12T12:57:00.754930Z"
     }
    },
    "outputs": [],
@@ -123,10 +123,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:54.644641Z",
-     "iopub.status.busy": "2024-06-12T11:17:54.644265Z",
-     "iopub.status.idle": "2024-06-12T11:17:55.066490Z",
-     "shell.execute_reply": "2024-06-12T11:17:55.065719Z"
+     "iopub.execute_input": "2024-06-12T12:57:00.758491Z",
+     "iopub.status.busy": "2024-06-12T12:57:00.758081Z",
+     "iopub.status.idle": "2024-06-12T12:57:01.196837Z",
+     "shell.execute_reply": "2024-06-12T12:57:01.196050Z"
     }
    },
    "outputs": [
@@ -165,10 +165,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:55.069415Z",
-     "iopub.status.busy": "2024-06-12T11:17:55.068875Z",
-     "iopub.status.idle": "2024-06-12T11:17:55.205616Z",
-     "shell.execute_reply": "2024-06-12T11:17:55.204875Z"
+     "iopub.execute_input": "2024-06-12T12:57:01.199745Z",
+     "iopub.status.busy": "2024-06-12T12:57:01.199350Z",
+     "iopub.status.idle": "2024-06-12T12:57:01.334102Z",
+     "shell.execute_reply": "2024-06-12T12:57:01.333447Z"
     }
    },
    "outputs": [
@@ -207,10 +207,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:55.208366Z",
-     "iopub.status.busy": "2024-06-12T11:17:55.207935Z",
-     "iopub.status.idle": "2024-06-12T11:17:55.439921Z",
-     "shell.execute_reply": "2024-06-12T11:17:55.439191Z"
+     "iopub.execute_input": "2024-06-12T12:57:01.336859Z",
+     "iopub.status.busy": "2024-06-12T12:57:01.336362Z",
+     "iopub.status.idle": "2024-06-12T12:57:01.564974Z",
+     "shell.execute_reply": "2024-06-12T12:57:01.564283Z"
     }
    },
    "outputs": [
@@ -255,10 +255,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:55.442643Z",
-     "iopub.status.busy": "2024-06-12T11:17:55.442151Z",
-     "iopub.status.idle": "2024-06-12T11:17:55.635647Z",
-     "shell.execute_reply": "2024-06-12T11:17:55.634938Z"
+     "iopub.execute_input": "2024-06-12T12:57:01.567327Z",
+     "iopub.status.busy": "2024-06-12T12:57:01.567083Z",
+     "iopub.status.idle": "2024-06-12T12:57:01.754480Z",
+     "shell.execute_reply": "2024-06-12T12:57:01.753929Z"
     }
    },
    "outputs": [
@@ -266,7 +266,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "exact solution:\t     m = minf+(m-minf)*exp(dt/mtau)\n",
+      "exact solution:\t     m = minf+(m-minf)*exp(dt/mtau)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "pade approx:\t     m = (-dt*m+2.0*dt*minf-2.0*m*mtau)/(dt-2.0*mtau)\n"
      ]
     }
@@ -297,10 +303,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:55.638232Z",
-     "iopub.status.busy": "2024-06-12T11:17:55.638018Z",
-     "iopub.status.idle": "2024-06-12T11:17:57.056757Z",
-     "shell.execute_reply": "2024-06-12T11:17:57.056029Z"
+     "iopub.execute_input": "2024-06-12T12:57:01.757055Z",
+     "iopub.status.busy": "2024-06-12T12:57:01.756686Z",
+     "iopub.status.idle": "2024-06-12T12:57:03.135296Z",
+     "shell.execute_reply": "2024-06-12T12:57:03.134625Z"
     }
    },
    "outputs": [
@@ -345,10 +351,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:57.059485Z",
-     "iopub.status.busy": "2024-06-12T11:17:57.059124Z",
-     "iopub.status.idle": "2024-06-12T11:17:58.875316Z",
-     "shell.execute_reply": "2024-06-12T11:17:58.874691Z"
+     "iopub.execute_input": "2024-06-12T12:57:03.137990Z",
+     "iopub.status.busy": "2024-06-12T12:57:03.137624Z",
+     "iopub.status.idle": "2024-06-12T12:57:04.879925Z",
+     "shell.execute_reply": "2024-06-12T12:57:04.879313Z"
     }
    },
    "outputs": [
diff --git a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-derivimplicit.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
index 58d2f2673..d3ae532f2 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
@@ -39,10 +39,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:18:00.309921Z",
-     "iopub.status.busy": "2024-06-12T11:18:00.309740Z",
-     "iopub.status.idle": "2024-06-12T11:18:01.617403Z",
-     "shell.execute_reply": "2024-06-12T11:18:01.616666Z"
+     "iopub.execute_input": "2024-06-12T12:57:06.265399Z",
+     "iopub.status.busy": "2024-06-12T12:57:06.265206Z",
+     "iopub.status.idle": "2024-06-12T12:57:07.556776Z",
+     "shell.execute_reply": "2024-06-12T12:57:07.555935Z"
     }
    },
    "outputs": [],
@@ -56,10 +56,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:18:01.620618Z",
-     "iopub.status.busy": "2024-06-12T11:18:01.620178Z",
-     "iopub.status.idle": "2024-06-12T11:18:01.647112Z",
-     "shell.execute_reply": "2024-06-12T11:18:01.646518Z"
+     "iopub.execute_input": "2024-06-12T12:57:07.560000Z",
+     "iopub.status.busy": "2024-06-12T12:57:07.559738Z",
+     "iopub.status.idle": "2024-06-12T12:57:07.588822Z",
+     "shell.execute_reply": "2024-06-12T12:57:07.588129Z"
     }
    },
    "outputs": [],
@@ -100,10 +100,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:18:01.649969Z",
-     "iopub.status.busy": "2024-06-12T11:18:01.649590Z",
-     "iopub.status.idle": "2024-06-12T11:18:02.109905Z",
-     "shell.execute_reply": "2024-06-12T11:18:02.109221Z"
+     "iopub.execute_input": "2024-06-12T12:57:07.591477Z",
+     "iopub.status.busy": "2024-06-12T12:57:07.591233Z",
+     "iopub.status.idle": "2024-06-12T12:57:08.044650Z",
+     "shell.execute_reply": "2024-06-12T12:57:08.043728Z"
     }
    },
    "outputs": [
@@ -165,10 +165,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:18:02.112758Z",
-     "iopub.status.busy": "2024-06-12T11:18:02.112513Z",
-     "iopub.status.idle": "2024-06-12T11:18:02.324777Z",
-     "shell.execute_reply": "2024-06-12T11:18:02.324147Z"
+     "iopub.execute_input": "2024-06-12T12:57:08.047639Z",
+     "iopub.status.busy": "2024-06-12T12:57:08.047179Z",
+     "iopub.status.idle": "2024-06-12T12:57:08.256748Z",
+     "shell.execute_reply": "2024-06-12T12:57:08.256193Z"
     }
    },
    "outputs": [
diff --git a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-sparse.ipynb b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-sparse.ipynb
index 5a2ce5788..6d4856daa 100644
--- a/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-sparse.ipynb
+++ b/.doctrees/nbsphinx/notebooks/nmodl-sympy-solver-sparse.ipynb
@@ -39,10 +39,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:18:03.618249Z",
-     "iopub.status.busy": "2024-06-12T11:18:03.618048Z",
-     "iopub.status.idle": "2024-06-12T11:18:04.912060Z",
-     "shell.execute_reply": "2024-06-12T11:18:04.911317Z"
+     "iopub.execute_input": "2024-06-12T12:57:09.681709Z",
+     "iopub.status.busy": "2024-06-12T12:57:09.681520Z",
+     "iopub.status.idle": "2024-06-12T12:57:10.968421Z",
+     "shell.execute_reply": "2024-06-12T12:57:10.967654Z"
     }
    },
    "outputs": [],
@@ -56,10 +56,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:18:04.915219Z",
-     "iopub.status.busy": "2024-06-12T11:18:04.914793Z",
-     "iopub.status.idle": "2024-06-12T11:18:04.941393Z",
-     "shell.execute_reply": "2024-06-12T11:18:04.940738Z"
+     "iopub.execute_input": "2024-06-12T12:57:10.971605Z",
+     "iopub.status.busy": "2024-06-12T12:57:10.971142Z",
+     "iopub.status.idle": "2024-06-12T12:57:10.997838Z",
+     "shell.execute_reply": "2024-06-12T12:57:10.997267Z"
     }
    },
    "outputs": [],
@@ -100,10 +100,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:18:04.944120Z",
-     "iopub.status.busy": "2024-06-12T11:18:04.943871Z",
-     "iopub.status.idle": "2024-06-12T11:18:05.408629Z",
-     "shell.execute_reply": "2024-06-12T11:18:05.407888Z"
+     "iopub.execute_input": "2024-06-12T12:57:11.000475Z",
+     "iopub.status.busy": "2024-06-12T12:57:11.000167Z",
+     "iopub.status.idle": "2024-06-12T12:57:11.450673Z",
+     "shell.execute_reply": "2024-06-12T12:57:11.449981Z"
     }
    },
    "outputs": [
@@ -165,10 +165,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:18:05.411555Z",
-     "iopub.status.busy": "2024-06-12T11:18:05.411274Z",
-     "iopub.status.idle": "2024-06-12T11:18:05.624124Z",
-     "shell.execute_reply": "2024-06-12T11:18:05.623423Z"
+     "iopub.execute_input": "2024-06-12T12:57:11.453512Z",
+     "iopub.status.busy": "2024-06-12T12:57:11.453090Z",
+     "iopub.status.idle": "2024-06-12T12:57:11.663768Z",
+     "shell.execute_reply": "2024-06-12T12:57:11.663200Z"
     }
    },
    "outputs": [
diff --git a/notebooks/nmodl-kinetic-schemes.ipynb b/notebooks/nmodl-kinetic-schemes.ipynb
index dafa11d3c..278daf71c 100644
--- a/notebooks/nmodl-kinetic-schemes.ipynb
+++ b/notebooks/nmodl-kinetic-schemes.ipynb
@@ -152,10 +152,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:39.447965Z",
-     "iopub.status.busy": "2024-06-12T11:17:39.447764Z",
-     "iopub.status.idle": "2024-06-12T11:17:40.761496Z",
-     "shell.execute_reply": "2024-06-12T11:17:40.760652Z"
+     "iopub.execute_input": "2024-06-12T12:56:42.810587Z",
+     "iopub.status.busy": "2024-06-12T12:56:42.810398Z",
+     "iopub.status.idle": "2024-06-12T12:56:44.111947Z",
+     "shell.execute_reply": "2024-06-12T12:56:44.111049Z"
     }
    },
    "outputs": [],
@@ -169,10 +169,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:40.764385Z",
-     "iopub.status.busy": "2024-06-12T11:17:40.764169Z",
-     "iopub.status.idle": "2024-06-12T11:17:40.790658Z",
-     "shell.execute_reply": "2024-06-12T11:17:40.790038Z"
+     "iopub.execute_input": "2024-06-12T12:56:44.115282Z",
+     "iopub.status.busy": "2024-06-12T12:56:44.115019Z",
+     "iopub.status.idle": "2024-06-12T12:56:44.142083Z",
+     "shell.execute_reply": "2024-06-12T12:56:44.141499Z"
     }
    },
    "outputs": [],
@@ -277,10 +277,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:40.793346Z",
-     "iopub.status.busy": "2024-06-12T11:17:40.793112Z",
-     "iopub.status.idle": "2024-06-12T11:17:40.797846Z",
-     "shell.execute_reply": "2024-06-12T11:17:40.797112Z"
+     "iopub.execute_input": "2024-06-12T12:56:44.144763Z",
+     "iopub.status.busy": "2024-06-12T12:56:44.144385Z",
+     "iopub.status.idle": "2024-06-12T12:56:44.148990Z",
+     "shell.execute_reply": "2024-06-12T12:56:44.148336Z"
     }
    },
    "outputs": [
@@ -323,10 +323,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:40.826450Z",
-     "iopub.status.busy": "2024-06-12T11:17:40.826015Z",
-     "iopub.status.idle": "2024-06-12T11:17:40.830128Z",
-     "shell.execute_reply": "2024-06-12T11:17:40.829429Z"
+     "iopub.execute_input": "2024-06-12T12:56:44.177697Z",
+     "iopub.status.busy": "2024-06-12T12:56:44.177262Z",
+     "iopub.status.idle": "2024-06-12T12:56:44.180942Z",
+     "shell.execute_reply": "2024-06-12T12:56:44.180284Z"
     }
    },
    "outputs": [
@@ -367,10 +367,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:40.832647Z",
-     "iopub.status.busy": "2024-06-12T11:17:40.832285Z",
-     "iopub.status.idle": "2024-06-12T11:17:40.835813Z",
-     "shell.execute_reply": "2024-06-12T11:17:40.835198Z"
+     "iopub.execute_input": "2024-06-12T12:56:44.183337Z",
+     "iopub.status.busy": "2024-06-12T12:56:44.182984Z",
+     "iopub.status.idle": "2024-06-12T12:56:44.186453Z",
+     "shell.execute_reply": "2024-06-12T12:56:44.185839Z"
     },
     "scrolled": true
    },
@@ -412,10 +412,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:40.838207Z",
-     "iopub.status.busy": "2024-06-12T11:17:40.837912Z",
-     "iopub.status.idle": "2024-06-12T11:17:40.841454Z",
-     "shell.execute_reply": "2024-06-12T11:17:40.840772Z"
+     "iopub.execute_input": "2024-06-12T12:56:44.188730Z",
+     "iopub.status.busy": "2024-06-12T12:56:44.188538Z",
+     "iopub.status.idle": "2024-06-12T12:56:44.192055Z",
+     "shell.execute_reply": "2024-06-12T12:56:44.191361Z"
     },
     "scrolled": true
    },
@@ -459,10 +459,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:40.843941Z",
-     "iopub.status.busy": "2024-06-12T11:17:40.843593Z",
-     "iopub.status.idle": "2024-06-12T11:17:40.847272Z",
-     "shell.execute_reply": "2024-06-12T11:17:40.846629Z"
+     "iopub.execute_input": "2024-06-12T12:56:44.194416Z",
+     "iopub.status.busy": "2024-06-12T12:56:44.194224Z",
+     "iopub.status.idle": "2024-06-12T12:56:44.197869Z",
+     "shell.execute_reply": "2024-06-12T12:56:44.197226Z"
     }
    },
    "outputs": [
diff --git a/notebooks/nmodl-python-tutorial.ipynb b/notebooks/nmodl-python-tutorial.ipynb
index 563b70c33..c67225959 100644
--- a/notebooks/nmodl-python-tutorial.ipynb
+++ b/notebooks/nmodl-python-tutorial.ipynb
@@ -30,10 +30,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:45.783871Z",
-     "iopub.status.busy": "2024-06-12T11:17:45.783671Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.093439Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.092587Z"
+     "iopub.execute_input": "2024-06-12T12:56:52.477178Z",
+     "iopub.status.busy": "2024-06-12T12:56:52.476991Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.761866Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.761033Z"
     }
    },
    "outputs": [],
@@ -63,10 +63,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.096519Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.096298Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.121939Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.121198Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.765279Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.765016Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.790169Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.789474Z"
     }
    },
    "outputs": [],
@@ -86,10 +86,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.124736Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.124483Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.127940Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.127354Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.792880Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.792635Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.796081Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.795458Z"
     }
    },
    "outputs": [],
@@ -152,10 +152,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.130269Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.130077Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.133224Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.132659Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.798620Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.798259Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.801415Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.800844Z"
     }
    },
    "outputs": [],
@@ -183,10 +183,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.135596Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.135401Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.139365Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.138677Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.803773Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.803425Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.806921Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.806297Z"
     }
    },
    "outputs": [
@@ -235,10 +235,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.141663Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.141475Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.145395Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.144756Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.809248Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.808962Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.813008Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.812506Z"
     }
    },
    "outputs": [],
@@ -260,10 +260,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.147802Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.147612Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.151126Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.150480Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.815281Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.814930Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.818451Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.817839Z"
     }
    },
    "outputs": [
@@ -297,10 +297,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.153539Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.153346Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.160413Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.159739Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.820917Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.820541Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.827630Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.826938Z"
     }
    },
    "outputs": [
@@ -365,10 +365,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.162701Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.162508Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.166710Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.166052Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.829896Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.829702Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.833735Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.833094Z"
     }
    },
    "outputs": [
@@ -416,10 +416,10 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.169081Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.168890Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.172183Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.171560Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.836080Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.835884Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.839247Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.838708Z"
     }
    },
    "outputs": [],
@@ -441,10 +441,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.174684Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.174490Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.178078Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.177427Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.841509Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.841317Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.845093Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.844448Z"
     }
    },
    "outputs": [
@@ -510,10 +510,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.180486Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.180292Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.183679Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.183045Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.847456Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.847090Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.850312Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.849666Z"
     }
    },
    "outputs": [
@@ -548,10 +548,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.186004Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.185668Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.189130Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.188508Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.852811Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.852371Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.856139Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.855481Z"
     }
    },
    "outputs": [
@@ -584,10 +584,10 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.191853Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.191237Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.195051Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.194432Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.858610Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.858154Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.861999Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.861347Z"
     }
    },
    "outputs": [
@@ -622,10 +622,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.197521Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.197070Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.201137Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.200506Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.864438Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.863993Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.868060Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.867436Z"
     }
    },
    "outputs": [
@@ -669,10 +669,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.203595Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.203122Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.208307Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.207691Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.870445Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.870106Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.875248Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.874575Z"
     }
    },
    "outputs": [
@@ -733,10 +733,10 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.210839Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.210472Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.213964Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.213198Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.877712Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.877283Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.880690Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.880079Z"
     }
    },
    "outputs": [],
@@ -761,10 +761,10 @@
    "execution_count": 18,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.216455Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.216095Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.225921Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.225350Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.883268Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.882815Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.893085Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.892541Z"
     }
    },
    "outputs": [],
@@ -857,10 +857,10 @@
    "execution_count": 19,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.228349Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.227991Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.231414Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.230776Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.895439Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.894974Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.898535Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.897915Z"
     }
    },
    "outputs": [
@@ -897,10 +897,10 @@
    "execution_count": 20,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:47.233919Z",
-     "iopub.status.busy": "2024-06-12T11:17:47.233553Z",
-     "iopub.status.idle": "2024-06-12T11:17:47.239101Z",
-     "shell.execute_reply": "2024-06-12T11:17:47.238462Z"
+     "iopub.execute_input": "2024-06-12T12:56:53.901024Z",
+     "iopub.status.busy": "2024-06-12T12:56:53.900550Z",
+     "iopub.status.idle": "2024-06-12T12:56:53.905924Z",
+     "shell.execute_reply": "2024-06-12T12:56:53.905305Z"
     }
    },
    "outputs": [
diff --git a/notebooks/nmodl-sympy-conductance.ipynb b/notebooks/nmodl-sympy-conductance.ipynb
index 92ba770e1..4188a653c 100644
--- a/notebooks/nmodl-sympy-conductance.ipynb
+++ b/notebooks/nmodl-sympy-conductance.ipynb
@@ -86,10 +86,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:49.427445Z",
-     "iopub.status.busy": "2024-06-12T11:17:49.427263Z",
-     "iopub.status.idle": "2024-06-12T11:17:50.750718Z",
-     "shell.execute_reply": "2024-06-12T11:17:50.749961Z"
+     "iopub.execute_input": "2024-06-12T12:56:55.840876Z",
+     "iopub.status.busy": "2024-06-12T12:56:55.840680Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.135957Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.135112Z"
     }
    },
    "outputs": [],
@@ -103,10 +103,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:50.753851Z",
-     "iopub.status.busy": "2024-06-12T11:17:50.753431Z",
-     "iopub.status.idle": "2024-06-12T11:17:50.779808Z",
-     "shell.execute_reply": "2024-06-12T11:17:50.779200Z"
+     "iopub.execute_input": "2024-06-12T12:56:57.139448Z",
+     "iopub.status.busy": "2024-06-12T12:56:57.139037Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.167116Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.166407Z"
     }
    },
    "outputs": [],
@@ -149,10 +149,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:50.782661Z",
-     "iopub.status.busy": "2024-06-12T11:17:50.782417Z",
-     "iopub.status.idle": "2024-06-12T11:17:51.041476Z",
-     "shell.execute_reply": "2024-06-12T11:17:51.040795Z"
+     "iopub.execute_input": "2024-06-12T12:56:57.170190Z",
+     "iopub.status.busy": "2024-06-12T12:56:57.169769Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.419039Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.418331Z"
     }
    },
    "outputs": [
@@ -196,10 +196,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:51.044265Z",
-     "iopub.status.busy": "2024-06-12T11:17:51.043982Z",
-     "iopub.status.idle": "2024-06-12T11:17:51.188354Z",
-     "shell.execute_reply": "2024-06-12T11:17:51.187657Z"
+     "iopub.execute_input": "2024-06-12T12:56:57.421534Z",
+     "iopub.status.busy": "2024-06-12T12:56:57.421309Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.564807Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.564125Z"
     }
    },
    "outputs": [
@@ -243,10 +243,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:51.190929Z",
-     "iopub.status.busy": "2024-06-12T11:17:51.190715Z",
-     "iopub.status.idle": "2024-06-12T11:17:51.198778Z",
-     "shell.execute_reply": "2024-06-12T11:17:51.198167Z"
+     "iopub.execute_input": "2024-06-12T12:56:57.567647Z",
+     "iopub.status.busy": "2024-06-12T12:56:57.567158Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.574718Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.574066Z"
     }
    },
    "outputs": [
@@ -290,10 +290,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:51.201305Z",
-     "iopub.status.busy": "2024-06-12T11:17:51.200920Z",
-     "iopub.status.idle": "2024-06-12T11:17:51.218019Z",
-     "shell.execute_reply": "2024-06-12T11:17:51.217333Z"
+     "iopub.execute_input": "2024-06-12T12:56:57.577194Z",
+     "iopub.status.busy": "2024-06-12T12:56:57.576707Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.593956Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.593429Z"
     }
    },
    "outputs": [
@@ -337,10 +337,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:51.220451Z",
-     "iopub.status.busy": "2024-06-12T11:17:51.220086Z",
-     "iopub.status.idle": "2024-06-12T11:17:51.342814Z",
-     "shell.execute_reply": "2024-06-12T11:17:51.342205Z"
+     "iopub.execute_input": "2024-06-12T12:56:57.596510Z",
+     "iopub.status.busy": "2024-06-12T12:56:57.596151Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.717515Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.716967Z"
     }
    },
    "outputs": [
@@ -400,10 +400,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:51.345502Z",
-     "iopub.status.busy": "2024-06-12T11:17:51.345096Z",
-     "iopub.status.idle": "2024-06-12T11:17:51.441851Z",
-     "shell.execute_reply": "2024-06-12T11:17:51.441164Z"
+     "iopub.execute_input": "2024-06-12T12:56:57.719939Z",
+     "iopub.status.busy": "2024-06-12T12:56:57.719568Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.815005Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.814478Z"
     }
    },
    "outputs": [
@@ -456,10 +456,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:51.444537Z",
-     "iopub.status.busy": "2024-06-12T11:17:51.444161Z",
-     "iopub.status.idle": "2024-06-12T11:17:51.515899Z",
-     "shell.execute_reply": "2024-06-12T11:17:51.515245Z"
+     "iopub.execute_input": "2024-06-12T12:56:57.817318Z",
+     "iopub.status.busy": "2024-06-12T12:56:57.817049Z",
+     "iopub.status.idle": "2024-06-12T12:56:57.887756Z",
+     "shell.execute_reply": "2024-06-12T12:56:57.887152Z"
     }
    },
    "outputs": [
diff --git a/notebooks/nmodl-sympy-solver-cnexp.ipynb b/notebooks/nmodl-sympy-solver-cnexp.ipynb
index b675d84c4..ecc5903b7 100644
--- a/notebooks/nmodl-sympy-solver-cnexp.ipynb
+++ b/notebooks/nmodl-sympy-solver-cnexp.ipynb
@@ -62,10 +62,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:53.307128Z",
-     "iopub.status.busy": "2024-06-12T11:17:53.306666Z",
-     "iopub.status.idle": "2024-06-12T11:17:54.611305Z",
-     "shell.execute_reply": "2024-06-12T11:17:54.610519Z"
+     "iopub.execute_input": "2024-06-12T12:56:59.429011Z",
+     "iopub.status.busy": "2024-06-12T12:56:59.428820Z",
+     "iopub.status.idle": "2024-06-12T12:57:00.725951Z",
+     "shell.execute_reply": "2024-06-12T12:57:00.725245Z"
     }
    },
    "outputs": [],
@@ -79,10 +79,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:54.614457Z",
-     "iopub.status.busy": "2024-06-12T11:17:54.614009Z",
-     "iopub.status.idle": "2024-06-12T11:17:54.641683Z",
-     "shell.execute_reply": "2024-06-12T11:17:54.641034Z"
+     "iopub.execute_input": "2024-06-12T12:57:00.729200Z",
+     "iopub.status.busy": "2024-06-12T12:57:00.728793Z",
+     "iopub.status.idle": "2024-06-12T12:57:00.755646Z",
+     "shell.execute_reply": "2024-06-12T12:57:00.754930Z"
     }
    },
    "outputs": [],
@@ -123,10 +123,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:54.644641Z",
-     "iopub.status.busy": "2024-06-12T11:17:54.644265Z",
-     "iopub.status.idle": "2024-06-12T11:17:55.066490Z",
-     "shell.execute_reply": "2024-06-12T11:17:55.065719Z"
+     "iopub.execute_input": "2024-06-12T12:57:00.758491Z",
+     "iopub.status.busy": "2024-06-12T12:57:00.758081Z",
+     "iopub.status.idle": "2024-06-12T12:57:01.196837Z",
+     "shell.execute_reply": "2024-06-12T12:57:01.196050Z"
     }
    },
    "outputs": [
@@ -165,10 +165,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:55.069415Z",
-     "iopub.status.busy": "2024-06-12T11:17:55.068875Z",
-     "iopub.status.idle": "2024-06-12T11:17:55.205616Z",
-     "shell.execute_reply": "2024-06-12T11:17:55.204875Z"
+     "iopub.execute_input": "2024-06-12T12:57:01.199745Z",
+     "iopub.status.busy": "2024-06-12T12:57:01.199350Z",
+     "iopub.status.idle": "2024-06-12T12:57:01.334102Z",
+     "shell.execute_reply": "2024-06-12T12:57:01.333447Z"
     }
    },
    "outputs": [
@@ -207,10 +207,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:55.208366Z",
-     "iopub.status.busy": "2024-06-12T11:17:55.207935Z",
-     "iopub.status.idle": "2024-06-12T11:17:55.439921Z",
-     "shell.execute_reply": "2024-06-12T11:17:55.439191Z"
+     "iopub.execute_input": "2024-06-12T12:57:01.336859Z",
+     "iopub.status.busy": "2024-06-12T12:57:01.336362Z",
+     "iopub.status.idle": "2024-06-12T12:57:01.564974Z",
+     "shell.execute_reply": "2024-06-12T12:57:01.564283Z"
     }
    },
    "outputs": [
@@ -255,10 +255,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:55.442643Z",
-     "iopub.status.busy": "2024-06-12T11:17:55.442151Z",
-     "iopub.status.idle": "2024-06-12T11:17:55.635647Z",
-     "shell.execute_reply": "2024-06-12T11:17:55.634938Z"
+     "iopub.execute_input": "2024-06-12T12:57:01.567327Z",
+     "iopub.status.busy": "2024-06-12T12:57:01.567083Z",
+     "iopub.status.idle": "2024-06-12T12:57:01.754480Z",
+     "shell.execute_reply": "2024-06-12T12:57:01.753929Z"
     }
    },
    "outputs": [
@@ -266,7 +266,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "exact solution:\t     m = minf+(m-minf)*exp(dt/mtau)\n",
+      "exact solution:\t     m = minf+(m-minf)*exp(dt/mtau)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "pade approx:\t     m = (-dt*m+2.0*dt*minf-2.0*m*mtau)/(dt-2.0*mtau)\n"
      ]
     }
@@ -297,10 +303,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:55.638232Z",
-     "iopub.status.busy": "2024-06-12T11:17:55.638018Z",
-     "iopub.status.idle": "2024-06-12T11:17:57.056757Z",
-     "shell.execute_reply": "2024-06-12T11:17:57.056029Z"
+     "iopub.execute_input": "2024-06-12T12:57:01.757055Z",
+     "iopub.status.busy": "2024-06-12T12:57:01.756686Z",
+     "iopub.status.idle": "2024-06-12T12:57:03.135296Z",
+     "shell.execute_reply": "2024-06-12T12:57:03.134625Z"
     }
    },
    "outputs": [
@@ -345,10 +351,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:17:57.059485Z",
-     "iopub.status.busy": "2024-06-12T11:17:57.059124Z",
-     "iopub.status.idle": "2024-06-12T11:17:58.875316Z",
-     "shell.execute_reply": "2024-06-12T11:17:58.874691Z"
+     "iopub.execute_input": "2024-06-12T12:57:03.137990Z",
+     "iopub.status.busy": "2024-06-12T12:57:03.137624Z",
+     "iopub.status.idle": "2024-06-12T12:57:04.879925Z",
+     "shell.execute_reply": "2024-06-12T12:57:04.879313Z"
     }
    },
    "outputs": [
diff --git a/notebooks/nmodl-sympy-solver-derivimplicit.ipynb b/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
index 58d2f2673..d3ae532f2 100644
--- a/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
+++ b/notebooks/nmodl-sympy-solver-derivimplicit.ipynb
@@ -39,10 +39,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:18:00.309921Z",
-     "iopub.status.busy": "2024-06-12T11:18:00.309740Z",
-     "iopub.status.idle": "2024-06-12T11:18:01.617403Z",
-     "shell.execute_reply": "2024-06-12T11:18:01.616666Z"
+     "iopub.execute_input": "2024-06-12T12:57:06.265399Z",
+     "iopub.status.busy": "2024-06-12T12:57:06.265206Z",
+     "iopub.status.idle": "2024-06-12T12:57:07.556776Z",
+     "shell.execute_reply": "2024-06-12T12:57:07.555935Z"
     }
    },
    "outputs": [],
@@ -56,10 +56,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:18:01.620618Z",
-     "iopub.status.busy": "2024-06-12T11:18:01.620178Z",
-     "iopub.status.idle": "2024-06-12T11:18:01.647112Z",
-     "shell.execute_reply": "2024-06-12T11:18:01.646518Z"
+     "iopub.execute_input": "2024-06-12T12:57:07.560000Z",
+     "iopub.status.busy": "2024-06-12T12:57:07.559738Z",
+     "iopub.status.idle": "2024-06-12T12:57:07.588822Z",
+     "shell.execute_reply": "2024-06-12T12:57:07.588129Z"
     }
    },
    "outputs": [],
@@ -100,10 +100,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:18:01.649969Z",
-     "iopub.status.busy": "2024-06-12T11:18:01.649590Z",
-     "iopub.status.idle": "2024-06-12T11:18:02.109905Z",
-     "shell.execute_reply": "2024-06-12T11:18:02.109221Z"
+     "iopub.execute_input": "2024-06-12T12:57:07.591477Z",
+     "iopub.status.busy": "2024-06-12T12:57:07.591233Z",
+     "iopub.status.idle": "2024-06-12T12:57:08.044650Z",
+     "shell.execute_reply": "2024-06-12T12:57:08.043728Z"
     }
    },
    "outputs": [
@@ -165,10 +165,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:18:02.112758Z",
-     "iopub.status.busy": "2024-06-12T11:18:02.112513Z",
-     "iopub.status.idle": "2024-06-12T11:18:02.324777Z",
-     "shell.execute_reply": "2024-06-12T11:18:02.324147Z"
+     "iopub.execute_input": "2024-06-12T12:57:08.047639Z",
+     "iopub.status.busy": "2024-06-12T12:57:08.047179Z",
+     "iopub.status.idle": "2024-06-12T12:57:08.256748Z",
+     "shell.execute_reply": "2024-06-12T12:57:08.256193Z"
     }
    },
    "outputs": [
diff --git a/notebooks/nmodl-sympy-solver-sparse.ipynb b/notebooks/nmodl-sympy-solver-sparse.ipynb
index 5a2ce5788..6d4856daa 100644
--- a/notebooks/nmodl-sympy-solver-sparse.ipynb
+++ b/notebooks/nmodl-sympy-solver-sparse.ipynb
@@ -39,10 +39,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:18:03.618249Z",
-     "iopub.status.busy": "2024-06-12T11:18:03.618048Z",
-     "iopub.status.idle": "2024-06-12T11:18:04.912060Z",
-     "shell.execute_reply": "2024-06-12T11:18:04.911317Z"
+     "iopub.execute_input": "2024-06-12T12:57:09.681709Z",
+     "iopub.status.busy": "2024-06-12T12:57:09.681520Z",
+     "iopub.status.idle": "2024-06-12T12:57:10.968421Z",
+     "shell.execute_reply": "2024-06-12T12:57:10.967654Z"
     }
    },
    "outputs": [],
@@ -56,10 +56,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:18:04.915219Z",
-     "iopub.status.busy": "2024-06-12T11:18:04.914793Z",
-     "iopub.status.idle": "2024-06-12T11:18:04.941393Z",
-     "shell.execute_reply": "2024-06-12T11:18:04.940738Z"
+     "iopub.execute_input": "2024-06-12T12:57:10.971605Z",
+     "iopub.status.busy": "2024-06-12T12:57:10.971142Z",
+     "iopub.status.idle": "2024-06-12T12:57:10.997838Z",
+     "shell.execute_reply": "2024-06-12T12:57:10.997267Z"
     }
    },
    "outputs": [],
@@ -100,10 +100,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:18:04.944120Z",
-     "iopub.status.busy": "2024-06-12T11:18:04.943871Z",
-     "iopub.status.idle": "2024-06-12T11:18:05.408629Z",
-     "shell.execute_reply": "2024-06-12T11:18:05.407888Z"
+     "iopub.execute_input": "2024-06-12T12:57:11.000475Z",
+     "iopub.status.busy": "2024-06-12T12:57:11.000167Z",
+     "iopub.status.idle": "2024-06-12T12:57:11.450673Z",
+     "shell.execute_reply": "2024-06-12T12:57:11.449981Z"
     }
    },
    "outputs": [
@@ -165,10 +165,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-06-12T11:18:05.411555Z",
-     "iopub.status.busy": "2024-06-12T11:18:05.411274Z",
-     "iopub.status.idle": "2024-06-12T11:18:05.624124Z",
-     "shell.execute_reply": "2024-06-12T11:18:05.623423Z"
+     "iopub.execute_input": "2024-06-12T12:57:11.453512Z",
+     "iopub.status.busy": "2024-06-12T12:57:11.453090Z",
+     "iopub.status.idle": "2024-06-12T12:57:11.663768Z",
+     "shell.execute_reply": "2024-06-12T12:57:11.663200Z"
     }
    },
    "outputs": [